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Loss: 13.818 +2025-10-21 16:20:38,086 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 6.826 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.833 Tot. Loss: 13.659 +2025-10-21 16:20:56,842 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.906 CLS Loss: 6.764 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.777 Tot. Loss: 13.541 +2025-10-21 16:21:15,588 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.656 CLS Loss: 6.683 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.700 Tot. Loss: 13.383 +2025-10-21 16:21:34,340 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.250 CLS Loss: 6.611 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.636 Tot. Loss: 13.247 +2025-10-21 16:21:53,032 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.344 CLS Loss: 6.529 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.557 Tot. Loss: 13.086 +2025-10-21 16:22:11,841 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.906 CLS Loss: 6.460 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.497 Tot. Loss: 12.958 +2025-10-21 16:22:30,627 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.438 CLS Loss: 6.399 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.445 Tot. Loss: 12.844 +2025-10-21 16:22:49,527 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.656 CLS Loss: 6.315 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.366 Tot. Loss: 12.682 +2025-10-21 16:23:08,222 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.188 CLS Loss: 6.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.292 Tot. Loss: 12.532 +2025-10-21 16:23:26,940 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.594 CLS Loss: 6.157 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.208 Tot. Loss: 12.365 +2025-10-21 16:23:45,653 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 37.156 CLS Loss: 6.086 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.153 Tot. Loss: 12.239 +2025-10-21 16:24:04,429 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 41.938 CLS Loss: 6.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.093 Tot. Loss: 12.116 +2025-10-21 16:24:23,451 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 49.000 CLS Loss: 5.931 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.008 Tot. Loss: 11.938 +2025-10-21 16:24:42,187 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.688 CLS Loss: 5.865 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.960 Tot. Loss: 11.826 +2025-10-21 16:25:00,882 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 56.094 CLS Loss: 5.796 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.881 Tot. Loss: 11.677 +2025-10-21 16:25:19,616 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 59.750 CLS Loss: 5.719 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.819 Tot. Loss: 11.538 +2025-10-21 16:25:38,244 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.812 CLS Loss: 5.649 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.759 Tot. Loss: 11.407 +2025-10-21 16:25:56,970 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 64.594 CLS Loss: 5.573 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.688 Tot. Loss: 11.261 +2025-10-21 16:26:15,638 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.562 CLS Loss: 5.494 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.614 Tot. Loss: 11.108 +2025-10-21 16:26:34,280 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.156 CLS Loss: 5.438 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.558 Tot. Loss: 10.997 +2025-10-21 16:26:53,184 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.562 CLS Loss: 5.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.473 Tot. Loss: 10.823 +2025-10-21 16:27:12,056 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.688 CLS Loss: 5.286 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.432 Tot. Loss: 10.718 +2025-10-21 16:27:30,842 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.781 CLS Loss: 5.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.332 Tot. Loss: 10.529 +2025-10-21 16:27:49,562 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 72.062 CLS Loss: 5.142 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.283 Tot. Loss: 10.425 +2025-10-21 16:28:08,211 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.969 CLS Loss: 5.061 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.207 Tot. Loss: 10.268 +2025-10-21 16:28:26,864 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.000 CLS Loss: 4.998 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.155 Tot. Loss: 10.153 +2025-10-21 16:28:45,553 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.281 CLS Loss: 4.925 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.081 Tot. Loss: 10.006 +2025-10-21 16:29:04,246 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.875 CLS Loss: 4.870 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.039 Tot. Loss: 9.908 +2025-10-21 16:29:22,998 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 75.281 CLS Loss: 4.803 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.967 Tot. Loss: 9.770 +2025-10-21 16:29:42,046 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.781 CLS Loss: 4.696 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.868 Tot. Loss: 9.563 +2025-10-21 16:30:00,773 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.406 CLS Loss: 4.637 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.812 Tot. Loss: 9.448 +2025-10-21 16:30:19,554 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.812 CLS Loss: 4.564 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.760 Tot. Loss: 9.325 +2025-10-21 16:30:38,263 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.688 CLS Loss: 4.489 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.701 Tot. Loss: 9.191 +2025-10-21 16:30:56,932 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.969 CLS Loss: 4.447 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.649 Tot. Loss: 9.097 +2025-10-21 16:31:15,849 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 79.000 CLS Loss: 4.329 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.545 Tot. Loss: 8.874 +2025-10-21 16:31:34,644 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.156 CLS Loss: 4.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.505 Tot. Loss: 8.786 +2025-10-21 16:31:53,487 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.562 CLS Loss: 4.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.433 Tot. Loss: 8.649 +2025-10-21 16:32:12,256 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.625 CLS Loss: 4.165 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.397 Tot. Loss: 8.562 +2025-10-21 16:32:31,012 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.219 CLS Loss: 4.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.340 Tot. Loss: 8.458 +2025-10-21 16:32:49,738 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 4.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.285 Tot. Loss: 8.331 +2025-10-21 16:33:08,469 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 3.943 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.189 Tot. Loss: 8.131 +2025-10-21 16:33:27,243 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.906 CLS Loss: 3.878 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.116 Tot. Loss: 7.994 +2025-10-21 16:33:46,621 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.750 CLS Loss: 3.813 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.088 Tot. Loss: 7.901 +2025-10-21 16:34:05,261 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.531 CLS Loss: 3.743 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.980 Tot. Loss: 7.723 +2025-10-21 16:34:23,974 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 3.715 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.984 Tot. Loss: 7.699 +2025-10-21 16:34:42,705 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.250 CLS Loss: 3.686 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.951 Tot. Loss: 7.637 +2025-10-21 16:35:01,407 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.156 CLS Loss: 3.551 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.831 Tot. Loss: 7.381 +2025-10-21 16:35:20,101 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.188 CLS Loss: 3.515 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.800 Tot. Loss: 7.316 +2025-10-21 16:35:38,595 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 82.000 CLS Loss: 3.446 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.746 Tot. Loss: 7.193 +2025-10-21 16:37:57,160 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.910 FPR: 71.721 AUROC: 77.717 AUPR: 51.254 AURC: 90.238 EAURC: 66.246 AUPR Succ.: 92.060 ECE: 72.107 NLL: 35.020 Brier: 88.300 +2025-10-21 16:40:06,576 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.904 FPR: 71.691 AUROC: 77.715 AUPR: 51.257 AURC: 90.281 EAURC: 66.274 AUPR Succ.: 92.056 ECE: 72.156 NLL: 35.086 Brier: 88.387 +2025-10-21 16:40:06,584 INFO Original Model Accuracy improved from 0.00 to 78.91!!! +2025-10-21 16:40:07,811 INFO EMA Model Accuracy improved from 0.00 to 78.90!!! +2025-10-21 16:40:09,613 INFO ####### --- Training Epoch 2 --- ####### +2025-10-21 16:42:17,884 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.844 CLS Loss: 2.819 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.053 Tot. Loss: 5.871 +2025-10-21 16:43:07,179 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 81.812 CLS Loss: 2.308 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.513 Tot. Loss: 4.822 +2025-10-21 16:43:55,925 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 2.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.254 Tot. Loss: 4.289 +2025-10-21 16:44:44,763 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.312 CLS Loss: 1.800 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.999 Tot. Loss: 3.799 +2025-10-21 16:45:33,958 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 82.156 CLS Loss: 1.623 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.829 Tot. Loss: 3.451 +2025-10-21 16:46:23,015 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.219 CLS Loss: 1.495 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.680 Tot. Loss: 3.175 +2025-10-21 16:47:11,932 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.906 CLS Loss: 1.341 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.544 Tot. Loss: 2.886 +2025-10-21 16:48:00,855 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.906 CLS Loss: 1.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.441 Tot. Loss: 2.679 +2025-10-21 16:48:50,227 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.750 CLS Loss: 1.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.329 Tot. Loss: 2.468 +2025-10-21 16:49:39,437 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.469 CLS Loss: 1.061 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 2.314 +2025-10-21 16:50:28,508 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.750 CLS Loss: 0.980 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 2.129 +2025-10-21 16:51:17,714 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.688 CLS Loss: 0.995 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 2.159 +2025-10-21 16:52:06,985 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.781 CLS Loss: 0.892 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.070 Tot. Loss: 1.962 +2025-10-21 16:52:56,118 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.844 CLS Loss: 0.844 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.015 Tot. Loss: 1.858 +2025-10-21 16:53:45,355 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.781 CLS Loss: 0.810 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.966 Tot. Loss: 1.776 +2025-10-21 16:54:34,883 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.797 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 1.744 +2025-10-21 16:55:23,965 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.344 CLS Loss: 0.776 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.967 Tot. Loss: 1.743 +2025-10-21 16:56:13,185 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.709 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.582 +2025-10-21 16:57:02,662 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.562 CLS Loss: 0.708 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.577 +2025-10-21 16:57:52,031 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.684 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.535 +2025-10-21 16:58:41,166 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.562 CLS Loss: 0.673 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.510 +2025-10-21 16:59:30,273 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.652 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.456 +2025-10-21 17:00:19,725 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.671 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.501 +2025-10-21 17:01:09,078 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.626 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.408 +2025-10-21 17:01:58,274 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.312 CLS Loss: 0.651 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.445 +2025-10-21 17:02:47,676 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.344 CLS Loss: 0.616 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 1.364 +2025-10-21 17:03:37,020 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.571 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 1.294 +2025-10-21 17:04:26,196 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.571 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.703 Tot. Loss: 1.273 +2025-10-21 17:05:15,599 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.581 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 1.312 +2025-10-21 17:06:05,208 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.875 CLS Loss: 0.592 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 1.326 +2025-10-21 17:06:54,377 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.550 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.704 Tot. Loss: 1.253 +2025-10-21 17:07:43,555 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.542 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.675 Tot. Loss: 1.217 +2025-10-21 17:08:33,305 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.543 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.682 Tot. Loss: 1.225 +2025-10-21 17:09:22,638 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.539 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.680 Tot. Loss: 1.219 +2025-10-21 17:10:11,910 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.565 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.687 Tot. Loss: 1.252 +2025-10-21 17:11:01,069 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.520 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.648 Tot. Loss: 1.168 +2025-10-21 17:11:50,701 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.514 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.647 Tot. Loss: 1.161 +2025-10-21 17:12:40,075 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.520 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.656 Tot. Loss: 1.176 +2025-10-21 17:13:29,330 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.520 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.652 Tot. Loss: 1.172 +2025-10-21 17:14:18,933 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.523 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.678 Tot. Loss: 1.201 +2025-10-21 17:15:08,465 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.519 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.679 Tot. Loss: 1.198 +2025-10-21 17:15:57,683 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.503 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.624 Tot. Loss: 1.127 +2025-10-21 17:16:47,269 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.515 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.628 Tot. Loss: 1.142 +2025-10-21 17:17:36,979 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.499 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.635 Tot. Loss: 1.134 +2025-10-21 17:18:26,192 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.472 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.605 Tot. Loss: 1.077 +2025-10-21 17:19:15,473 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.468 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.616 Tot. Loss: 1.083 +2025-10-21 17:20:05,284 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.505 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.643 Tot. Loss: 1.148 +2025-10-21 17:20:54,707 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.463 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.594 Tot. Loss: 1.057 +2025-10-21 17:21:43,911 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.500 CLS Loss: 0.503 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.627 Tot. Loss: 1.130 +2025-10-21 17:22:33,129 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.456 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.569 Tot. Loss: 1.024 +2025-10-21 17:24:55,363 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.328 FPR: 60.971 AUROC: 87.155 AUPR: 50.124 AURC: 31.198 EAURC: 21.394 AUPR Succ.: 97.596 ECE: 4.068 NLL: 5.372 Brier: 20.508 +2025-10-21 17:27:07,337 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.504 FPR: 61.663 AUROC: 86.980 AUPR: 49.299 AURC: 30.974 EAURC: 21.428 AUPR Succ.: 97.597 ECE: 4.344 NLL: 5.376 Brier: 20.456 +2025-10-21 17:27:07,344 INFO Original Model Accuracy improved from 78.91 to 86.33!!! +2025-10-21 17:27:08,553 INFO EMA Model Accuracy improved from 78.90 to 86.50!!! +2025-10-21 17:27:09,873 INFO ####### --- Training Epoch 3 --- ####### +2025-10-21 17:29:11,362 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.454 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.591 Tot. Loss: 1.045 +2025-10-21 17:30:00,420 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.436 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.589 Tot. Loss: 1.025 +2025-10-21 17:30:49,187 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.478 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.638 Tot. Loss: 1.116 +2025-10-21 17:31:38,263 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.450 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.581 Tot. Loss: 1.032 +2025-10-21 17:32:27,578 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.457 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.598 Tot. Loss: 1.055 +2025-10-21 17:33:16,615 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.480 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.642 Tot. Loss: 1.123 +2025-10-21 17:34:05,710 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.447 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.587 Tot. Loss: 1.034 +2025-10-21 17:34:55,005 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.448 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.591 Tot. Loss: 1.039 +2025-10-21 17:35:44,150 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.418 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.557 Tot. Loss: 0.975 +2025-10-21 17:36:33,408 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.414 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.550 Tot. Loss: 0.964 +2025-10-21 17:37:22,462 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.422 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.543 Tot. Loss: 0.965 +2025-10-21 17:38:12,055 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.462 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.576 Tot. Loss: 1.038 +2025-10-21 17:39:01,335 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.409 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.533 Tot. Loss: 0.942 +2025-10-21 17:39:50,475 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.555 Tot. Loss: 0.971 +2025-10-21 17:40:39,962 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.411 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.543 Tot. Loss: 0.954 +2025-10-21 17:41:29,384 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.431 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 0.984 +2025-10-21 17:42:18,569 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.427 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.561 Tot. Loss: 0.988 +2025-10-21 17:43:07,893 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.380 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.503 Tot. Loss: 0.882 +2025-10-21 17:43:57,326 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.402 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.517 Tot. Loss: 0.919 +2025-10-21 17:44:46,678 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.382 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.510 Tot. Loss: 0.892 +2025-10-21 17:45:35,855 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.393 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 0.912 +2025-10-21 17:46:25,376 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.395 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 0.901 +2025-10-21 17:47:14,694 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 0.956 +2025-10-21 17:48:04,058 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.383 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 0.898 +2025-10-21 17:48:53,211 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.431 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.550 Tot. Loss: 0.980 +2025-10-21 17:49:42,915 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.398 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.532 Tot. Loss: 0.930 +2025-10-21 17:50:32,259 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.366 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 0.877 +2025-10-21 17:51:21,415 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 0.887 +2025-10-21 17:52:10,930 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.394 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.507 Tot. Loss: 0.901 +2025-10-21 17:53:00,409 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.403 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 0.926 +2025-10-21 17:53:49,657 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.378 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 0.893 +2025-10-21 17:54:39,087 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.369 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.504 Tot. Loss: 0.873 +2025-10-21 17:55:28,703 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.378 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 0.884 +2025-10-21 17:56:18,041 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.379 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 0.888 +2025-10-21 17:57:07,256 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.392 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.539 Tot. Loss: 0.931 +2025-10-21 17:57:56,764 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.495 Tot. Loss: 0.866 +2025-10-21 17:58:46,170 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.363 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.504 Tot. Loss: 0.867 +2025-10-21 17:59:35,531 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.378 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.503 Tot. Loss: 0.882 +2025-10-21 18:00:24,717 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.376 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 0.885 +2025-10-21 18:01:14,555 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.389 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 0.904 +2025-10-21 18:02:04,008 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.386 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.514 Tot. Loss: 0.900 +2025-10-21 18:02:53,212 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.378 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.491 Tot. Loss: 0.869 +2025-10-21 18:03:42,767 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.389 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 0.895 +2025-10-21 18:04:32,324 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.381 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 0.874 +2025-10-21 18:05:21,526 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.364 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 0.838 +2025-10-21 18:06:11,078 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.348 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 0.835 +2025-10-21 18:07:00,715 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.381 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 0.902 +2025-10-21 18:07:50,026 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 0.834 +2025-10-21 18:08:39,185 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.387 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 0.880 +2025-10-21 18:09:28,622 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.347 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 0.815 +2025-10-21 18:11:50,672 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.178 FPR: 59.055 AUROC: 87.808 AUPR: 50.041 AURC: 27.461 EAURC: 18.865 AUPR Succ.: 97.896 ECE: 0.711 NLL: 4.697 Brier: 18.949 +2025-10-21 18:14:05,124 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.224 FPR: 58.500 AUROC: 87.923 AUPR: 50.273 AURC: 27.191 EAURC: 18.658 AUPR Succ.: 97.920 ECE: 0.752 NLL: 4.699 Brier: 18.848 +2025-10-21 18:14:05,132 INFO Original Model Accuracy improved from 86.33 to 87.18!!! +2025-10-21 18:14:06,434 INFO EMA Model Accuracy improved from 86.50 to 87.22!!! +2025-10-21 18:14:07,757 INFO ####### --- Training Epoch 4 --- ####### +2025-10-21 18:16:05,606 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.352 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 0.835 +2025-10-21 18:16:54,445 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.337 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 0.787 +2025-10-21 18:17:43,587 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.385 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 0.877 +2025-10-21 18:18:32,699 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.348 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 0.824 +2025-10-21 18:19:21,833 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.357 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.486 Tot. Loss: 0.843 +2025-10-21 18:20:11,041 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.376 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 0.882 +2025-10-21 18:21:00,249 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 0.838 +2025-10-21 18:21:49,527 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.356 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 0.833 +2025-10-21 18:22:38,827 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.326 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 0.790 +2025-10-21 18:23:28,086 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.330 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 0.766 +2025-10-21 18:24:17,560 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 0.797 +2025-10-21 18:25:06,846 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.376 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.510 Tot. Loss: 0.885 +2025-10-21 18:25:56,160 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.329 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 0.778 +2025-10-21 18:26:45,699 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.339 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 0.793 +2025-10-21 18:27:35,193 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.334 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 0.782 +2025-10-21 18:28:24,405 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.356 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.491 Tot. Loss: 0.847 +2025-10-21 18:29:13,828 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.347 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 0.812 +2025-10-21 18:30:03,212 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 0.710 +2025-10-21 18:30:52,591 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 0.789 +2025-10-21 18:31:41,930 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 0.731 +2025-10-21 18:32:31,245 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 0.776 +2025-10-21 18:33:20,596 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.327 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 0.771 +2025-10-21 18:34:09,950 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 0.822 +2025-10-21 18:34:59,305 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 0.726 +2025-10-21 18:35:48,804 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.357 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 0.837 +2025-10-21 18:36:38,093 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 0.771 +2025-10-21 18:37:27,417 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.411 Tot. Loss: 0.713 +2025-10-21 18:38:16,967 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 0.754 +2025-10-21 18:39:06,270 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.330 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 0.764 +2025-10-21 18:39:55,604 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.342 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 0.792 +2025-10-21 18:40:44,909 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 0.727 +2025-10-21 18:41:34,205 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 0.733 +2025-10-21 18:42:23,515 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 0.751 +2025-10-21 18:43:12,909 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.314 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 0.758 +2025-10-21 18:44:02,270 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 0.786 +2025-10-21 18:44:51,601 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 0.740 +2025-10-21 18:45:40,977 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 0.734 +2025-10-21 18:46:30,285 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 0.742 +2025-10-21 18:47:19,819 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.313 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 0.736 +2025-10-21 18:48:09,185 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 0.755 +2025-10-21 18:48:58,510 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 0.757 +2025-10-21 18:49:48,104 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 0.763 +2025-10-21 18:50:37,494 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.326 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 0.767 +2025-10-21 18:51:26,902 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 0.744 +2025-10-21 18:52:16,227 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 0.707 +2025-10-21 18:53:05,613 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.292 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 0.706 +2025-10-21 18:53:54,943 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.320 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 0.752 +2025-10-21 18:54:44,286 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.308 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 0.717 +2025-10-21 18:55:33,543 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.332 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 0.782 +2025-10-21 18:56:22,820 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 0.689 +2025-10-21 18:58:45,070 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.508 FPR: 57.781 AUROC: 88.053 AUPR: 49.867 AURC: 26.128 EAURC: 17.978 AUPR Succ.: 98.001 ECE: 1.149 NLL: 4.507 Brier: 18.481 +2025-10-21 19:00:56,307 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.560 FPR: 57.540 AUROC: 88.091 AUPR: 49.663 AURC: 25.911 EAURC: 17.831 AUPR Succ.: 98.018 ECE: 0.853 NLL: 4.520 Brier: 18.402 +2025-10-21 19:00:56,315 INFO Original Model Accuracy improved from 87.18 to 87.51!!! +2025-10-21 19:00:57,674 INFO EMA Model Accuracy improved from 87.22 to 87.56!!! +2025-10-21 19:00:58,907 INFO ####### --- Training Epoch 5 --- ####### +2025-10-21 19:02:56,605 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 0.726 +2025-10-21 19:03:45,657 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.399 Tot. Loss: 0.684 +2025-10-21 19:04:34,838 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 0.772 +2025-10-21 19:05:23,740 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 0.722 +2025-10-21 19:06:12,915 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.297 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 0.732 +2025-10-21 19:07:02,204 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 0.758 +2025-10-21 19:07:51,305 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 0.735 +2025-10-21 19:08:40,524 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 0.732 +2025-10-21 19:09:29,617 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 0.706 +2025-10-21 19:10:19,212 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 0.707 +2025-10-21 19:11:08,837 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.297 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 0.694 +2025-10-21 19:11:57,932 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 0.754 +2025-10-21 19:12:47,716 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 0.679 +2025-10-21 19:13:36,845 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.412 Tot. Loss: 0.707 +2025-10-21 19:14:26,545 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.411 Tot. Loss: 0.707 +2025-10-21 19:15:16,022 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 0.746 +2025-10-21 19:16:05,456 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 0.703 +2025-10-21 19:16:54,653 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 0.631 +2025-10-21 19:17:44,020 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 0.679 +2025-10-21 19:18:33,828 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 0.653 +2025-10-21 19:19:23,136 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 0.656 +2025-10-21 19:20:12,549 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 0.686 +2025-10-21 19:21:01,721 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 0.705 +2025-10-21 19:21:51,338 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 0.652 +2025-10-21 19:22:40,948 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 0.726 +2025-10-21 19:23:30,115 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 0.677 +2025-10-21 19:24:19,609 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 0.656 +2025-10-21 19:25:09,137 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 0.636 +2025-10-21 19:25:58,900 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 0.693 +2025-10-21 19:26:48,474 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 0.707 +2025-10-21 19:27:37,797 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 0.678 +2025-10-21 19:28:27,180 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.266 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 0.653 +2025-10-21 19:29:16,351 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 0.658 +2025-10-21 19:30:06,253 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 0.656 +2025-10-21 19:30:55,760 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 0.661 +2025-10-21 19:31:45,261 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 0.618 +2025-10-21 19:32:34,563 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 0.651 +2025-10-21 19:33:24,105 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 0.690 +2025-10-21 19:34:14,149 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 0.674 +2025-10-21 19:35:03,354 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 0.691 +2025-10-21 19:35:53,042 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 0.677 +2025-10-21 19:36:42,619 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 0.689 +2025-10-21 19:37:32,120 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 0.688 +2025-10-21 19:38:21,828 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 0.661 +2025-10-21 19:39:11,257 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 0.632 +2025-10-21 19:40:00,610 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 0.592 +2025-10-21 19:40:49,951 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 0.662 +2025-10-21 19:41:39,548 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 0.630 +2025-10-21 19:42:29,309 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 0.701 +2025-10-21 19:43:18,442 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 0.610 +2025-10-21 19:45:39,253 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.682 FPR: 58.792 AUROC: 88.076 AUPR: 50.097 AURC: 25.643 EAURC: 17.724 AUPR Succ.: 98.032 ECE: 1.783 NLL: 4.458 Brier: 18.303 +2025-10-21 19:47:50,558 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.704 FPR: 57.238 AUROC: 88.238 AUPR: 50.090 AURC: 25.281 EAURC: 17.391 AUPR Succ.: 98.069 ECE: 1.337 NLL: 4.439 Brier: 18.185 +2025-10-21 19:47:50,566 INFO Original Model Accuracy improved from 87.51 to 87.68!!! +2025-10-21 19:47:51,820 INFO EMA Model Accuracy improved from 87.56 to 87.70!!! +2025-10-21 19:47:53,293 INFO ####### --- Training Epoch 6 --- ####### +2025-10-21 19:49:53,212 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 0.645 +2025-10-21 19:50:42,508 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.241 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 0.593 +2025-10-21 19:51:31,573 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 0.670 +2025-10-21 19:52:20,512 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 0.646 +2025-10-21 19:53:09,828 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 0.646 +2025-10-21 19:53:59,000 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 0.712 +2025-10-21 19:54:48,300 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 0.668 +2025-10-21 19:55:37,604 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 0.654 +2025-10-21 19:56:26,714 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 0.609 +2025-10-21 19:57:16,486 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 0.608 +2025-10-21 19:58:05,536 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 0.611 +2025-10-21 19:58:55,010 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.290 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 0.718 +2025-10-21 19:59:44,598 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 0.597 +2025-10-21 20:00:33,935 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 0.636 +2025-10-21 20:01:23,239 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 0.632 +2025-10-21 20:02:12,685 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 0.670 +2025-10-21 20:03:01,916 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 0.652 +2025-10-21 20:03:51,072 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 0.558 +2025-10-21 20:04:40,576 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 0.595 +2025-10-21 20:05:30,103 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 0.589 +2025-10-21 20:06:19,569 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 0.606 +2025-10-21 20:07:08,984 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 0.610 +2025-10-21 20:07:58,173 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.266 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 0.658 +2025-10-21 20:08:48,283 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 0.601 +2025-10-21 20:09:37,454 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 0.673 +2025-10-21 20:10:26,785 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 0.620 +2025-10-21 20:11:16,596 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 0.596 +2025-10-21 20:12:05,830 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 0.596 +2025-10-21 20:12:55,462 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 0.622 +2025-10-21 20:13:44,932 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 0.644 +2025-10-21 20:14:34,521 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 0.584 +2025-10-21 20:15:23,790 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 0.585 +2025-10-21 20:16:13,404 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 0.587 +2025-10-21 20:17:02,879 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 0.603 +2025-10-21 20:17:52,437 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 0.602 +2025-10-21 20:18:41,782 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 0.573 +2025-10-21 20:19:31,028 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 0.577 +2025-10-21 20:20:20,998 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 0.631 +2025-10-21 20:21:10,386 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 0.623 +2025-10-21 20:21:59,646 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 0.591 +2025-10-21 20:22:49,501 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 0.627 +2025-10-21 20:23:38,798 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 0.639 +2025-10-21 20:24:28,288 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 0.622 +2025-10-21 20:25:17,726 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 0.576 +2025-10-21 20:26:07,296 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 0.596 +2025-10-21 20:26:56,568 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 0.564 +2025-10-21 20:27:46,088 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 0.620 +2025-10-21 20:28:35,825 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.232 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 0.593 +2025-10-21 20:29:25,472 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 0.624 +2025-10-21 20:30:14,882 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.226 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 0.576 +2025-10-21 20:32:35,809 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.706 FPR: 58.760 AUROC: 88.078 AUPR: 50.061 AURC: 25.549 EAURC: 17.662 AUPR Succ.: 98.039 ECE: 2.268 NLL: 4.475 Brier: 18.322 +2025-10-21 20:34:45,861 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.760 FPR: 56.536 AUROC: 88.299 AUPR: 50.440 AURC: 25.058 EAURC: 17.241 AUPR Succ.: 98.086 ECE: 1.853 NLL: 4.419 Brier: 18.108 +2025-10-21 20:34:45,868 INFO Original Model Accuracy improved from 87.68 to 87.71!!! +2025-10-21 20:34:47,212 INFO EMA Model Accuracy improved from 87.70 to 87.76!!! +2025-10-21 20:34:48,638 INFO ####### --- Training Epoch 7 --- ####### +2025-10-21 20:36:45,796 INFO Epoch 7 Batch 99 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 0.576 +2025-10-21 20:37:35,071 INFO Epoch 7 Batch 199 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 0.552 +2025-10-21 20:38:24,226 INFO Epoch 7 Batch 299 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 0.611 +2025-10-21 20:39:13,163 INFO Epoch 7 Batch 399 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 0.579 +2025-10-21 20:40:02,514 INFO Epoch 7 Batch 499 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 0.598 +2025-10-21 20:40:51,862 INFO Epoch 7 Batch 599 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 0.655 +2025-10-21 20:41:41,111 INFO Epoch 7 Batch 699 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 0.605 +2025-10-21 20:42:30,178 INFO Epoch 7 Batch 799 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 0.597 +2025-10-21 20:43:19,536 INFO Epoch 7 Batch 899 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 0.566 +2025-10-21 20:44:09,144 INFO Epoch 7 Batch 999 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 0.570 +2025-10-21 20:44:58,323 INFO Epoch 7 Batch 1099 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.228 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 0.582 +2025-10-21 20:45:47,649 INFO Epoch 7 Batch 1199 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 0.627 +2025-10-21 20:46:37,471 INFO Epoch 7 Batch 1299 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 0.551 +2025-10-21 20:47:26,684 INFO Epoch 7 Batch 1399 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 0.573 +2025-10-21 20:48:15,898 INFO Epoch 7 Batch 1499 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 0.595 +2025-10-21 20:49:05,354 INFO Epoch 7 Batch 1599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 0.619 +2025-10-21 20:49:54,816 INFO Epoch 7 Batch 1699 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 0.603 +2025-10-21 20:50:44,041 INFO Epoch 7 Batch 1799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.502 +2025-10-21 20:51:33,492 INFO Epoch 7 Batch 1899 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.218 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 0.575 +2025-10-21 20:52:23,062 INFO Epoch 7 Batch 1999 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 0.529 +2025-10-21 20:53:12,364 INFO Epoch 7 Batch 2099 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 0.538 +2025-10-21 20:54:01,557 INFO Epoch 7 Batch 2199 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.224 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 0.571 +2025-10-21 20:54:51,045 INFO Epoch 7 Batch 2299 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.232 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 0.593 +2025-10-21 20:55:40,740 INFO Epoch 7 Batch 2399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.529 +2025-10-21 20:56:29,938 INFO Epoch 7 Batch 2499 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 0.594 +2025-10-21 20:57:19,367 INFO Epoch 7 Batch 2599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 0.554 +2025-10-21 20:58:09,241 INFO Epoch 7 Batch 2699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 0.541 +2025-10-21 20:58:58,441 INFO Epoch 7 Batch 2799 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 0.540 +2025-10-21 20:59:47,746 INFO Epoch 7 Batch 2899 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 0.591 +2025-10-21 21:00:37,409 INFO Epoch 7 Batch 2999 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 0.586 +2025-10-21 21:01:26,855 INFO Epoch 7 Batch 3099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.526 +2025-10-21 21:02:16,063 INFO Epoch 7 Batch 3199 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 0.529 +2025-10-21 21:03:05,584 INFO Epoch 7 Batch 3299 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.535 +2025-10-21 21:03:55,194 INFO Epoch 7 Batch 3399 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 0.555 +2025-10-21 21:04:44,560 INFO Epoch 7 Batch 3499 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 0.574 +2025-10-21 21:05:33,746 INFO Epoch 7 Batch 3599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 0.530 +2025-10-21 21:06:23,151 INFO Epoch 7 Batch 3699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.532 +2025-10-21 21:07:13,027 INFO Epoch 7 Batch 3799 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.228 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 0.555 +2025-10-21 21:08:02,241 INFO Epoch 7 Batch 3899 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.551 +2025-10-21 21:08:51,496 INFO Epoch 7 Batch 3999 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 0.556 +2025-10-21 21:09:41,388 INFO Epoch 7 Batch 4099 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 0.581 +2025-10-21 21:10:30,651 INFO Epoch 7 Batch 4199 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 0.594 +2025-10-21 21:11:19,953 INFO Epoch 7 Batch 4299 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 0.575 +2025-10-21 21:12:09,570 INFO Epoch 7 Batch 4399 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 0.524 +2025-10-21 21:12:58,943 INFO Epoch 7 Batch 4499 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.535 +2025-10-21 21:13:48,265 INFO Epoch 7 Batch 4599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 0.511 +2025-10-21 21:14:37,628 INFO Epoch 7 Batch 4699 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.219 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 0.560 +2025-10-21 21:15:27,355 INFO Epoch 7 Batch 4799 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.531 +2025-10-21 21:16:16,715 INFO Epoch 7 Batch 4899 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 0.596 +2025-10-21 21:17:05,882 INFO Epoch 7 Batch 4999 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.204 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 0.517 +2025-10-21 21:19:26,769 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.758 FPR: 59.680 AUROC: 87.918 AUPR: 49.514 AURC: 25.692 EAURC: 17.873 AUPR Succ.: 98.017 ECE: 2.606 NLL: 4.504 Brier: 18.378 +2025-10-21 21:21:39,527 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.836 FPR: 57.958 AUROC: 88.116 AUPR: 49.563 AURC: 25.143 EAURC: 17.425 AUPR Succ.: 98.068 ECE: 2.308 NLL: 4.447 Brier: 18.174 +2025-10-21 21:21:39,534 INFO Original Model Accuracy improved from 87.71 to 87.76!!! +2025-10-21 21:21:40,815 INFO EMA Model Accuracy improved from 87.76 to 87.84!!! +2025-10-21 21:21:42,214 INFO ####### --- Training Epoch 8 --- ####### +2025-10-21 21:23:41,731 INFO Epoch 8 Batch 99 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 0.528 +2025-10-21 21:24:30,785 INFO Epoch 8 Batch 199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 0.513 +2025-10-21 21:25:19,737 INFO Epoch 8 Batch 299 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.219 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 0.573 +2025-10-21 21:26:08,745 INFO Epoch 8 Batch 399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 0.559 +2025-10-21 21:26:58,011 INFO Epoch 8 Batch 499 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 0.548 +2025-10-21 21:27:47,142 INFO Epoch 8 Batch 599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 0.595 +2025-10-21 21:28:36,342 INFO Epoch 8 Batch 699 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 0.580 +2025-10-21 21:29:25,513 INFO Epoch 8 Batch 799 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 0.554 +2025-10-21 21:30:14,638 INFO Epoch 8 Batch 899 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 0.512 +2025-10-21 21:31:04,003 INFO Epoch 8 Batch 999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 0.522 +2025-10-21 21:31:53,304 INFO Epoch 8 Batch 1099 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.204 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 0.526 +2025-10-21 21:32:42,527 INFO Epoch 8 Batch 1199 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 0.615 +2025-10-21 21:33:32,008 INFO Epoch 8 Batch 1299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 0.536 +2025-10-21 21:34:21,112 INFO Epoch 8 Batch 1399 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 0.537 +2025-10-21 21:35:10,588 INFO Epoch 8 Batch 1499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.536 +2025-10-21 21:35:59,905 INFO Epoch 8 Batch 1599 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 0.539 +2025-10-21 21:36:49,215 INFO Epoch 8 Batch 1699 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 0.560 +2025-10-21 21:37:38,334 INFO Epoch 8 Batch 1799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.491 +2025-10-21 21:38:28,071 INFO Epoch 8 Batch 1899 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 0.516 +2025-10-21 21:39:17,455 INFO Epoch 8 Batch 1999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.494 +2025-10-21 21:40:06,907 INFO Epoch 8 Batch 2099 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.508 +2025-10-21 21:40:56,250 INFO Epoch 8 Batch 2199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.527 +2025-10-21 21:41:45,526 INFO Epoch 8 Batch 2299 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 0.546 +2025-10-21 21:42:35,309 INFO Epoch 8 Batch 2399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 0.500 +2025-10-21 21:43:24,627 INFO Epoch 8 Batch 2499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 0.559 +2025-10-21 21:44:14,124 INFO Epoch 8 Batch 2599 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 0.513 +2025-10-21 21:45:03,718 INFO Epoch 8 Batch 2699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.521 +2025-10-21 21:45:52,943 INFO Epoch 8 Batch 2799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 0.503 +2025-10-21 21:46:42,487 INFO Epoch 8 Batch 2899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.531 +2025-10-21 21:47:31,883 INFO Epoch 8 Batch 2999 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 0.564 +2025-10-21 21:48:21,224 INFO Epoch 8 Batch 3099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.491 +2025-10-21 21:49:10,553 INFO Epoch 8 Batch 3199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 0.525 +2025-10-21 21:50:00,222 INFO Epoch 8 Batch 3299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.520 +2025-10-21 21:50:49,553 INFO Epoch 8 Batch 3399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 0.519 +2025-10-21 21:51:39,008 INFO Epoch 8 Batch 3499 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 0.526 +2025-10-21 21:52:28,280 INFO Epoch 8 Batch 3599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 0.491 +2025-10-21 21:53:17,516 INFO Epoch 8 Batch 3699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 0.498 +2025-10-21 21:54:07,207 INFO Epoch 8 Batch 3799 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 0.542 +2025-10-21 21:54:56,641 INFO Epoch 8 Batch 3899 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 0.505 +2025-10-21 21:55:45,902 INFO Epoch 8 Batch 3999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 0.512 +2025-10-21 21:56:35,576 INFO Epoch 8 Batch 4099 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 0.524 +2025-10-21 21:57:24,712 INFO Epoch 8 Batch 4199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.529 +2025-10-21 21:58:14,197 INFO Epoch 8 Batch 4299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.518 +2025-10-21 21:59:03,565 INFO Epoch 8 Batch 4399 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 0.510 +2025-10-21 21:59:52,883 INFO Epoch 8 Batch 4499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 0.517 +2025-10-21 22:00:42,068 INFO Epoch 8 Batch 4599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 0.478 +2025-10-21 22:01:31,508 INFO Epoch 8 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 0.526 +2025-10-21 22:02:21,049 INFO Epoch 8 Batch 4799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 0.491 +2025-10-21 22:03:10,402 INFO Epoch 8 Batch 4899 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 0.560 +2025-10-21 22:03:59,602 INFO Epoch 8 Batch 4999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.499 +2025-10-21 22:06:21,147 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 87.696 FPR: 59.086 AUROC: 87.929 AUPR: 49.478 AURC: 25.873 EAURC: 17.973 AUPR Succ.: 98.005 ECE: 2.890 NLL: 4.554 Brier: 18.473 +2025-10-21 22:08:33,532 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.798 FPR: 58.843 AUROC: 88.017 AUPR: 49.460 AURC: 25.420 EAURC: 17.653 AUPR Succ.: 98.042 ECE: 2.682 NLL: 4.499 Brier: 18.300 +2025-10-21 22:08:33,541 INFO ####### --- Training Epoch 9 --- ####### +2025-10-21 22:10:34,650 INFO Epoch 9 Batch 99 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.512 +2025-10-21 22:11:23,511 INFO Epoch 9 Batch 199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.480 +2025-10-21 22:12:12,661 INFO Epoch 9 Batch 299 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 0.562 +2025-10-21 22:13:01,527 INFO Epoch 9 Batch 399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 0.506 +2025-10-21 22:13:50,585 INFO Epoch 9 Batch 499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.207 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 0.549 +2025-10-21 22:14:40,276 INFO Epoch 9 Batch 599 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 0.576 +2025-10-21 22:15:29,274 INFO Epoch 9 Batch 699 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 0.551 +2025-10-21 22:16:18,330 INFO Epoch 9 Batch 799 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 0.545 +2025-10-21 22:17:07,716 INFO Epoch 9 Batch 899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 0.475 +2025-10-21 22:17:57,263 INFO Epoch 9 Batch 999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 0.513 +2025-10-21 22:18:46,278 INFO Epoch 9 Batch 1099 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.510 +2025-10-21 22:19:35,764 INFO Epoch 9 Batch 1199 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.215 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 0.570 +2025-10-21 22:20:25,202 INFO Epoch 9 Batch 1299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.490 +2025-10-21 22:21:14,468 INFO Epoch 9 Batch 1399 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 0.505 +2025-10-21 22:22:04,024 INFO Epoch 9 Batch 1499 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 0.540 +2025-10-21 22:22:53,484 INFO Epoch 9 Batch 1599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 0.493 +2025-10-21 22:23:43,002 INFO Epoch 9 Batch 1699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.534 +2025-10-21 22:24:32,145 INFO Epoch 9 Batch 1799 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 0.475 +2025-10-21 22:25:21,442 INFO Epoch 9 Batch 1899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.500 +2025-10-21 22:26:11,186 INFO Epoch 9 Batch 1999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.474 +2025-10-21 22:27:00,323 INFO Epoch 9 Batch 2099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 0.486 +2025-10-21 22:27:49,483 INFO Epoch 9 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 0.517 +2025-10-21 22:28:38,868 INFO Epoch 9 Batch 2299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 0.518 +2025-10-21 22:29:28,653 INFO Epoch 9 Batch 2399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 0.459 +2025-10-21 22:30:17,826 INFO Epoch 9 Batch 2499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 0.512 +2025-10-21 22:31:07,282 INFO Epoch 9 Batch 2599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 0.468 +2025-10-21 22:31:56,696 INFO Epoch 9 Batch 2699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.504 +2025-10-21 22:32:46,020 INFO Epoch 9 Batch 2799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 0.473 +2025-10-21 22:33:35,578 INFO Epoch 9 Batch 2899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 0.536 +2025-10-21 22:34:25,201 INFO Epoch 9 Batch 2999 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 0.554 +2025-10-21 22:35:14,758 INFO Epoch 9 Batch 3099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 0.457 +2025-10-21 22:36:04,193 INFO Epoch 9 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 0.465 +2025-10-21 22:36:53,524 INFO Epoch 9 Batch 3299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 0.479 +2025-10-21 22:37:43,394 INFO Epoch 9 Batch 3399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 0.507 +2025-10-21 22:38:32,561 INFO Epoch 9 Batch 3499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.524 +2025-10-21 22:39:21,726 INFO Epoch 9 Batch 3599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 0.494 +2025-10-21 22:40:11,032 INFO Epoch 9 Batch 3699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 0.494 +2025-10-21 22:41:00,689 INFO Epoch 9 Batch 3799 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 0.510 +2025-10-21 22:41:49,999 INFO Epoch 9 Batch 3899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 0.508 +2025-10-21 22:42:39,298 INFO Epoch 9 Batch 3999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.488 +2025-10-21 22:43:28,917 INFO Epoch 9 Batch 4099 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.503 +2025-10-21 22:44:18,203 INFO Epoch 9 Batch 4199 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 0.536 +2025-10-21 22:45:07,749 INFO Epoch 9 Batch 4299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 0.505 +2025-10-21 22:45:57,352 INFO Epoch 9 Batch 4399 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 0.489 +2025-10-21 22:46:46,659 INFO Epoch 9 Batch 4499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 0.503 +2025-10-21 22:47:36,091 INFO Epoch 9 Batch 4599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 0.477 +2025-10-21 22:48:25,474 INFO Epoch 9 Batch 4699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.505 +2025-10-21 22:49:15,268 INFO Epoch 9 Batch 4799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 0.483 +2025-10-21 22:50:04,608 INFO Epoch 9 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.204 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 0.528 +2025-10-21 22:50:53,825 INFO Epoch 9 Batch 4999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 0.483 +2025-10-21 22:53:17,088 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 87.716 FPR: 59.606 AUROC: 87.860 AUPR: 49.095 AURC: 25.920 EAURC: 18.045 AUPR Succ.: 97.997 ECE: 3.018 NLL: 4.581 Brier: 18.528 +2025-10-21 22:55:28,592 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.774 FPR: 59.513 AUROC: 87.886 AUPR: 49.017 AURC: 25.701 EAURC: 17.902 AUPR Succ.: 98.014 ECE: 2.909 NLL: 4.552 Brier: 18.435 +2025-10-21 22:55:28,601 INFO ####### --- Training Epoch 10 --- ####### +2025-10-21 22:57:29,041 INFO Epoch 10 Batch 99 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.488 +2025-10-21 22:58:18,079 INFO Epoch 10 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 0.479 +2025-10-21 22:59:07,028 INFO Epoch 10 Batch 299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 0.534 +2025-10-21 22:59:56,104 INFO Epoch 10 Batch 399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 0.498 +2025-10-21 23:00:45,377 INFO Epoch 10 Batch 499 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 0.507 +2025-10-21 23:01:34,484 INFO Epoch 10 Batch 599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 0.570 +2025-10-21 23:02:23,581 INFO Epoch 10 Batch 699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 0.543 +2025-10-21 23:03:12,772 INFO Epoch 10 Batch 799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.506 +2025-10-21 23:04:02,162 INFO Epoch 10 Batch 899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 0.450 +2025-10-21 23:04:51,651 INFO Epoch 10 Batch 999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.484 +2025-10-21 23:05:40,831 INFO Epoch 10 Batch 1099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 0.475 +2025-10-21 23:06:30,491 INFO Epoch 10 Batch 1199 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 0.529 +2025-10-21 23:07:20,050 INFO Epoch 10 Batch 1299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 0.485 +2025-10-21 23:08:09,287 INFO Epoch 10 Batch 1399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 0.481 +2025-10-21 23:08:59,114 INFO Epoch 10 Batch 1499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 0.486 +2025-10-21 23:09:48,562 INFO Epoch 10 Batch 1599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 0.508 +2025-10-21 23:10:37,946 INFO Epoch 10 Batch 1699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 0.530 +2025-10-21 23:11:27,355 INFO Epoch 10 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 0.450 +2025-10-21 23:12:17,026 INFO Epoch 10 Batch 1899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 0.487 +2025-10-21 23:13:06,334 INFO Epoch 10 Batch 1999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.463 +2025-10-21 23:13:55,738 INFO Epoch 10 Batch 2099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 0.469 +2025-10-21 23:14:45,220 INFO Epoch 10 Batch 2199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.488 +2025-10-21 23:15:34,615 INFO Epoch 10 Batch 2299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.492 +2025-10-21 23:16:24,481 INFO Epoch 10 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.167 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 0.470 +2025-10-21 23:17:13,750 INFO Epoch 10 Batch 2499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.510 +2025-10-21 23:18:03,554 INFO Epoch 10 Batch 2599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.483 +2025-10-21 23:18:53,268 INFO Epoch 10 Batch 2699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 0.468 +2025-10-21 23:19:42,476 INFO Epoch 10 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 0.456 +2025-10-21 23:20:32,212 INFO Epoch 10 Batch 2899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.500 +2025-10-21 23:21:21,617 INFO Epoch 10 Batch 2999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 0.526 +2025-10-21 23:22:11,013 INFO Epoch 10 Batch 3099 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 0.443 +2025-10-21 23:23:00,417 INFO Epoch 10 Batch 3199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 0.477 +2025-10-21 23:23:49,804 INFO Epoch 10 Batch 3299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 0.463 +2025-10-21 23:24:39,392 INFO Epoch 10 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.492 +2025-10-21 23:25:28,770 INFO Epoch 10 Batch 3499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 0.486 +2025-10-21 23:26:18,118 INFO Epoch 10 Batch 3599 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.167 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 0.446 +2025-10-21 23:27:07,459 INFO Epoch 10 Batch 3699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.487 +2025-10-21 23:27:57,395 INFO Epoch 10 Batch 3799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 0.510 +2025-10-21 23:28:46,541 INFO Epoch 10 Batch 3899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 0.490 +2025-10-21 23:29:35,908 INFO Epoch 10 Batch 3999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 0.488 +2025-10-21 23:30:26,107 INFO Epoch 10 Batch 4099 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.497 +2025-10-21 23:31:15,386 INFO Epoch 10 Batch 4199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.523 +2025-10-21 23:32:04,972 INFO Epoch 10 Batch 4299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.506 +2025-10-21 23:32:54,747 INFO Epoch 10 Batch 4399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 0.482 +2025-10-21 23:33:44,085 INFO Epoch 10 Batch 4499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 0.467 +2025-10-21 23:34:33,487 INFO Epoch 10 Batch 4599 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 0.458 +2025-10-21 23:35:22,924 INFO Epoch 10 Batch 4699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 0.487 +2025-10-21 23:36:12,806 INFO Epoch 10 Batch 4799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 0.481 +2025-10-21 23:37:02,180 INFO Epoch 10 Batch 4899 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 0.541 +2025-10-21 23:37:51,479 INFO Epoch 10 Batch 4999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 0.456 +2025-10-21 23:40:12,325 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 87.690 FPR: 59.399 AUROC: 87.813 AUPR: 49.021 AURC: 26.082 EAURC: 18.173 AUPR Succ.: 97.983 ECE: 3.151 NLL: 4.612 Brier: 18.593 +2025-10-21 23:42:25,634 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 87.714 FPR: 59.287 AUROC: 87.858 AUPR: 49.188 AURC: 25.934 EAURC: 18.057 AUPR Succ.: 97.996 ECE: 3.062 NLL: 4.592 Brier: 18.536 +2025-10-21 23:42:25,643 INFO ####### --- Training Epoch 11 --- ####### +2025-10-21 23:44:24,981 INFO Epoch 11 Batch 99 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 0.482 +2025-10-21 23:45:13,757 INFO Epoch 11 Batch 199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 0.448 +2025-10-21 23:46:02,813 INFO Epoch 11 Batch 299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 0.518 +2025-10-21 23:46:51,713 INFO Epoch 11 Batch 399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.490 +2025-10-21 23:47:41,391 INFO Epoch 11 Batch 499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 0.518 +2025-10-21 23:48:30,418 INFO Epoch 11 Batch 599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 0.540 +2025-10-21 23:49:19,749 INFO Epoch 11 Batch 699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 0.513 +2025-10-21 23:50:08,863 INFO Epoch 11 Batch 799 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 0.506 +2025-10-21 23:50:58,033 INFO Epoch 11 Batch 899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.165 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 0.463 +2025-10-21 23:51:47,638 INFO Epoch 11 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 0.466 +2025-10-21 23:52:36,905 INFO Epoch 11 Batch 1099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 0.473 +2025-10-21 23:53:26,804 INFO Epoch 11 Batch 1199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.520 +2025-10-21 23:54:16,005 INFO Epoch 11 Batch 1299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 0.480 +2025-10-21 23:55:05,239 INFO Epoch 11 Batch 1399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 0.495 +2025-10-21 23:55:55,156 INFO Epoch 11 Batch 1499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 0.490 +2025-10-21 23:56:44,298 INFO Epoch 11 Batch 1599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.489 +2025-10-21 23:57:33,831 INFO Epoch 11 Batch 1699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.523 +2025-10-21 23:58:22,958 INFO Epoch 11 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.158 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 0.450 +2025-10-21 23:59:12,963 INFO Epoch 11 Batch 1899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 0.474 +2025-10-22 00:00:02,197 INFO Epoch 11 Batch 1999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 0.458 +2025-10-22 00:00:51,648 INFO Epoch 11 Batch 2099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 0.471 +2025-10-22 00:01:41,040 INFO Epoch 11 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.485 +2025-10-22 00:02:30,242 INFO Epoch 11 Batch 2299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 0.525 +2025-10-22 00:03:20,159 INFO Epoch 11 Batch 2399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.471 +2025-10-22 00:04:09,468 INFO Epoch 11 Batch 2499 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.497 +2025-10-22 00:04:58,940 INFO Epoch 11 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 0.469 +2025-10-22 00:05:48,628 INFO Epoch 11 Batch 2699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 0.484 +2025-10-22 00:06:37,928 INFO Epoch 11 Batch 2799 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 0.463 +2025-10-22 00:07:27,811 INFO Epoch 11 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 0.523 +2025-10-22 00:08:16,985 INFO Epoch 11 Batch 2999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 0.491 +2025-10-22 00:09:06,435 INFO Epoch 11 Batch 3099 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 0.437 +2025-10-22 00:09:55,613 INFO Epoch 11 Batch 3199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 0.448 +2025-10-22 00:10:45,334 INFO Epoch 11 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.493 +2025-10-22 00:11:34,684 INFO Epoch 11 Batch 3399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 0.466 +2025-10-22 00:12:24,195 INFO Epoch 11 Batch 3499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 0.485 +2025-10-22 00:13:13,701 INFO Epoch 11 Batch 3599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 0.461 +2025-10-22 00:14:02,871 INFO Epoch 11 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 0.482 +2025-10-22 00:14:52,851 INFO Epoch 11 Batch 3799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 0.504 +2025-10-22 00:15:42,202 INFO Epoch 11 Batch 3899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 0.472 +2025-10-22 00:16:31,532 INFO Epoch 11 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 0.476 +2025-10-22 00:17:21,642 INFO Epoch 11 Batch 4099 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 0.510 +2025-10-22 00:18:10,908 INFO Epoch 11 Batch 4199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 0.520 +2025-10-22 00:19:01,003 INFO Epoch 11 Batch 4299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 0.500 +2025-10-22 00:19:50,176 INFO Epoch 11 Batch 4399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 0.503 +2025-10-22 00:20:39,658 INFO Epoch 11 Batch 4499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 0.494 +2025-10-22 00:21:28,885 INFO Epoch 11 Batch 4599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 0.448 +2025-10-22 00:22:18,433 INFO Epoch 11 Batch 4699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 0.500 +2025-10-22 00:23:08,084 INFO Epoch 11 Batch 4799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 0.473 +2025-10-22 00:23:57,589 INFO Epoch 11 Batch 4899 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 0.507 +2025-10-22 00:24:46,905 INFO Epoch 11 Batch 4999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 0.457 +2025-10-22 00:27:04,451 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 87.648 FPR: 59.294 AUROC: 87.825 AUPR: 49.346 AURC: 26.195 EAURC: 18.232 AUPR Succ.: 97.975 ECE: 3.177 NLL: 4.631 Brier: 18.636 +2025-10-22 00:29:17,339 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 87.700 FPR: 59.512 AUROC: 87.812 AUPR: 49.078 AURC: 26.055 EAURC: 18.159 AUPR Succ.: 97.984 ECE: 3.113 NLL: 4.611 Brier: 18.585 diff --git a/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..61c52f2660f207fd5750be4a7ee52374423fd08a --- /dev/null +++ b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b8df96b093695617b582484f384a6f2e069e2d09a9eaabbbebcd65e76fb2725 +size 1217151555 diff --git a/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..f57af6b590a0d7e6e0cea133bfb315e6790bcfee --- /dev/null +++ b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a04205580ebefece17942ab57162fef39179fea47cb770a7073c01ace0bea63e +size 1217151931 diff --git a/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761059838.main1.398784.0 b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761059838.main1.398784.0 new file mode 100644 index 0000000000000000000000000000000000000000..071512aa19a023d50e1eda03bb3943ffc6c2d8b4 --- /dev/null +++ b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761059838.main1.398784.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43d2d3bd11a8b7c9de8b4e69ace96bad6218973ced63efc9d559d0d0fff10ffb +size 17006 diff --git a/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log new file mode 100644 index 0000000000000000000000000000000000000000..8800dc4220982267a9e2561373b3b5fc4da84fde --- /dev/null +++ b/RegMixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log @@ -0,0 +1,682 @@ +2025-10-21 16:17:18,257 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 10, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 1.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/RegMixup", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-21 16:18:21,567 INFO #################################################################################################### +1 / 1 Running +2025-10-21 16:18:33,928 INFO ####### --- Training Epoch 1 --- ####### +2025-10-21 16:20:22,712 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 6.909 Mixup Loss: 6.923 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.909 Tot. Loss: 13.832 +2025-10-21 16:20:48,171 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.469 CLS Loss: 6.831 Mixup Loss: 6.885 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.839 Tot. Loss: 13.716 +2025-10-21 16:21:13,804 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.719 CLS Loss: 6.769 Mixup Loss: 6.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.781 Tot. Loss: 13.611 +2025-10-21 16:21:39,304 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.625 CLS Loss: 6.690 Mixup Loss: 6.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.705 Tot. Loss: 13.483 +2025-10-21 16:22:04,898 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 2.906 CLS Loss: 6.622 Mixup Loss: 6.762 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.642 Tot. Loss: 13.384 +2025-10-21 16:22:30,459 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.875 CLS Loss: 6.541 Mixup Loss: 6.713 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.571 Tot. Loss: 13.254 +2025-10-21 16:22:55,984 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.969 CLS Loss: 6.474 Mixup Loss: 6.676 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.516 Tot. Loss: 13.151 +2025-10-21 16:23:21,589 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.094 CLS Loss: 6.415 Mixup Loss: 6.642 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.452 Tot. Loss: 13.057 +2025-10-21 16:23:47,198 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.250 CLS Loss: 6.334 Mixup Loss: 6.598 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.387 Tot. Loss: 12.931 +2025-10-21 16:24:12,794 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.562 CLS Loss: 6.262 Mixup Loss: 6.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.309 Tot. Loss: 12.814 +2025-10-21 16:24:38,386 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 30.438 CLS Loss: 6.180 Mixup Loss: 6.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.237 Tot. Loss: 12.688 +2025-10-21 16:25:03,969 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 34.875 CLS Loss: 6.111 Mixup Loss: 6.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.185 Tot. Loss: 12.567 +2025-10-21 16:25:29,576 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.188 CLS Loss: 6.048 Mixup Loss: 6.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.120 Tot. Loss: 12.483 +2025-10-21 16:25:55,513 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.156 CLS Loss: 5.961 Mixup Loss: 6.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.039 Tot. Loss: 12.342 +2025-10-21 16:26:21,111 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 50.812 CLS Loss: 5.896 Mixup Loss: 6.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.975 Tot. Loss: 12.245 +2025-10-21 16:26:46,755 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.125 CLS Loss: 5.830 Mixup Loss: 6.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.911 Tot. Loss: 12.137 +2025-10-21 16:27:12,357 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.656 CLS Loss: 5.755 Mixup Loss: 6.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.846 Tot. Loss: 12.021 +2025-10-21 16:27:37,985 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.562 CLS Loss: 5.685 Mixup Loss: 6.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.782 Tot. Loss: 11.908 +2025-10-21 16:28:03,637 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.844 CLS Loss: 5.615 Mixup Loss: 6.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.720 Tot. Loss: 11.793 +2025-10-21 16:28:29,207 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.500 CLS Loss: 5.537 Mixup Loss: 6.119 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.647 Tot. Loss: 11.656 +2025-10-21 16:28:54,871 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.031 CLS Loss: 5.482 Mixup Loss: 6.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.598 Tot. Loss: 11.594 +2025-10-21 16:29:20,762 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.875 CLS Loss: 5.398 Mixup Loss: 6.069 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.513 Tot. Loss: 11.467 +2025-10-21 16:29:46,328 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 69.875 CLS Loss: 5.335 Mixup Loss: 6.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.467 Tot. Loss: 11.348 +2025-10-21 16:30:12,013 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 70.562 CLS Loss: 5.250 Mixup Loss: 5.965 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.391 Tot. Loss: 11.215 +2025-10-21 16:30:37,591 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.281 CLS Loss: 5.194 Mixup Loss: 5.934 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.336 Tot. Loss: 11.128 +2025-10-21 16:31:03,179 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 71.969 CLS Loss: 5.116 Mixup Loss: 5.900 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.270 Tot. Loss: 11.015 +2025-10-21 16:31:29,066 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.344 CLS Loss: 5.057 Mixup Loss: 5.865 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.204 Tot. Loss: 10.922 +2025-10-21 16:31:54,825 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.812 CLS Loss: 4.982 Mixup Loss: 5.830 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.142 Tot. Loss: 10.813 +2025-10-21 16:32:20,431 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.531 CLS Loss: 4.933 Mixup Loss: 5.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.088 Tot. Loss: 10.726 +2025-10-21 16:32:46,062 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.406 CLS Loss: 4.867 Mixup Loss: 5.752 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.027 Tot. Loss: 10.619 +2025-10-21 16:33:11,725 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.375 CLS Loss: 4.764 Mixup Loss: 5.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.940 Tot. Loss: 10.468 +2025-10-21 16:33:37,368 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.781 CLS Loss: 4.706 Mixup Loss: 5.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.877 Tot. Loss: 10.385 +2025-10-21 16:34:03,002 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.500 CLS Loss: 4.637 Mixup Loss: 5.605 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.813 Tot. Loss: 10.241 +2025-10-21 16:34:28,651 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.688 CLS Loss: 4.561 Mixup Loss: 5.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.737 Tot. Loss: 10.137 +2025-10-21 16:34:54,369 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.312 CLS Loss: 4.520 Mixup Loss: 5.572 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.702 Tot. Loss: 10.093 +2025-10-21 16:35:20,476 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.408 Mixup Loss: 5.505 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.602 Tot. Loss: 9.913 +2025-10-21 16:35:46,199 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.625 CLS Loss: 4.358 Mixup Loss: 5.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.552 Tot. Loss: 9.835 +2025-10-21 16:36:11,847 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.094 CLS Loss: 4.295 Mixup Loss: 5.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.503 Tot. Loss: 9.718 +2025-10-21 16:36:37,477 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.375 CLS Loss: 4.247 Mixup Loss: 5.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.463 Tot. Loss: 9.667 +2025-10-21 16:37:03,080 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.625 CLS Loss: 4.203 Mixup Loss: 5.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.431 Tot. Loss: 9.565 +2025-10-21 16:37:28,664 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.344 CLS Loss: 4.130 Mixup Loss: 5.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.345 Tot. Loss: 9.467 +2025-10-21 16:37:54,236 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.031 CLS Loss: 4.033 Mixup Loss: 5.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.275 Tot. Loss: 9.335 +2025-10-21 16:38:19,834 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 3.968 Mixup Loss: 5.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.217 Tot. Loss: 9.192 +2025-10-21 16:38:46,014 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.312 CLS Loss: 3.906 Mixup Loss: 5.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.127 Tot. Loss: 9.114 +2025-10-21 16:39:11,598 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 79.969 CLS Loss: 3.836 Mixup Loss: 5.119 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.071 Tot. Loss: 8.955 +2025-10-21 16:39:37,147 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.375 CLS Loss: 3.806 Mixup Loss: 5.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.079 Tot. Loss: 8.956 +2025-10-21 16:40:02,724 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.094 CLS Loss: 3.777 Mixup Loss: 5.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.042 Tot. Loss: 8.905 +2025-10-21 16:40:28,329 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.188 CLS Loss: 3.646 Mixup Loss: 5.083 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.898 Tot. Loss: 8.729 +2025-10-21 16:40:53,911 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.031 CLS Loss: 3.616 Mixup Loss: 5.051 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.868 Tot. Loss: 8.667 +2025-10-21 16:41:19,386 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.688 CLS Loss: 3.543 Mixup Loss: 5.008 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.797 Tot. Loss: 8.552 +2025-10-21 16:43:42,223 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.596 FPR: 71.631 AUROC: 77.723 AUPR: 51.785 AURC: 92.307 EAURC: 67.565 AUPR Succ.: 91.875 ECE: 72.543 NLL: 35.974 Brier: 89.512 +2025-10-21 16:45:55,946 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.590 FPR: 71.602 AUROC: 77.707 AUPR: 51.775 AURC: 92.391 EAURC: 67.634 AUPR Succ.: 91.866 ECE: 72.585 NLL: 36.037 Brier: 89.590 +2025-10-21 16:45:55,954 INFO Original Model Accuracy improved from 0.00 to 78.60!!! +2025-10-21 16:45:57,070 INFO EMA Model Accuracy improved from 0.00 to 78.59!!! +2025-10-21 16:45:59,049 INFO ####### --- Training Epoch 2 --- ####### +2025-10-21 16:48:42,391 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.562 CLS Loss: 2.924 Mixup Loss: 4.572 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.221 Tot. Loss: 7.496 +2025-10-21 16:49:53,874 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.000 CLS Loss: 2.434 Mixup Loss: 4.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.730 Tot. Loss: 6.619 +2025-10-21 16:51:04,861 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 79.875 CLS Loss: 2.160 Mixup Loss: 3.998 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.467 Tot. Loss: 6.158 +2025-10-21 16:52:15,667 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.500 CLS Loss: 1.922 Mixup Loss: 3.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.235 Tot. Loss: 5.724 +2025-10-21 16:53:26,903 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.594 CLS Loss: 1.739 Mixup Loss: 3.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.045 Tot. Loss: 5.450 +2025-10-21 16:54:37,747 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.219 CLS Loss: 1.604 Mixup Loss: 3.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.913 Tot. Loss: 5.132 +2025-10-21 16:55:48,674 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.312 CLS Loss: 1.439 Mixup Loss: 3.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.762 Tot. Loss: 4.867 +2025-10-21 16:56:59,557 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.375 CLS Loss: 1.332 Mixup Loss: 3.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.670 Tot. Loss: 4.628 +2025-10-21 16:58:10,814 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.213 Mixup Loss: 3.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.596 Tot. Loss: 4.421 +2025-10-21 16:59:21,838 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 83.906 CLS Loss: 1.139 Mixup Loss: 3.101 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.490 Tot. Loss: 4.240 +2025-10-21 17:00:32,738 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.438 CLS Loss: 1.042 Mixup Loss: 2.995 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.385 Tot. Loss: 4.037 +2025-10-21 17:01:43,817 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.188 CLS Loss: 1.048 Mixup Loss: 2.984 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.443 Tot. Loss: 4.032 +2025-10-21 17:02:55,203 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 84.875 CLS Loss: 0.954 Mixup Loss: 2.851 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 3.805 +2025-10-21 17:04:06,207 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.562 CLS Loss: 0.889 Mixup Loss: 2.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 3.685 +2025-10-21 17:05:17,132 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.344 CLS Loss: 0.846 Mixup Loss: 2.743 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 3.589 +2025-10-21 17:06:28,968 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.375 CLS Loss: 0.837 Mixup Loss: 2.728 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 3.565 +2025-10-21 17:07:40,114 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.562 CLS Loss: 0.803 Mixup Loss: 2.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.199 Tot. Loss: 3.475 +2025-10-21 17:08:51,238 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.730 Mixup Loss: 2.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 3.308 +2025-10-21 17:10:02,873 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.281 CLS Loss: 0.727 Mixup Loss: 2.517 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 3.244 +2025-10-21 17:11:14,018 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.693 Mixup Loss: 2.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 3.216 +2025-10-21 17:12:25,045 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.281 CLS Loss: 0.686 Mixup Loss: 2.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 3.151 +2025-10-21 17:13:36,108 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.312 CLS Loss: 0.665 Mixup Loss: 2.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.079 Tot. Loss: 3.078 +2025-10-21 17:14:47,829 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.031 CLS Loss: 0.676 Mixup Loss: 2.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 3.105 +2025-10-21 17:15:58,987 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.634 Mixup Loss: 2.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.068 Tot. Loss: 2.994 +2025-10-21 17:17:10,120 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.031 CLS Loss: 0.649 Mixup Loss: 2.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.065 Tot. Loss: 2.993 +2025-10-21 17:18:21,317 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.562 CLS Loss: 0.618 Mixup Loss: 2.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.069 Tot. Loss: 2.910 +2025-10-21 17:19:33,187 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.572 Mixup Loss: 2.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.031 Tot. Loss: 2.855 +2025-10-21 17:20:44,420 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.571 Mixup Loss: 2.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.025 Tot. Loss: 2.792 +2025-10-21 17:21:55,533 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.589 Mixup Loss: 2.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.025 Tot. Loss: 2.808 +2025-10-21 17:23:07,724 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.589 Mixup Loss: 2.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.060 Tot. Loss: 2.784 +2025-10-21 17:24:18,711 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.542 Mixup Loss: 2.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.981 Tot. Loss: 2.690 +2025-10-21 17:25:29,805 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.533 Mixup Loss: 2.120 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.991 Tot. Loss: 2.653 +2025-10-21 17:26:41,696 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.548 Mixup Loss: 2.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.000 Tot. Loss: 2.659 +2025-10-21 17:27:52,697 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.535 Mixup Loss: 2.060 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.999 Tot. Loss: 2.595 +2025-10-21 17:29:03,689 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.000 CLS Loss: 0.561 Mixup Loss: 2.096 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.004 Tot. Loss: 2.656 +2025-10-21 17:30:14,801 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.517 Mixup Loss: 2.060 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.971 Tot. Loss: 2.577 +2025-10-21 17:31:26,909 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.508 Mixup Loss: 2.024 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.978 Tot. Loss: 2.531 +2025-10-21 17:32:38,012 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.518 Mixup Loss: 2.012 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.935 Tot. Loss: 2.530 +2025-10-21 17:33:49,170 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.510 Mixup Loss: 2.017 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.976 Tot. Loss: 2.526 +2025-10-21 17:35:00,339 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.516 Mixup Loss: 2.019 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.990 Tot. Loss: 2.535 +2025-10-21 17:36:12,283 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.515 Mixup Loss: 1.965 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.006 Tot. Loss: 2.480 +2025-10-21 17:37:23,315 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.499 Mixup Loss: 1.965 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.962 Tot. Loss: 2.464 +2025-10-21 17:38:34,416 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.507 Mixup Loss: 1.931 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.942 Tot. Loss: 2.438 +2025-10-21 17:39:46,505 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.491 Mixup Loss: 1.919 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.410 +2025-10-21 17:40:57,519 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.476 Mixup Loss: 1.894 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 2.370 +2025-10-21 17:42:08,500 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.462 Mixup Loss: 1.893 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.956 Tot. Loss: 2.355 +2025-10-21 17:43:20,483 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.497 Mixup Loss: 1.927 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.978 Tot. Loss: 2.423 +2025-10-21 17:44:31,469 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.459 Mixup Loss: 1.874 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.970 Tot. Loss: 2.333 +2025-10-21 17:45:42,535 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.498 Mixup Loss: 1.864 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.006 Tot. Loss: 2.362 +2025-10-21 17:46:53,536 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.456 Mixup Loss: 1.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.298 +2025-10-21 17:49:23,852 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 85.966 FPR: 62.249 AUROC: 86.702 AUPR: 50.624 AURC: 33.244 EAURC: 22.901 AUPR Succ.: 97.418 ECE: 2.791 NLL: 5.305 Brier: 20.937 +2025-10-21 17:51:34,787 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.000 FPR: 61.671 AUROC: 86.719 AUPR: 50.550 AURC: 33.137 EAURC: 22.845 AUPR Succ.: 97.425 ECE: 3.035 NLL: 5.312 Brier: 20.902 +2025-10-21 17:51:34,795 INFO Original Model Accuracy improved from 78.60 to 85.97!!! +2025-10-21 17:51:36,205 INFO EMA Model Accuracy improved from 78.59 to 86.00!!! +2025-10-21 17:51:37,591 INFO ####### --- Training Epoch 3 --- ####### +2025-10-21 17:54:00,645 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.458 Mixup Loss: 1.844 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.302 +2025-10-21 17:55:11,552 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.431 Mixup Loss: 1.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.236 +2025-10-21 17:56:22,525 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.473 Mixup Loss: 1.873 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.954 Tot. Loss: 2.346 +2025-10-21 17:57:34,385 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.443 Mixup Loss: 1.827 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.942 Tot. Loss: 2.269 +2025-10-21 17:58:45,349 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.458 Mixup Loss: 1.849 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.972 Tot. Loss: 2.307 +2025-10-21 17:59:56,440 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.484 Mixup Loss: 1.827 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.989 Tot. Loss: 2.311 +2025-10-21 18:01:07,829 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.441 Mixup Loss: 1.788 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.229 +2025-10-21 18:02:19,089 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.450 Mixup Loss: 1.775 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.948 Tot. Loss: 2.226 +2025-10-21 18:03:30,102 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.419 Mixup Loss: 1.814 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.954 Tot. Loss: 2.234 +2025-10-21 18:04:41,171 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.422 Mixup Loss: 1.766 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.958 Tot. Loss: 2.188 +2025-10-21 18:05:52,613 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.421 Mixup Loss: 1.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 2.188 +2025-10-21 18:07:03,892 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.454 Mixup Loss: 1.801 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.019 Tot. Loss: 2.255 +2025-10-21 18:08:14,970 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.417 Mixup Loss: 1.722 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.951 Tot. Loss: 2.139 +2025-10-21 18:09:26,050 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.425 Mixup Loss: 1.741 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.167 +2025-10-21 18:10:37,778 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.415 Mixup Loss: 1.742 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.950 Tot. Loss: 2.158 +2025-10-21 18:11:48,861 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.439 Mixup Loss: 1.741 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.181 +2025-10-21 18:12:59,949 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.431 Mixup Loss: 1.738 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.169 +2025-10-21 18:14:11,624 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.383 Mixup Loss: 1.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.090 +2025-10-21 18:15:22,744 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.405 Mixup Loss: 1.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.983 Tot. Loss: 2.102 +2025-10-21 18:16:33,723 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.379 Mixup Loss: 1.698 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.077 +2025-10-21 18:17:45,193 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.394 Mixup Loss: 1.688 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.983 Tot. Loss: 2.081 +2025-10-21 18:18:56,357 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.403 Mixup Loss: 1.682 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.959 Tot. Loss: 2.084 +2025-10-21 18:20:07,471 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.427 Mixup Loss: 1.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.146 +2025-10-21 18:21:18,498 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.385 Mixup Loss: 1.702 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.087 +2025-10-21 18:22:29,933 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.437 Mixup Loss: 1.710 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.968 Tot. Loss: 2.147 +2025-10-21 18:23:41,062 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.397 Mixup Loss: 1.687 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.949 Tot. Loss: 2.084 +2025-10-21 18:24:52,038 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.375 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.048 +2025-10-21 18:26:02,953 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.372 Mixup Loss: 1.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.960 Tot. Loss: 2.005 +2025-10-21 18:27:14,551 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.403 Mixup Loss: 1.692 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.095 +2025-10-21 18:28:25,583 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.420 Mixup Loss: 1.653 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 2.073 +2025-10-21 18:29:36,651 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.378 Mixup Loss: 1.627 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 2.005 +2025-10-21 18:30:48,445 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.368 Mixup Loss: 1.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.003 +2025-10-21 18:31:59,489 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.390 Mixup Loss: 1.613 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.949 Tot. Loss: 2.004 +2025-10-21 18:33:10,602 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.385 Mixup Loss: 1.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.001 +2025-10-21 18:34:22,351 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.396 Mixup Loss: 1.652 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.930 Tot. Loss: 2.048 +2025-10-21 18:35:33,494 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.380 Mixup Loss: 1.624 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.004 +2025-10-21 18:36:44,488 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.375 Mixup Loss: 1.607 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.982 +2025-10-21 18:37:55,614 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.388 Mixup Loss: 1.614 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.958 Tot. Loss: 2.002 +2025-10-21 18:39:07,090 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.384 Mixup Loss: 1.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.968 Tot. Loss: 2.020 +2025-10-21 18:40:18,286 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.385 Mixup Loss: 1.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.009 +2025-10-21 18:41:29,231 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.386 Mixup Loss: 1.639 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.025 +2025-10-21 18:42:40,285 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.382 Mixup Loss: 1.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 1.990 +2025-10-21 18:43:51,903 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.395 Mixup Loss: 1.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 1.998 +2025-10-21 18:45:02,934 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.392 Mixup Loss: 1.580 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 1.972 +2025-10-21 18:46:13,961 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.375 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.945 +2025-10-21 18:47:25,773 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.350 Mixup Loss: 1.577 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.927 +2025-10-21 18:48:36,846 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.385 Mixup Loss: 1.625 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.943 Tot. Loss: 2.011 +2025-10-21 18:49:47,873 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.368 Mixup Loss: 1.600 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.968 +2025-10-21 18:50:59,400 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.398 Mixup Loss: 1.595 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 1.993 +2025-10-21 18:52:10,603 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.361 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 1.926 +2025-10-21 18:54:35,101 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.798 FPR: 59.173 AUROC: 87.493 AUPR: 50.340 AURC: 29.166 EAURC: 20.041 AUPR Succ.: 97.757 ECE: 0.926 NLL: 4.679 Brier: 19.409 +2025-10-21 18:56:46,036 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.844 FPR: 59.699 AUROC: 87.429 AUPR: 50.140 AURC: 29.176 EAURC: 20.115 AUPR Succ.: 97.750 ECE: 0.884 NLL: 4.708 Brier: 19.390 +2025-10-21 18:56:46,044 INFO Original Model Accuracy improved from 85.97 to 86.80!!! +2025-10-21 18:56:47,410 INFO EMA Model Accuracy improved from 86.00 to 86.84!!! +2025-10-21 18:56:48,922 INFO ####### --- Training Epoch 4 --- ####### +2025-10-21 18:59:11,035 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.364 Mixup Loss: 1.588 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.952 +2025-10-21 19:00:22,130 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.346 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.935 Tot. Loss: 1.886 +2025-10-21 19:01:33,390 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.385 Mixup Loss: 1.607 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 1.992 +2025-10-21 19:02:44,297 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.364 Mixup Loss: 1.563 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.928 +2025-10-21 19:03:55,699 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.376 Mixup Loss: 1.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.978 +2025-10-21 19:05:07,034 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.401 Mixup Loss: 1.584 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 1.984 +2025-10-21 19:06:18,042 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.364 Mixup Loss: 1.574 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 1.938 +2025-10-21 19:07:29,623 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.371 Mixup Loss: 1.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.922 +2025-10-21 19:08:40,973 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.340 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 1.906 +2025-10-21 19:09:51,823 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.346 Mixup Loss: 1.546 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.892 +2025-10-21 19:11:02,956 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.354 Mixup Loss: 1.554 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.908 +2025-10-21 19:12:14,365 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.388 Mixup Loss: 1.585 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 1.973 +2025-10-21 19:13:25,646 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.348 Mixup Loss: 1.515 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.863 +2025-10-21 19:14:36,845 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.353 Mixup Loss: 1.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 1.887 +2025-10-21 19:15:47,749 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.351 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 1.891 +2025-10-21 19:16:58,941 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.372 Mixup Loss: 1.550 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.943 Tot. Loss: 1.921 +2025-10-21 19:18:10,439 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.364 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 1.886 +2025-10-21 19:19:21,465 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.321 Mixup Loss: 1.533 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.854 +2025-10-21 19:20:32,680 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.338 Mixup Loss: 1.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.872 +2025-10-21 19:21:44,126 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.314 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.832 +2025-10-21 19:22:55,156 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.337 Mixup Loss: 1.538 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.874 +2025-10-21 19:24:06,673 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.340 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 1.864 +2025-10-21 19:25:17,782 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.363 Mixup Loss: 1.529 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.892 +2025-10-21 19:26:28,833 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.324 Mixup Loss: 1.502 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 1.826 +2025-10-21 19:27:40,033 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.373 Mixup Loss: 1.568 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.940 +2025-10-21 19:28:51,337 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.335 Mixup Loss: 1.531 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.866 +2025-10-21 19:30:02,919 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.321 Mixup Loss: 1.502 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.823 +2025-10-21 19:31:14,248 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.319 Mixup Loss: 1.503 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.930 Tot. Loss: 1.822 +2025-10-21 19:32:25,191 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.349 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 1.858 +2025-10-21 19:33:36,504 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.358 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.883 +2025-10-21 19:34:48,117 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.321 Mixup Loss: 1.497 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 1.818 +2025-10-21 19:35:59,151 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.316 Mixup Loss: 1.507 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.824 +2025-10-21 19:37:10,531 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.331 Mixup Loss: 1.512 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.843 +2025-10-21 19:38:22,128 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.329 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.813 +2025-10-21 19:39:33,280 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.335 Mixup Loss: 1.517 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.852 +2025-10-21 19:40:44,935 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.323 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.829 +2025-10-21 19:41:56,244 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.320 Mixup Loss: 1.481 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.800 +2025-10-21 19:43:07,279 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.347 Mixup Loss: 1.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.866 +2025-10-21 19:44:18,794 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.337 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.848 +2025-10-21 19:45:29,950 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.326 Mixup Loss: 1.502 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.827 +2025-10-21 19:46:41,712 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.336 Mixup Loss: 1.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.836 +2025-10-21 19:47:53,018 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.336 Mixup Loss: 1.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 1.818 +2025-10-21 19:49:03,996 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.348 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.832 +2025-10-21 19:50:15,221 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.335 Mixup Loss: 1.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.792 +2025-10-21 19:51:26,816 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.325 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.795 +2025-10-21 19:52:37,882 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.305 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.752 +2025-10-21 19:53:49,123 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.342 Mixup Loss: 1.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.844 +2025-10-21 19:55:00,714 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.320 Mixup Loss: 1.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.785 +2025-10-21 19:56:12,056 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.355 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 1.840 +2025-10-21 19:57:23,562 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.321 Mixup Loss: 1.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.793 +2025-10-21 19:59:49,011 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.082 FPR: 57.997 AUROC: 87.895 AUPR: 50.951 AURC: 27.620 EAURC: 18.892 AUPR Succ.: 97.891 ECE: 1.552 NLL: 4.500 Brier: 18.902 +2025-10-21 20:02:03,968 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.188 FPR: 59.866 AUROC: 87.594 AUPR: 49.492 AURC: 27.821 EAURC: 19.239 AUPR Succ.: 97.855 ECE: 1.222 NLL: 4.543 Brier: 18.929 +2025-10-21 20:02:03,978 INFO Original Model Accuracy improved from 86.80 to 87.08!!! +2025-10-21 20:02:05,273 INFO EMA Model Accuracy improved from 86.84 to 87.19!!! +2025-10-21 20:02:06,538 INFO ####### --- Training Epoch 5 --- ####### +2025-10-21 20:04:33,723 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.318 Mixup Loss: 1.473 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.791 +2025-10-21 20:05:44,820 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.300 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.763 +2025-10-21 20:06:55,654 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.342 Mixup Loss: 1.499 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 1.841 +2025-10-21 20:08:07,089 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.314 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.781 +2025-10-21 20:09:18,663 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.329 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 1.823 +2025-10-21 20:10:29,565 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.348 Mixup Loss: 1.475 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.823 +2025-10-21 20:11:41,270 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.326 Mixup Loss: 1.473 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.799 +2025-10-21 20:12:52,249 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.336 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.796 +2025-10-21 20:14:03,303 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.301 Mixup Loss: 1.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.762 +2025-10-21 20:15:14,524 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.306 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.753 +2025-10-21 20:16:25,939 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.317 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.768 +2025-10-21 20:17:36,942 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.342 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 1.833 +2025-10-21 20:18:48,122 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.309 Mixup Loss: 1.441 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.750 +2025-10-21 20:19:59,403 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.316 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 1.759 +2025-10-21 20:21:10,819 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.313 Mixup Loss: 1.435 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 1.748 +2025-10-21 20:22:21,995 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.336 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.794 +2025-10-21 20:23:32,876 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.330 Mixup Loss: 1.466 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.795 +2025-10-21 20:24:44,400 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.278 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.694 +2025-10-21 20:25:55,932 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.296 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.722 +2025-10-21 20:27:06,895 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.287 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.723 +2025-10-21 20:28:18,788 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.297 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.717 +2025-10-21 20:29:29,737 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.305 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 1.732 +2025-10-21 20:30:40,837 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.327 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.795 +2025-10-21 20:31:52,194 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.286 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.722 +2025-10-21 20:33:03,513 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.329 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 1.789 +2025-10-21 20:34:14,665 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.304 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.754 +2025-10-21 20:35:25,861 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.287 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.732 +2025-10-21 20:36:37,428 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.289 Mixup Loss: 1.425 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.714 +2025-10-21 20:37:48,688 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.314 Mixup Loss: 1.433 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.747 +2025-10-21 20:38:59,891 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.323 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.754 +2025-10-21 20:40:10,762 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.286 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.706 +2025-10-21 20:41:22,206 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.287 Mixup Loss: 1.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.717 +2025-10-21 20:42:33,733 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.289 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.720 +2025-10-21 20:43:44,778 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.296 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.708 +2025-10-21 20:44:56,412 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.303 Mixup Loss: 1.441 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.745 +2025-10-21 20:46:07,758 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.287 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.717 +2025-10-21 20:47:18,861 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.287 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.688 +2025-10-21 20:48:30,435 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.311 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.722 +2025-10-21 20:49:41,801 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.299 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.710 +2025-10-21 20:50:52,722 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.296 Mixup Loss: 1.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.714 +2025-10-21 20:52:03,918 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.301 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.708 +2025-10-21 20:53:15,221 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.305 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.716 +2025-10-21 20:54:26,799 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.310 Mixup Loss: 1.398 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.709 +2025-10-21 20:55:38,029 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.300 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.716 +2025-10-21 20:56:49,281 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.291 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.703 +2025-10-21 20:58:00,881 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.277 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.677 +2025-10-21 20:59:12,732 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.305 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.743 +2025-10-21 21:00:23,708 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.288 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.676 +2025-10-21 21:01:35,105 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.324 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.733 +2025-10-21 21:02:46,301 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.287 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.689 +2025-10-21 21:05:10,518 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.366 FPR: 59.348 AUROC: 87.835 AUPR: 50.117 AURC: 26.894 EAURC: 18.554 AUPR Succ.: 97.934 ECE: 1.898 NLL: 4.432 Brier: 18.664 +2025-10-21 21:07:23,875 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.372 FPR: 59.028 AUROC: 87.772 AUPR: 49.917 AURC: 26.975 EAURC: 18.643 AUPR Succ.: 97.925 ECE: 1.582 NLL: 4.454 Brier: 18.659 +2025-10-21 21:07:23,883 INFO Original Model Accuracy improved from 87.08 to 87.37!!! +2025-10-21 21:07:25,293 INFO EMA Model Accuracy improved from 87.19 to 87.37!!! +2025-10-21 21:07:26,526 INFO ####### --- Training Epoch 6 --- ####### +2025-10-21 21:09:48,927 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.281 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.687 +2025-10-21 21:10:59,967 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.275 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.664 +2025-10-21 21:12:11,369 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.313 Mixup Loss: 1.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.758 +2025-10-21 21:13:22,389 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.287 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.675 +2025-10-21 21:14:33,559 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.299 Mixup Loss: 1.424 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.723 +2025-10-21 21:15:44,829 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.319 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.737 +2025-10-21 21:16:56,304 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.296 Mixup Loss: 1.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.710 +2025-10-21 21:18:07,368 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.305 Mixup Loss: 1.403 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.708 +2025-10-21 21:19:18,728 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.274 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.680 +2025-10-21 21:20:30,321 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.279 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.666 +2025-10-21 21:21:41,424 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.289 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.684 +2025-10-21 21:22:52,423 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.312 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 1.762 +2025-10-21 21:24:04,398 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.283 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.659 +2025-10-21 21:25:15,387 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.286 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.690 +2025-10-21 21:26:26,486 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.286 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.665 +2025-10-21 21:27:37,772 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.299 Mixup Loss: 1.403 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.702 +2025-10-21 21:28:49,556 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.300 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 1.706 +2025-10-21 21:30:00,723 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.252 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.632 +2025-10-21 21:31:12,104 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.268 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.663 +2025-10-21 21:32:23,600 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.253 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.611 +2025-10-21 21:33:35,250 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.272 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.647 +2025-10-21 21:34:46,349 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.279 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.648 +2025-10-21 21:35:57,893 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.298 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.716 +2025-10-21 21:37:09,423 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.257 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.634 +2025-10-21 21:38:20,630 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.299 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.706 +2025-10-21 21:39:31,623 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.272 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.663 +2025-10-21 21:40:43,619 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.264 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.644 +2025-10-21 21:41:54,718 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.262 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.631 +2025-10-21 21:43:05,963 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.290 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.676 +2025-10-21 21:44:17,115 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.291 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.688 +2025-10-21 21:45:28,923 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.262 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.629 +2025-10-21 21:46:40,152 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.267 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.620 +2025-10-21 21:47:51,306 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.263 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.630 +2025-10-21 21:49:02,798 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.271 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.627 +2025-10-21 21:50:14,462 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.275 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.679 +2025-10-21 21:51:25,453 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.257 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.632 +2025-10-21 21:52:36,917 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.264 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.646 +2025-10-21 21:53:48,510 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.291 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.670 +2025-10-21 21:54:59,759 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.279 Mixup Loss: 1.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.651 +2025-10-21 21:56:10,736 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.265 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.639 +2025-10-21 21:57:22,537 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.276 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.657 +2025-10-21 21:58:33,631 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.286 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.664 +2025-10-21 21:59:44,791 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.285 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.669 +2025-10-21 22:00:55,961 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.276 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.630 +2025-10-21 22:02:07,617 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.265 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.611 +2025-10-21 22:03:18,679 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.253 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.592 +2025-10-21 22:04:29,806 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.280 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.682 +2025-10-21 22:05:41,014 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.266 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.616 +2025-10-21 22:06:52,559 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.295 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 1.681 +2025-10-21 22:08:03,452 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.264 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.615 +2025-10-21 22:10:28,296 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.418 FPR: 58.433 AUROC: 87.942 AUPR: 50.816 AURC: 26.604 EAURC: 18.334 AUPR Succ.: 97.959 ECE: 2.327 NLL: 4.427 Brier: 18.585 +2025-10-21 22:12:39,493 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.448 FPR: 58.700 AUROC: 87.951 AUPR: 50.678 AURC: 26.475 EAURC: 18.245 AUPR Succ.: 97.970 ECE: 1.939 NLL: 4.412 Brier: 18.511 +2025-10-21 22:12:39,500 INFO Original Model Accuracy improved from 87.37 to 87.42!!! +2025-10-21 22:12:40,823 INFO EMA Model Accuracy improved from 87.37 to 87.45!!! +2025-10-21 22:12:42,080 INFO ####### --- Training Epoch 7 --- ####### +2025-10-21 22:15:05,299 INFO Epoch 7 Batch 99 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.260 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.619 +2025-10-21 22:16:16,384 INFO Epoch 7 Batch 199 LR : 0.00000 Top1 Acc.: 92.594 CLS Loss: 0.242 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.589 +2025-10-21 22:17:27,767 INFO Epoch 7 Batch 299 LR : 0.00000 Top1 Acc.: 91.625 CLS Loss: 0.284 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.678 +2025-10-21 22:18:38,822 INFO Epoch 7 Batch 399 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.262 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.616 +2025-10-21 22:19:50,039 INFO Epoch 7 Batch 499 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.276 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.647 +2025-10-21 22:21:01,512 INFO Epoch 7 Batch 599 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.287 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.657 +2025-10-21 22:22:12,698 INFO Epoch 7 Batch 699 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.275 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.640 +2025-10-21 22:23:23,835 INFO Epoch 7 Batch 799 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.278 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.627 +2025-10-21 22:24:35,101 INFO Epoch 7 Batch 899 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.248 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.602 +2025-10-21 22:25:46,523 INFO Epoch 7 Batch 999 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.257 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.582 +2025-10-21 22:26:57,952 INFO Epoch 7 Batch 1099 LR : 0.00000 Top1 Acc.: 91.906 CLS Loss: 0.265 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.617 +2025-10-21 22:28:09,242 INFO Epoch 7 Batch 1199 LR : 0.00000 Top1 Acc.: 91.531 CLS Loss: 0.294 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.679 +2025-10-21 22:29:20,918 INFO Epoch 7 Batch 1299 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.255 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.595 +2025-10-21 22:30:31,799 INFO Epoch 7 Batch 1399 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.269 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.613 +2025-10-21 22:31:43,039 INFO Epoch 7 Batch 1499 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.269 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.623 +2025-10-21 22:32:54,290 INFO Epoch 7 Batch 1599 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.275 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.629 +2025-10-21 22:34:05,711 INFO Epoch 7 Batch 1699 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.275 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.641 +2025-10-21 22:35:16,956 INFO Epoch 7 Batch 1799 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.230 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.576 +2025-10-21 22:36:28,140 INFO Epoch 7 Batch 1899 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.252 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.608 +2025-10-21 22:37:39,778 INFO Epoch 7 Batch 1999 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.233 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.562 +2025-10-21 22:38:51,134 INFO Epoch 7 Batch 2099 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.251 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.611 +2025-10-21 22:40:02,246 INFO Epoch 7 Batch 2199 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.254 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.600 +2025-10-21 22:41:13,474 INFO Epoch 7 Batch 2299 LR : 0.00000 Top1 Acc.: 91.969 CLS Loss: 0.274 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.640 +2025-10-21 22:42:24,927 INFO Epoch 7 Batch 2399 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.237 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.566 +2025-10-21 22:43:36,513 INFO Epoch 7 Batch 2499 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.275 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.642 +2025-10-21 22:44:47,646 INFO Epoch 7 Batch 2599 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.250 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.612 +2025-10-21 22:45:59,353 INFO Epoch 7 Batch 2699 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.247 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.600 +2025-10-21 22:47:10,349 INFO Epoch 7 Batch 2799 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.244 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.600 +2025-10-21 22:48:21,585 INFO Epoch 7 Batch 2899 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.272 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.622 +2025-10-21 22:49:32,860 INFO Epoch 7 Batch 2999 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.271 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.648 +2025-10-21 22:50:44,286 INFO Epoch 7 Batch 3099 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.240 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.553 +2025-10-21 22:51:55,479 INFO Epoch 7 Batch 3199 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.244 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.580 +2025-10-21 22:53:06,883 INFO Epoch 7 Batch 3299 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.243 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.580 +2025-10-21 22:54:18,285 INFO Epoch 7 Batch 3399 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.248 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.571 +2025-10-21 22:55:29,831 INFO Epoch 7 Batch 3499 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.256 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.604 +2025-10-21 22:56:41,025 INFO Epoch 7 Batch 3599 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.235 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.565 +2025-10-21 22:57:52,344 INFO Epoch 7 Batch 3699 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.245 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.555 +2025-10-21 22:59:03,811 INFO Epoch 7 Batch 3799 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.269 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.637 +2025-10-21 23:00:15,383 INFO Epoch 7 Batch 3899 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.259 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.598 +2025-10-21 23:01:26,494 INFO Epoch 7 Batch 3999 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.246 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.588 +2025-10-21 23:02:38,258 INFO Epoch 7 Batch 4099 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.260 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.602 +2025-10-21 23:03:49,242 INFO Epoch 7 Batch 4199 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.266 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.605 +2025-10-21 23:05:00,766 INFO Epoch 7 Batch 4299 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.263 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.603 +2025-10-21 23:06:12,135 INFO Epoch 7 Batch 4399 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.250 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.576 +2025-10-21 23:07:23,648 INFO Epoch 7 Batch 4499 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.241 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.574 +2025-10-21 23:08:34,851 INFO Epoch 7 Batch 4599 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.233 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.552 +2025-10-21 23:09:46,101 INFO Epoch 7 Batch 4699 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.261 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.646 +2025-10-21 23:10:57,630 INFO Epoch 7 Batch 4799 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.245 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.564 +2025-10-21 23:12:09,182 INFO Epoch 7 Batch 4899 LR : 0.00000 Top1 Acc.: 91.656 CLS Loss: 0.270 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.621 +2025-10-21 23:13:20,234 INFO Epoch 7 Batch 4999 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.243 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.569 +2025-10-21 23:15:44,355 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.478 FPR: 58.968 AUROC: 87.851 AUPR: 50.140 AURC: 26.581 EAURC: 18.392 AUPR Succ.: 97.954 ECE: 2.559 NLL: 4.440 Brier: 18.585 +2025-10-21 23:17:55,617 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.512 FPR: 58.360 AUROC: 87.920 AUPR: 50.614 AURC: 26.348 EAURC: 18.204 AUPR Succ.: 97.976 ECE: 2.294 NLL: 4.411 Brier: 18.491 +2025-10-21 23:17:55,625 INFO Original Model Accuracy improved from 87.42 to 87.48!!! +2025-10-21 23:17:57,052 INFO EMA Model Accuracy improved from 87.45 to 87.51!!! +2025-10-21 23:17:58,320 INFO ####### --- Training Epoch 8 --- ####### +2025-10-21 23:20:19,450 INFO Epoch 8 Batch 99 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.241 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.574 +2025-10-21 23:21:30,932 INFO Epoch 8 Batch 199 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.225 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.518 +2025-10-21 23:22:42,130 INFO Epoch 8 Batch 299 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.268 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.641 +2025-10-21 23:23:53,217 INFO Epoch 8 Batch 399 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.247 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.571 +2025-10-21 23:25:04,805 INFO Epoch 8 Batch 499 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.256 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.596 +2025-10-21 23:26:16,290 INFO Epoch 8 Batch 599 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.272 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.622 +2025-10-21 23:27:27,538 INFO Epoch 8 Batch 699 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.256 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.606 +2025-10-21 23:28:39,273 INFO Epoch 8 Batch 799 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.259 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.607 +2025-10-21 23:29:50,479 INFO Epoch 8 Batch 899 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.230 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.587 +2025-10-21 23:31:01,931 INFO Epoch 8 Batch 999 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.242 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.571 +2025-10-21 23:32:13,518 INFO Epoch 8 Batch 1099 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.251 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.568 +2025-10-21 23:33:24,746 INFO Epoch 8 Batch 1199 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.277 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.622 +2025-10-21 23:34:36,294 INFO Epoch 8 Batch 1299 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.240 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.552 +2025-10-21 23:35:47,283 INFO Epoch 8 Batch 1399 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.253 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.582 +2025-10-21 23:36:58,633 INFO Epoch 8 Batch 1499 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.249 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.577 +2025-10-21 23:38:10,198 INFO Epoch 8 Batch 1599 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.260 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.613 +2025-10-21 23:39:21,458 INFO Epoch 8 Batch 1699 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.260 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 1.619 +2025-10-21 23:40:32,731 INFO Epoch 8 Batch 1799 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.217 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.524 +2025-10-21 23:41:44,552 INFO Epoch 8 Batch 1899 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.230 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.541 +2025-10-21 23:42:55,865 INFO Epoch 8 Batch 1999 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.219 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.518 +2025-10-21 23:44:07,067 INFO Epoch 8 Batch 2099 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.232 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.546 +2025-10-21 23:45:18,983 INFO Epoch 8 Batch 2199 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.240 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.548 +2025-10-21 23:46:30,114 INFO Epoch 8 Batch 2299 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.259 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.594 +2025-10-21 23:47:41,670 INFO Epoch 8 Batch 2399 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.222 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.547 +2025-10-21 23:48:53,168 INFO Epoch 8 Batch 2499 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.258 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.608 +2025-10-21 23:50:04,348 INFO Epoch 8 Batch 2599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.231 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.571 +2025-10-21 23:51:15,829 INFO Epoch 8 Batch 2699 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.234 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.558 +2025-10-21 23:52:27,034 INFO Epoch 8 Batch 2799 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.230 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.556 +2025-10-21 23:53:38,419 INFO Epoch 8 Batch 2899 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.255 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.575 +2025-10-21 23:54:49,838 INFO Epoch 8 Batch 2999 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.263 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.605 +2025-10-21 23:56:01,288 INFO Epoch 8 Batch 3099 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.223 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.512 +2025-10-21 23:57:12,625 INFO Epoch 8 Batch 3199 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.226 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.547 +2025-10-21 23:58:24,309 INFO Epoch 8 Batch 3299 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.235 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.559 +2025-10-21 23:59:35,809 INFO Epoch 8 Batch 3399 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.236 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.538 +2025-10-22 00:00:47,069 INFO Epoch 8 Batch 3499 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.590 +2025-10-22 00:01:58,830 INFO Epoch 8 Batch 3599 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.220 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.525 +2025-10-22 00:03:09,981 INFO Epoch 8 Batch 3699 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.227 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.540 +2025-10-22 00:04:21,549 INFO Epoch 8 Batch 3799 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.253 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.593 +2025-10-22 00:05:33,022 INFO Epoch 8 Batch 3899 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.247 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.556 +2025-10-22 00:06:44,264 INFO Epoch 8 Batch 3999 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.228 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.542 +2025-10-22 00:07:55,935 INFO Epoch 8 Batch 4099 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.241 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.574 +2025-10-22 00:09:07,110 INFO Epoch 8 Batch 4199 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.251 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.567 +2025-10-22 00:10:18,426 INFO Epoch 8 Batch 4299 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.254 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 1.572 +2025-10-22 00:11:29,867 INFO Epoch 8 Batch 4399 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.236 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.544 +2025-10-22 00:12:41,297 INFO Epoch 8 Batch 4499 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.231 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.544 +2025-10-22 00:13:52,469 INFO Epoch 8 Batch 4599 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.220 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.524 +2025-10-22 00:15:03,953 INFO Epoch 8 Batch 4699 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.250 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.557 +2025-10-22 00:16:15,346 INFO Epoch 8 Batch 4799 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.233 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.542 +2025-10-22 00:17:26,429 INFO Epoch 8 Batch 4899 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.262 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.612 +2025-10-22 00:18:37,996 INFO Epoch 8 Batch 4999 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.231 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.544 +2025-10-22 00:21:02,239 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 87.442 FPR: 58.369 AUROC: 87.891 AUPR: 50.692 AURC: 26.645 EAURC: 18.407 AUPR Succ.: 97.951 ECE: 2.823 NLL: 4.472 Brier: 18.631 +2025-10-22 00:23:14,418 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.498 FPR: 58.407 AUROC: 87.909 AUPR: 50.599 AURC: 26.426 EAURC: 18.264 AUPR Succ.: 97.969 ECE: 2.591 NLL: 4.439 Brier: 18.534 +2025-10-22 00:23:14,427 INFO ####### --- Training Epoch 9 --- ####### +2025-10-22 00:25:36,888 INFO Epoch 9 Batch 99 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.229 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.549 +2025-10-22 00:26:48,321 INFO Epoch 9 Batch 199 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.216 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.514 +2025-10-22 00:27:59,514 INFO Epoch 9 Batch 299 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.251 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.591 +2025-10-22 00:29:11,005 INFO Epoch 9 Batch 399 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.231 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.545 +2025-10-22 00:30:22,159 INFO Epoch 9 Batch 499 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.243 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.570 +2025-10-22 00:31:33,621 INFO Epoch 9 Batch 599 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.260 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.591 +2025-10-22 00:32:44,934 INFO Epoch 9 Batch 699 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.248 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.579 +2025-10-22 00:33:56,451 INFO Epoch 9 Batch 799 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.246 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.556 +2025-10-22 00:35:07,574 INFO Epoch 9 Batch 899 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.218 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.535 +2025-10-22 00:36:19,213 INFO Epoch 9 Batch 999 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.232 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.523 +2025-10-22 00:37:30,672 INFO Epoch 9 Batch 1099 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.233 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.532 +2025-10-22 00:38:41,721 INFO Epoch 9 Batch 1199 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.263 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.618 +2025-10-22 00:39:53,340 INFO Epoch 9 Batch 1299 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.225 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.515 +2025-10-22 00:41:04,916 INFO Epoch 9 Batch 1399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.241 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.553 +2025-10-22 00:42:16,080 INFO Epoch 9 Batch 1499 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.236 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.539 +2025-10-22 00:43:27,489 INFO Epoch 9 Batch 1599 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.246 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.581 +2025-10-22 00:44:38,652 INFO Epoch 9 Batch 1699 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.246 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.565 +2025-10-22 00:45:50,357 INFO Epoch 9 Batch 1799 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.205 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.500 +2025-10-22 00:47:01,515 INFO Epoch 9 Batch 1899 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.218 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.520 +2025-10-22 00:48:13,005 INFO Epoch 9 Batch 1999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.205 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.500 +2025-10-22 00:49:24,207 INFO Epoch 9 Batch 2099 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.226 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.530 +2025-10-22 00:50:35,661 INFO Epoch 9 Batch 2199 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.234 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.547 +2025-10-22 00:51:46,752 INFO Epoch 9 Batch 2299 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.248 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.593 +2025-10-22 00:52:58,383 INFO Epoch 9 Batch 2399 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.211 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.506 +2025-10-22 00:54:09,842 INFO Epoch 9 Batch 2499 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.243 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.576 +2025-10-22 00:55:21,046 INFO Epoch 9 Batch 2599 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.223 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.523 +2025-10-22 00:56:32,892 INFO Epoch 9 Batch 2699 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.224 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.515 +2025-10-22 00:57:44,334 INFO Epoch 9 Batch 2799 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.218 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.525 +2025-10-22 00:58:55,676 INFO Epoch 9 Batch 2899 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.247 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.563 +2025-10-22 01:00:07,052 INFO Epoch 9 Batch 2999 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.248 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.550 +2025-10-22 01:01:18,203 INFO Epoch 9 Batch 3099 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.214 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.515 +2025-10-22 01:02:29,778 INFO Epoch 9 Batch 3199 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.219 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.505 +2025-10-22 01:03:41,161 INFO Epoch 9 Batch 3299 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.218 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.532 +2025-10-22 01:04:52,694 INFO Epoch 9 Batch 3399 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.225 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.502 +2025-10-22 01:06:03,893 INFO Epoch 9 Batch 3499 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.232 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.549 +2025-10-22 01:07:15,379 INFO Epoch 9 Batch 3599 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.208 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.519 +2025-10-22 01:08:26,501 INFO Epoch 9 Batch 3699 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.219 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.507 +2025-10-22 01:09:38,227 INFO Epoch 9 Batch 3799 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.245 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.556 +2025-10-22 01:10:49,692 INFO Epoch 9 Batch 3899 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.240 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.553 +2025-10-22 01:12:00,813 INFO Epoch 9 Batch 3999 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.220 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.525 +2025-10-22 01:13:12,472 INFO Epoch 9 Batch 4099 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.233 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.540 +2025-10-22 01:14:23,858 INFO Epoch 9 Batch 4199 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.241 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.524 +2025-10-22 01:15:35,162 INFO Epoch 9 Batch 4299 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.246 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.568 +2025-10-22 01:16:46,799 INFO Epoch 9 Batch 4399 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.233 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.521 +2025-10-22 01:17:57,878 INFO Epoch 9 Batch 4499 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.221 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.514 +2025-10-22 01:19:09,634 INFO Epoch 9 Batch 4599 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.212 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.515 +2025-10-22 01:20:21,075 INFO Epoch 9 Batch 4699 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.242 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.567 +2025-10-22 01:21:32,461 INFO Epoch 9 Batch 4799 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.226 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.519 +2025-10-22 01:22:43,675 INFO Epoch 9 Batch 4899 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.250 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.556 +2025-10-22 01:23:55,118 INFO Epoch 9 Batch 4999 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.223 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.519 +2025-10-22 01:26:19,776 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 87.494 FPR: 58.740 AUROC: 87.758 AUPR: 49.964 AURC: 26.707 EAURC: 18.539 AUPR Succ.: 97.938 ECE: 2.847 NLL: 4.493 Brier: 18.655 +2025-10-22 01:28:32,366 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.506 FPR: 58.652 AUROC: 87.824 AUPR: 50.307 AURC: 26.550 EAURC: 18.398 AUPR Succ.: 97.954 ECE: 2.772 NLL: 4.474 Brier: 18.598 +2025-10-22 01:28:32,373 INFO Original Model Accuracy improved from 87.48 to 87.49!!! +2025-10-22 01:28:33,775 INFO ####### --- Training Epoch 10 --- ####### +2025-10-22 01:30:57,809 INFO Epoch 10 Batch 99 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.217 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.525 +2025-10-22 01:32:08,924 INFO Epoch 10 Batch 199 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.207 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.502 +2025-10-22 01:33:20,554 INFO Epoch 10 Batch 299 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.242 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.575 +2025-10-22 01:34:32,192 INFO Epoch 10 Batch 399 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.224 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.518 +2025-10-22 01:35:43,364 INFO Epoch 10 Batch 499 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.232 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.557 +2025-10-22 01:36:54,473 INFO Epoch 10 Batch 599 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.251 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.575 +2025-10-22 01:38:05,837 INFO Epoch 10 Batch 699 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.237 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.571 +2025-10-22 01:39:17,511 INFO Epoch 10 Batch 799 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.237 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.530 +2025-10-22 01:40:28,636 INFO Epoch 10 Batch 899 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.209 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.521 +2025-10-22 01:41:40,229 INFO Epoch 10 Batch 999 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.224 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.505 +2025-10-22 01:42:51,519 INFO Epoch 10 Batch 1099 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.230 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.523 +2025-10-22 01:44:02,769 INFO Epoch 10 Batch 1199 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.254 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.576 +2025-10-22 01:45:14,548 INFO Epoch 10 Batch 1299 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.221 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.508 +2025-10-22 01:46:25,879 INFO Epoch 10 Batch 1399 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.235 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.546 +2025-10-22 01:47:37,522 INFO Epoch 10 Batch 1499 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.227 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.527 +2025-10-22 01:48:48,660 INFO Epoch 10 Batch 1599 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.235 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.549 +2025-10-22 01:50:00,258 INFO Epoch 10 Batch 1699 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.241 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.552 +2025-10-22 01:51:11,672 INFO Epoch 10 Batch 1799 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.199 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.492 +2025-10-22 01:52:22,777 INFO Epoch 10 Batch 1899 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.209 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.485 +2025-10-22 01:53:34,047 INFO Epoch 10 Batch 1999 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.203 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.494 +2025-10-22 01:54:45,488 INFO Epoch 10 Batch 2099 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.217 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.521 +2025-10-22 01:55:57,176 INFO Epoch 10 Batch 2199 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.226 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.517 +2025-10-22 01:57:08,399 INFO Epoch 10 Batch 2299 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.239 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.549 +2025-10-22 01:58:20,224 INFO Epoch 10 Batch 2399 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.204 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.489 +2025-10-22 01:59:31,306 INFO Epoch 10 Batch 2499 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.235 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.554 +2025-10-22 02:00:42,519 INFO Epoch 10 Batch 2599 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.213 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.517 +2025-10-22 02:01:54,182 INFO Epoch 10 Batch 2699 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.219 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.522 +2025-10-22 02:03:05,592 INFO Epoch 10 Batch 2799 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.213 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.500 +2025-10-22 02:04:17,150 INFO Epoch 10 Batch 2899 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.243 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.563 +2025-10-22 02:05:28,443 INFO Epoch 10 Batch 2999 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.240 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.552 +2025-10-22 02:06:40,160 INFO Epoch 10 Batch 3099 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.209 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.494 +2025-10-22 02:07:51,646 INFO Epoch 10 Batch 3199 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.210 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.509 +2025-10-22 02:09:02,844 INFO Epoch 10 Batch 3299 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.215 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.503 +2025-10-22 02:10:14,144 INFO Epoch 10 Batch 3399 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.220 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.506 +2025-10-22 02:11:25,526 INFO Epoch 10 Batch 3499 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.229 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.545 +2025-10-22 02:12:37,265 INFO Epoch 10 Batch 3599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.204 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.502 +2025-10-22 02:13:48,518 INFO Epoch 10 Batch 3699 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.215 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.509 +2025-10-22 02:15:00,074 INFO Epoch 10 Batch 3799 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.243 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.540 +2025-10-22 02:16:11,285 INFO Epoch 10 Batch 3899 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.233 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.547 +2025-10-22 02:17:22,566 INFO Epoch 10 Batch 3999 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.213 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.500 +2025-10-22 02:18:34,215 INFO Epoch 10 Batch 4099 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.226 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.511 +2025-10-22 02:19:45,602 INFO Epoch 10 Batch 4199 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.236 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.533 +2025-10-22 02:20:57,080 INFO Epoch 10 Batch 4299 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.238 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.535 +2025-10-22 02:22:08,479 INFO Epoch 10 Batch 4399 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.224 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.511 +2025-10-22 02:23:20,086 INFO Epoch 10 Batch 4499 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.220 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.521 +2025-10-22 02:24:31,702 INFO Epoch 10 Batch 4599 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.206 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.503 +2025-10-22 02:25:42,908 INFO Epoch 10 Batch 4699 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.233 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.552 +2025-10-22 02:26:54,099 INFO Epoch 10 Batch 4799 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.221 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.518 +2025-10-22 02:28:05,391 INFO Epoch 10 Batch 4899 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.245 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.547 +2025-10-22 02:29:16,795 INFO Epoch 10 Batch 4999 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.214 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.490 +2025-10-22 02:31:44,978 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 87.462 FPR: 58.973 AUROC: 87.741 AUPR: 50.175 AURC: 26.837 EAURC: 18.626 AUPR Succ.: 97.928 ECE: 2.963 NLL: 4.516 Brier: 18.705 +2025-10-22 02:33:57,394 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 87.466 FPR: 58.800 AUROC: 87.790 AUPR: 50.359 AURC: 26.741 EAURC: 18.536 AUPR Succ.: 97.938 ECE: 2.912 NLL: 4.504 Brier: 18.665 +2025-10-22 02:33:57,401 INFO ####### --- Training Epoch 11 --- ####### +2025-10-22 02:36:20,614 INFO Epoch 11 Batch 99 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.219 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.507 +2025-10-22 02:37:31,887 INFO Epoch 11 Batch 199 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.202 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.497 +2025-10-22 02:38:43,578 INFO Epoch 11 Batch 299 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.237 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.574 +2025-10-22 02:39:54,715 INFO Epoch 11 Batch 399 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.218 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.518 +2025-10-22 02:41:05,972 INFO Epoch 11 Batch 499 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.226 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.543 +2025-10-22 02:42:17,529 INFO Epoch 11 Batch 599 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.251 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.581 +2025-10-22 02:43:28,730 INFO Epoch 11 Batch 699 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.232 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.531 +2025-10-22 02:44:40,031 INFO Epoch 11 Batch 799 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.235 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.541 +2025-10-22 02:45:51,164 INFO Epoch 11 Batch 899 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.206 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.514 +2025-10-22 02:47:02,849 INFO Epoch 11 Batch 999 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.215 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.502 +2025-10-22 02:48:13,858 INFO Epoch 11 Batch 1099 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.223 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.509 +2025-10-22 02:49:25,248 INFO Epoch 11 Batch 1199 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.251 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.578 +2025-10-22 02:50:36,600 INFO Epoch 11 Batch 1299 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.220 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.509 +2025-10-22 02:51:48,188 INFO Epoch 11 Batch 1399 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.233 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.522 +2025-10-22 02:52:59,316 INFO Epoch 11 Batch 1499 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.228 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.510 +2025-10-22 02:54:10,603 INFO Epoch 11 Batch 1599 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.235 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.528 +2025-10-22 02:55:22,253 INFO Epoch 11 Batch 1699 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.239 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.552 +2025-10-22 02:56:33,505 INFO Epoch 11 Batch 1799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.193 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.493 +2025-10-22 02:57:45,013 INFO Epoch 11 Batch 1899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.206 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.490 +2025-10-22 02:58:56,656 INFO Epoch 11 Batch 1999 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.199 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.476 +2025-10-22 03:00:07,922 INFO Epoch 11 Batch 2099 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.216 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.507 +2025-10-22 03:01:19,248 INFO Epoch 11 Batch 2199 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.225 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.509 +2025-10-22 03:02:30,218 INFO Epoch 11 Batch 2299 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.234 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.551 +2025-10-22 03:03:41,940 INFO Epoch 11 Batch 2399 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.199 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.485 +2025-10-22 03:04:52,865 INFO Epoch 11 Batch 2499 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.232 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.552 +2025-10-22 03:06:04,136 INFO Epoch 11 Batch 2599 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.503 +2025-10-22 03:07:15,504 INFO Epoch 11 Batch 2699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.218 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.496 +2025-10-22 03:08:27,339 INFO Epoch 11 Batch 2799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.210 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.502 +2025-10-22 03:09:38,457 INFO Epoch 11 Batch 2899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.239 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.547 +2025-10-22 03:10:49,868 INFO Epoch 11 Batch 2999 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.235 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.541 +2025-10-22 03:12:01,702 INFO Epoch 11 Batch 3099 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.496 +2025-10-22 03:13:13,003 INFO Epoch 11 Batch 3199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.212 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.513 +2025-10-22 03:14:24,406 INFO Epoch 11 Batch 3299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.507 +2025-10-22 03:15:36,204 INFO Epoch 11 Batch 3399 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.217 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.483 +2025-10-22 03:16:47,236 INFO Epoch 11 Batch 3499 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.224 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.529 +2025-10-22 03:17:58,724 INFO Epoch 11 Batch 3599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.200 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.495 +2025-10-22 03:19:09,764 INFO Epoch 11 Batch 3699 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.213 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.468 +2025-10-22 03:20:21,960 INFO Epoch 11 Batch 3799 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.238 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.546 +2025-10-22 03:21:33,138 INFO Epoch 11 Batch 3899 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.230 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.547 +2025-10-22 03:22:44,652 INFO Epoch 11 Batch 3999 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.213 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.502 +2025-10-22 03:23:56,203 INFO Epoch 11 Batch 4099 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.223 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.517 +2025-10-22 03:25:07,809 INFO Epoch 11 Batch 4199 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.233 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.538 +2025-10-22 03:26:19,201 INFO Epoch 11 Batch 4299 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.237 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.546 +2025-10-22 03:27:30,632 INFO Epoch 11 Batch 4399 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.223 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.505 +2025-10-22 03:28:42,683 INFO Epoch 11 Batch 4499 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.218 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.511 +2025-10-22 03:29:53,820 INFO Epoch 11 Batch 4599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.206 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.484 +2025-10-22 03:31:05,174 INFO Epoch 11 Batch 4699 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.231 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.560 +2025-10-22 03:32:16,887 INFO Epoch 11 Batch 4799 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.218 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.500 +2025-10-22 03:33:27,954 INFO Epoch 11 Batch 4899 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.248 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.550 +2025-10-22 03:34:39,481 INFO Epoch 11 Batch 4999 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.216 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.497 +2025-10-22 03:37:00,738 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 87.446 FPR: 59.137 AUROC: 87.714 AUPR: 50.253 AURC: 26.932 EAURC: 18.699 AUPR Succ.: 97.919 ECE: 3.011 NLL: 4.533 Brier: 18.740 +2025-10-22 03:39:14,504 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 87.458 FPR: 59.018 AUROC: 87.748 AUPR: 50.220 AURC: 26.836 EAURC: 18.620 AUPR Succ.: 97.928 ECE: 2.971 NLL: 4.519 Brier: 18.704 diff --git a/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..cc6317944442b3dfc4232d673806ae38d9847417 --- /dev/null +++ b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6e5a89d3c34f0db0fe3c78ea2f8386279010e87669dca2b6918eb2285d53cc01 +size 1217151555 diff --git a/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..6f267f01afc753d7533db783852af749bb039bbf --- /dev/null +++ b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a31df9ca46ccb1239ee25b7fee99dfc38a19315c3e0daaac7ae4dfcad26d62d5 +size 1217151931 diff --git a/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1760177581.main1.399073.0 b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1760177581.main1.399073.0 new file mode 100644 index 0000000000000000000000000000000000000000..ba68d4c01f6ba328a5fa1ce1df8f2f8771c4e051 --- /dev/null +++ b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1760177581.main1.399073.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8959366ba97c1777c0259aa46392e78e7e7f447228ee4522be57574f98c78f28 +size 32386 diff --git a/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/run.log b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/run.log new file mode 100644 index 0000000000000000000000000000000000000000..e56f6e0fe1edf6d35ab2882f67f0e4e13ab12b90 --- /dev/null +++ b/SURE+_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/run.log @@ -0,0 +1,1244 @@ +2025-10-11 11:13:01,766 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 1.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "fsam", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 1.0, + "rebn": true, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/SURE+_1e-5", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-11 11:13:57,089 INFO #################################################################################################### +1 / 1 Running +2025-10-11 11:14:09,404 INFO ####### --- Training Epoch 1 --- ####### +2025-10-11 11:16:20,182 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.375 CLS Loss: 6.910 Mixup Loss: 6.922 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.911 Tot. Loss: 20.743 +2025-10-11 11:17:08,638 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.531 CLS Loss: 6.828 Mixup Loss: 6.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.834 Tot. Loss: 20.541 +2025-10-11 11:17:57,003 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.844 CLS Loss: 6.767 Mixup Loss: 6.841 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.777 Tot. Loss: 20.385 +2025-10-11 11:18:45,442 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.781 CLS Loss: 6.684 Mixup Loss: 6.795 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.699 Tot. Loss: 20.178 +2025-10-11 11:19:33,797 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.219 CLS Loss: 6.615 Mixup Loss: 6.756 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.637 Tot. Loss: 20.008 +2025-10-11 11:20:22,212 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.875 CLS Loss: 6.530 Mixup Loss: 6.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.562 Tot. Loss: 19.798 +2025-10-11 11:21:10,773 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.281 CLS Loss: 6.464 Mixup Loss: 6.673 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.494 Tot. Loss: 19.630 +2025-10-11 11:21:59,404 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.125 CLS Loss: 6.403 Mixup Loss: 6.627 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.444 Tot. Loss: 19.474 +2025-10-11 11:22:47,941 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.062 CLS Loss: 6.320 Mixup Loss: 6.593 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.368 Tot. Loss: 19.281 +2025-10-11 11:23:36,590 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.094 CLS Loss: 6.247 Mixup Loss: 6.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.293 Tot. Loss: 19.082 +2025-10-11 11:24:25,321 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.031 CLS Loss: 6.162 Mixup Loss: 6.500 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.221 Tot. Loss: 18.883 +2025-10-11 11:25:14,048 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 37.188 CLS Loss: 6.092 Mixup Loss: 6.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.155 Tot. Loss: 18.696 +2025-10-11 11:26:02,721 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 41.156 CLS Loss: 6.029 Mixup Loss: 6.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.100 Tot. Loss: 18.549 +2025-10-11 11:26:51,834 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 48.750 CLS Loss: 5.939 Mixup Loss: 6.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.013 Tot. Loss: 18.326 +2025-10-11 11:27:40,658 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.344 CLS Loss: 5.874 Mixup Loss: 6.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.959 Tot. Loss: 18.172 +2025-10-11 11:28:29,298 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.500 CLS Loss: 5.803 Mixup Loss: 6.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.899 Tot. Loss: 18.002 +2025-10-11 11:29:17,959 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 58.969 CLS Loss: 5.728 Mixup Loss: 6.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.825 Tot. Loss: 17.798 +2025-10-11 11:30:06,722 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.344 CLS Loss: 5.656 Mixup Loss: 6.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.760 Tot. Loss: 17.636 +2025-10-11 11:30:55,499 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 63.719 CLS Loss: 5.584 Mixup Loss: 6.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.696 Tot. Loss: 17.440 +2025-10-11 11:31:44,417 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.406 CLS Loss: 5.505 Mixup Loss: 6.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.612 Tot. Loss: 17.246 +2025-10-11 11:32:33,168 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.188 CLS Loss: 5.450 Mixup Loss: 6.094 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.572 Tot. Loss: 17.116 +2025-10-11 11:33:22,174 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.156 CLS Loss: 5.362 Mixup Loss: 6.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.472 Tot. Loss: 16.871 +2025-10-11 11:34:11,200 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.875 CLS Loss: 5.297 Mixup Loss: 5.995 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.416 Tot. Loss: 16.708 +2025-10-11 11:35:00,043 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.281 CLS Loss: 5.209 Mixup Loss: 5.954 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.344 Tot. Loss: 16.507 +2025-10-11 11:35:48,847 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.531 CLS Loss: 5.152 Mixup Loss: 5.920 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.285 Tot. Loss: 16.356 +2025-10-11 11:36:37,593 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.469 CLS Loss: 5.073 Mixup Loss: 5.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.220 Tot. Loss: 16.182 +2025-10-11 11:37:26,430 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.750 CLS Loss: 5.013 Mixup Loss: 5.840 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.169 Tot. Loss: 16.022 +2025-10-11 11:38:15,220 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.094 CLS Loss: 4.938 Mixup Loss: 5.809 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.089 Tot. Loss: 15.836 +2025-10-11 11:39:03,971 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.438 CLS Loss: 4.882 Mixup Loss: 5.768 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.044 Tot. Loss: 15.694 +2025-10-11 11:39:52,756 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.562 CLS Loss: 4.817 Mixup Loss: 5.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.973 Tot. Loss: 15.538 +2025-10-11 11:40:41,491 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 77.031 CLS Loss: 4.712 Mixup Loss: 5.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.877 Tot. Loss: 15.250 +2025-10-11 11:41:30,275 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.188 CLS Loss: 4.648 Mixup Loss: 5.636 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.824 Tot. Loss: 15.108 +2025-10-11 11:42:19,007 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.531 CLS Loss: 4.579 Mixup Loss: 5.581 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.738 Tot. Loss: 14.898 +2025-10-11 11:43:07,727 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.969 CLS Loss: 4.501 Mixup Loss: 5.564 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.677 Tot. Loss: 14.742 +2025-10-11 11:43:56,475 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.719 CLS Loss: 4.461 Mixup Loss: 5.525 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.643 Tot. Loss: 14.628 +2025-10-11 11:44:45,691 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.345 Mixup Loss: 5.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.544 Tot. Loss: 14.346 +2025-10-11 11:45:34,647 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.031 CLS Loss: 4.294 Mixup Loss: 5.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.481 Tot. Loss: 14.209 +2025-10-11 11:46:23,449 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.656 CLS Loss: 4.228 Mixup Loss: 5.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.439 Tot. Loss: 14.053 +2025-10-11 11:47:12,227 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.625 CLS Loss: 4.177 Mixup Loss: 5.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.387 Tot. Loss: 13.907 +2025-10-11 11:48:01,013 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.531 CLS Loss: 4.131 Mixup Loss: 5.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.332 Tot. Loss: 13.822 +2025-10-11 11:48:49,750 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.750 CLS Loss: 4.058 Mixup Loss: 5.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.257 Tot. Loss: 13.613 +2025-10-11 11:49:38,507 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.188 CLS Loss: 3.957 Mixup Loss: 5.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.188 Tot. Loss: 13.386 +2025-10-11 11:50:27,310 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 3.887 Mixup Loss: 5.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.108 Tot. Loss: 13.192 +2025-10-11 11:51:16,266 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.438 CLS Loss: 3.826 Mixup Loss: 5.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.069 Tot. Loss: 13.059 +2025-10-11 11:52:05,364 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.062 CLS Loss: 3.756 Mixup Loss: 5.101 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.995 Tot. Loss: 12.852 +2025-10-11 11:52:54,145 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.031 CLS Loss: 3.726 Mixup Loss: 5.097 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.946 Tot. Loss: 12.768 +2025-10-11 11:53:43,048 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.938 CLS Loss: 3.690 Mixup Loss: 5.095 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.933 Tot. Loss: 12.719 +2025-10-11 11:54:31,866 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.281 CLS Loss: 3.557 Mixup Loss: 5.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.849 Tot. Loss: 12.410 +2025-10-11 11:55:20,618 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.125 CLS Loss: 3.528 Mixup Loss: 4.978 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.794 Tot. Loss: 12.300 +2025-10-11 11:56:09,207 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.281 CLS Loss: 3.455 Mixup Loss: 4.958 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.691 Tot. Loss: 12.104 +2025-10-11 11:58:31,166 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.812 FPR: 72.145 AUROC: 77.527 AUPR: 51.074 AURC: 91.543 EAURC: 67.318 AUPR Succ.: 91.926 ECE: 72.083 NLL: 35.076 Brier: 88.429 +2025-10-11 12:00:42,496 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.802 FPR: 72.063 AUROC: 77.533 AUPR: 51.074 AURC: 91.572 EAURC: 67.323 AUPR Succ.: 91.924 ECE: 72.128 NLL: 35.143 Brier: 88.515 +2025-10-11 12:00:42,502 INFO Original Model Accuracy improved from 0.00 to 78.81!!! +2025-10-11 12:00:43,748 INFO EMA Model Accuracy improved from 0.00 to 78.80!!! +2025-10-11 12:00:45,631 INFO ####### --- Training Epoch 2 --- ####### +2025-10-11 12:04:39,059 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.469 CLS Loss: 2.833 Mixup Loss: 4.498 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.056 Tot. Loss: 10.387 +2025-10-11 12:07:03,571 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.219 CLS Loss: 2.347 Mixup Loss: 4.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.538 Tot. Loss: 9.096 +2025-10-11 12:09:28,953 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.406 CLS Loss: 2.076 Mixup Loss: 4.012 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.262 Tot. Loss: 8.350 +2025-10-11 12:11:54,031 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.656 CLS Loss: 1.845 Mixup Loss: 3.813 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.046 Tot. Loss: 7.704 +2025-10-11 12:14:19,956 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.625 CLS Loss: 1.679 Mixup Loss: 3.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.859 Tot. Loss: 7.257 +2025-10-11 12:16:45,298 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.250 CLS Loss: 1.552 Mixup Loss: 3.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.726 Tot. Loss: 6.850 +2025-10-11 12:19:11,150 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.781 CLS Loss: 1.389 Mixup Loss: 3.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.586 Tot. Loss: 6.432 +2025-10-11 12:21:36,367 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.750 CLS Loss: 1.293 Mixup Loss: 3.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.486 Tot. Loss: 6.126 +2025-10-11 12:24:02,126 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.812 CLS Loss: 1.182 Mixup Loss: 3.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.388 Tot. Loss: 5.803 +2025-10-11 12:26:27,298 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.438 CLS Loss: 1.120 Mixup Loss: 3.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 5.547 +2025-10-11 12:28:53,167 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 85.062 CLS Loss: 1.025 Mixup Loss: 3.076 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.198 Tot. Loss: 5.298 +2025-10-11 12:31:18,656 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.594 CLS Loss: 1.032 Mixup Loss: 3.058 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.184 Tot. Loss: 5.275 +2025-10-11 12:33:44,510 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.562 CLS Loss: 0.940 Mixup Loss: 2.939 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 4.992 +2025-10-11 12:36:10,214 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.886 Mixup Loss: 2.852 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.059 Tot. Loss: 4.796 +2025-10-11 12:38:35,766 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.656 CLS Loss: 0.842 Mixup Loss: 2.841 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.021 Tot. Loss: 4.704 +2025-10-11 12:41:01,650 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.719 CLS Loss: 0.834 Mixup Loss: 2.753 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 4.556 +2025-10-11 12:43:27,037 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.799 Mixup Loss: 2.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.961 Tot. Loss: 4.477 +2025-10-11 12:45:52,839 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.312 CLS Loss: 0.739 Mixup Loss: 2.638 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 4.303 +2025-10-11 12:48:18,088 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.737 Mixup Loss: 2.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 4.243 +2025-10-11 12:50:44,099 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.704 Mixup Loss: 2.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 4.134 +2025-10-11 12:53:09,551 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.693 Mixup Loss: 2.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 4.083 +2025-10-11 12:55:35,352 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.668 Mixup Loss: 2.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 4.007 +2025-10-11 12:58:00,736 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.938 CLS Loss: 0.681 Mixup Loss: 2.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 3.980 +2025-10-11 13:00:26,779 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.645 Mixup Loss: 2.440 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 3.886 +2025-10-11 13:02:52,193 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.662 Mixup Loss: 2.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 3.920 +2025-10-11 13:05:18,176 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.627 Mixup Loss: 2.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 3.791 +2025-10-11 13:07:43,673 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.592 Mixup Loss: 2.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 3.696 +2025-10-11 13:10:09,396 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.582 Mixup Loss: 2.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 3.626 +2025-10-11 13:12:35,059 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.562 CLS Loss: 0.596 Mixup Loss: 2.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 3.636 +2025-10-11 13:15:00,632 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.602 Mixup Loss: 2.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 3.609 +2025-10-11 13:17:26,559 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.550 Mixup Loss: 2.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.705 Tot. Loss: 3.466 +2025-10-11 13:19:51,931 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.546 Mixup Loss: 2.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.687 Tot. Loss: 3.440 +2025-10-11 13:22:17,871 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.561 Mixup Loss: 2.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.698 Tot. Loss: 3.471 +2025-10-11 13:24:43,226 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.546 Mixup Loss: 2.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.686 Tot. Loss: 3.382 +2025-10-11 13:27:09,185 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.281 CLS Loss: 0.568 Mixup Loss: 2.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.705 Tot. Loss: 3.471 +2025-10-11 13:29:34,442 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.526 Mixup Loss: 2.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.662 Tot. Loss: 3.344 +2025-10-11 13:32:00,401 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.519 Mixup Loss: 2.076 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.671 Tot. Loss: 3.267 +2025-10-11 13:34:25,881 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.529 Mixup Loss: 2.105 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.670 Tot. Loss: 3.303 +2025-10-11 13:36:51,925 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.522 Mixup Loss: 2.100 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.669 Tot. Loss: 3.290 +2025-10-11 13:39:17,414 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.531 Mixup Loss: 2.108 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.675 Tot. Loss: 3.314 +2025-10-11 13:41:43,446 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.524 Mixup Loss: 2.080 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.668 Tot. Loss: 3.272 +2025-10-11 13:44:08,912 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.504 Mixup Loss: 2.040 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.635 Tot. Loss: 3.178 +2025-10-11 13:46:34,708 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.512 Mixup Loss: 2.001 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.659 Tot. Loss: 3.172 +2025-10-11 13:49:00,566 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.504 Mixup Loss: 2.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.641 Tot. Loss: 3.148 +2025-10-11 13:51:26,205 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.483 Mixup Loss: 2.009 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.612 Tot. Loss: 3.104 +2025-10-11 13:53:52,122 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.471 Mixup Loss: 1.994 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.610 Tot. Loss: 3.075 +2025-10-11 13:56:17,501 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.503 Mixup Loss: 1.993 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.652 Tot. Loss: 3.148 +2025-10-11 13:58:43,515 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.466 Mixup Loss: 1.946 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.596 Tot. Loss: 3.007 +2025-10-11 14:01:08,900 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.501 Mixup Loss: 1.949 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.636 Tot. Loss: 3.086 +2025-10-11 14:03:34,696 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.460 Mixup Loss: 1.937 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.607 Tot. Loss: 3.004 +2025-10-11 14:06:02,393 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.176 FPR: 61.646 AUROC: 86.782 AUPR: 49.634 AURC: 32.472 EAURC: 22.443 AUPR Succ.: 97.475 ECE: 4.869 NLL: 5.360 Brier: 20.922 +2025-10-11 14:08:12,650 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.292 FPR: 62.679 AUROC: 86.627 AUPR: 48.987 AURC: 32.375 EAURC: 22.518 AUPR Succ.: 97.470 ECE: 5.178 NLL: 5.385 Brier: 20.945 +2025-10-11 14:08:12,656 INFO Original Model Accuracy improved from 78.81 to 86.18!!! +2025-10-11 14:08:13,881 INFO EMA Model Accuracy improved from 78.80 to 86.29!!! +2025-10-11 14:08:15,161 INFO ####### --- Training Epoch 3 --- ####### +2025-10-11 14:11:49,047 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.462 Mixup Loss: 1.909 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.587 Tot. Loss: 2.958 +2025-10-11 14:14:14,240 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.441 Mixup Loss: 1.904 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.572 Tot. Loss: 2.916 +2025-10-11 14:16:39,281 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.486 Mixup Loss: 1.968 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.614 Tot. Loss: 3.068 +2025-10-11 14:19:05,261 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.456 Mixup Loss: 1.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.568 Tot. Loss: 2.912 +2025-10-11 14:21:30,573 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.472 Mixup Loss: 1.929 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.617 Tot. Loss: 3.018 +2025-10-11 14:23:56,403 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.494 Mixup Loss: 1.885 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.619 Tot. Loss: 2.998 +2025-10-11 14:26:21,965 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.448 Mixup Loss: 1.872 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.593 Tot. Loss: 2.914 +2025-10-11 14:28:47,846 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.457 Mixup Loss: 1.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.574 Tot. Loss: 2.873 +2025-10-11 14:31:13,862 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.427 Mixup Loss: 1.845 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.580 Tot. Loss: 2.852 +2025-10-11 14:33:39,259 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.432 Mixup Loss: 1.815 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.542 Tot. Loss: 2.790 +2025-10-11 14:36:05,345 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.431 Mixup Loss: 1.816 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.556 Tot. Loss: 2.803 +2025-10-11 14:38:30,774 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.468 Mixup Loss: 1.856 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.587 Tot. Loss: 2.912 +2025-10-11 14:40:56,776 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.426 Mixup Loss: 1.797 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.571 Tot. Loss: 2.794 +2025-10-11 14:43:22,260 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.432 Mixup Loss: 1.781 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.574 Tot. Loss: 2.787 +2025-10-11 14:45:48,199 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.424 Mixup Loss: 1.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.552 Tot. Loss: 2.788 +2025-10-11 14:48:13,712 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.446 Mixup Loss: 1.811 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.586 Tot. Loss: 2.843 +2025-10-11 14:50:39,831 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.440 Mixup Loss: 1.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.567 Tot. Loss: 2.813 +2025-10-11 14:53:05,354 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.395 Mixup Loss: 1.768 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.555 Tot. Loss: 2.718 +2025-10-11 14:55:31,486 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.417 Mixup Loss: 1.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.549 Tot. Loss: 2.723 +2025-10-11 14:57:57,001 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.394 Mixup Loss: 1.783 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.533 Tot. Loss: 2.710 +2025-10-11 15:00:22,889 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.406 Mixup Loss: 1.770 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.548 Tot. Loss: 2.724 +2025-10-11 15:02:48,377 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.409 Mixup Loss: 1.743 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 2.704 +2025-10-11 15:05:14,505 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.437 Mixup Loss: 1.770 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.746 +2025-10-11 15:07:40,441 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.399 Mixup Loss: 1.728 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 2.643 +2025-10-11 15:10:05,810 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.439 Mixup Loss: 1.773 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.567 Tot. Loss: 2.779 +2025-10-11 15:12:31,808 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.414 Mixup Loss: 1.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.694 +2025-10-11 15:14:57,266 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.386 Mixup Loss: 1.731 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.532 Tot. Loss: 2.649 +2025-10-11 15:17:23,254 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.387 Mixup Loss: 1.701 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 2.603 +2025-10-11 15:19:48,857 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.408 Mixup Loss: 1.720 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.666 +2025-10-11 15:22:14,996 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.423 Mixup Loss: 1.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.529 Tot. Loss: 2.670 +2025-10-11 15:24:40,486 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.387 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.578 +2025-10-11 15:27:06,857 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.388 Mixup Loss: 1.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.604 +2025-10-11 15:29:32,486 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.405 Mixup Loss: 1.701 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.633 +2025-10-11 15:31:58,635 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.397 Mixup Loss: 1.677 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.524 Tot. Loss: 2.597 +2025-10-11 15:34:24,174 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.408 Mixup Loss: 1.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.530 Tot. Loss: 2.661 +2025-10-11 15:36:50,274 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.387 Mixup Loss: 1.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.585 +2025-10-11 15:39:15,825 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.386 Mixup Loss: 1.651 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 2.552 +2025-10-11 15:41:41,709 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.395 Mixup Loss: 1.697 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.611 +2025-10-11 15:44:07,654 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.393 Mixup Loss: 1.685 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.606 +2025-10-11 15:46:33,012 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.401 Mixup Loss: 1.677 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.599 +2025-10-11 15:48:59,113 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.397 Mixup Loss: 1.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.510 Tot. Loss: 2.585 +2025-10-11 15:51:24,404 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.389 Mixup Loss: 1.644 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.544 +2025-10-11 15:53:50,317 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.402 Mixup Loss: 1.649 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 2.547 +2025-10-11 15:56:15,598 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.397 Mixup Loss: 1.624 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 2.514 +2025-10-11 15:58:41,585 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.383 Mixup Loss: 1.622 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 2.498 +2025-10-11 16:01:06,870 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.359 Mixup Loss: 1.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 2.468 +2025-10-11 16:03:32,644 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.396 Mixup Loss: 1.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.577 +2025-10-11 16:05:57,989 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.368 Mixup Loss: 1.617 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 2.470 +2025-10-11 16:08:23,699 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.405 Mixup Loss: 1.650 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.535 Tot. Loss: 2.590 +2025-10-11 16:10:48,904 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.364 Mixup Loss: 1.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 2.463 +2025-10-11 16:13:17,624 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.190 FPR: 59.906 AUROC: 87.468 AUPR: 49.144 AURC: 28.100 EAURC: 19.521 AUPR Succ.: 97.823 ECE: 1.573 NLL: 4.622 Brier: 19.064 +2025-10-11 16:15:29,208 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.160 FPR: 59.798 AUROC: 87.432 AUPR: 49.046 AURC: 28.285 EAURC: 19.665 AUPR Succ.: 97.807 ECE: 1.912 NLL: 4.675 Brier: 19.134 +2025-10-11 16:15:29,214 INFO Original Model Accuracy improved from 86.18 to 87.19!!! +2025-10-11 16:15:30,540 INFO EMA Model Accuracy improved from 86.29 to 87.16!!! +2025-10-11 16:15:31,828 INFO ####### --- Training Epoch 4 --- ####### +2025-10-11 16:19:07,966 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.370 Mixup Loss: 1.604 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 2.448 +2025-10-11 16:21:33,324 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.350 Mixup Loss: 1.626 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.437 +2025-10-11 16:23:58,227 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.395 Mixup Loss: 1.639 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.561 +2025-10-11 16:26:24,345 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.373 Mixup Loss: 1.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 2.458 +2025-10-11 16:28:49,625 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.385 Mixup Loss: 1.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.518 +2025-10-11 16:31:15,934 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.406 Mixup Loss: 1.630 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.539 Tot. Loss: 2.575 +2025-10-11 16:33:41,401 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.375 Mixup Loss: 1.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.491 Tot. Loss: 2.468 +2025-10-11 16:36:07,704 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.378 Mixup Loss: 1.606 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.498 Tot. Loss: 2.482 +2025-10-11 16:38:33,158 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.351 Mixup Loss: 1.620 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.435 +2025-10-11 16:40:59,672 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.361 Mixup Loss: 1.568 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.421 +2025-10-11 16:43:25,071 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.362 Mixup Loss: 1.573 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 2.406 +2025-10-11 16:45:51,210 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.395 Mixup Loss: 1.611 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 2.515 +2025-10-11 16:48:16,528 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.354 Mixup Loss: 1.567 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.384 +2025-10-11 16:50:42,768 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.362 Mixup Loss: 1.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 2.401 +2025-10-11 16:53:08,172 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.357 Mixup Loss: 1.577 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 2.406 +2025-10-11 16:55:34,507 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.380 Mixup Loss: 1.587 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 2.461 +2025-10-11 16:58:00,577 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.372 Mixup Loss: 1.587 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.501 Tot. Loss: 2.460 +2025-10-11 17:00:26,084 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.333 Mixup Loss: 1.562 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 2.352 +2025-10-11 17:02:52,309 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.352 Mixup Loss: 1.563 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.482 Tot. Loss: 2.396 +2025-10-11 17:05:17,726 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.331 Mixup Loss: 1.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.345 +2025-10-11 17:07:43,800 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.343 Mixup Loss: 1.543 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.350 +2025-10-11 17:10:09,266 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.350 Mixup Loss: 1.557 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 2.380 +2025-10-11 17:12:35,508 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.374 Mixup Loss: 1.565 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.430 +2025-10-11 17:15:00,892 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.337 Mixup Loss: 1.546 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 2.326 +2025-10-11 17:17:27,140 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.379 Mixup Loss: 1.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.503 Tot. Loss: 2.460 +2025-10-11 17:19:52,543 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.356 Mixup Loss: 1.555 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 2.388 +2025-10-11 17:22:18,599 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.330 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 2.330 +2025-10-11 17:24:43,917 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.332 Mixup Loss: 1.531 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 2.317 +2025-10-11 17:27:10,304 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.355 Mixup Loss: 1.554 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 2.384 +2025-10-11 17:29:35,657 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.368 Mixup Loss: 1.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 2.405 +2025-10-11 17:32:01,804 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.334 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 2.295 +2025-10-11 17:34:28,424 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.333 Mixup Loss: 1.535 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 2.317 +2025-10-11 17:36:53,917 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.345 Mixup Loss: 1.529 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 2.342 +2025-10-11 17:39:20,208 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.343 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 2.296 +2025-10-11 17:41:45,491 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.352 Mixup Loss: 1.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.364 +2025-10-11 17:44:11,829 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.332 Mixup Loss: 1.529 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 2.321 +2025-10-11 17:46:37,209 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.333 Mixup Loss: 1.520 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 2.290 +2025-10-11 17:49:03,718 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.351 Mixup Loss: 1.516 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 2.318 +2025-10-11 17:51:29,181 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.344 Mixup Loss: 1.541 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.344 +2025-10-11 17:53:55,391 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.348 Mixup Loss: 1.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 2.340 +2025-10-11 17:56:20,988 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.342 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.307 +2025-10-11 17:58:47,496 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.345 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 2.317 +2025-10-11 18:01:13,064 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.352 Mixup Loss: 1.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.308 +2025-10-11 18:03:39,621 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.347 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.290 +2025-10-11 18:06:05,251 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.338 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.270 +2025-10-11 18:08:31,430 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.316 Mixup Loss: 1.500 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.241 +2025-10-11 18:10:57,701 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.353 Mixup Loss: 1.527 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 2.340 +2025-10-11 18:13:23,184 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.325 Mixup Loss: 1.476 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.224 +2025-10-11 18:15:49,430 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.360 Mixup Loss: 1.512 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.330 +2025-10-11 18:18:14,837 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.322 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 2.259 +2025-10-11 18:20:43,341 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.622 FPR: 58.846 AUROC: 87.845 AUPR: 49.361 AURC: 26.206 EAURC: 18.208 AUPR Succ.: 97.977 ECE: 0.946 NLL: 4.366 Brier: 18.338 +2025-10-11 18:22:54,016 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.492 FPR: 59.114 AUROC: 87.787 AUPR: 49.673 AURC: 26.725 EAURC: 18.555 AUPR Succ.: 97.936 ECE: 1.184 NLL: 4.449 Brier: 18.509 +2025-10-11 18:22:54,022 INFO Original Model Accuracy improved from 87.19 to 87.62!!! +2025-10-11 18:22:55,329 INFO EMA Model Accuracy improved from 87.16 to 87.49!!! +2025-10-11 18:22:56,774 INFO ####### --- Training Epoch 5 --- ####### +2025-10-11 18:26:32,915 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.328 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 2.235 +2025-10-11 18:28:57,690 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.311 Mixup Loss: 1.474 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.208 +2025-10-11 18:31:23,975 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.352 Mixup Loss: 1.521 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.331 +2025-10-11 18:33:49,243 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.330 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.248 +2025-10-11 18:36:15,767 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.346 Mixup Loss: 1.515 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.325 +2025-10-11 18:38:41,283 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.364 Mixup Loss: 1.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.330 +2025-10-11 18:41:07,823 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.332 Mixup Loss: 1.493 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.282 +2025-10-11 18:43:33,161 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.337 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.264 +2025-10-11 18:45:59,522 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.310 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 2.229 +2025-10-11 18:48:25,700 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.324 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 2.222 +2025-10-11 18:50:51,292 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.324 Mixup Loss: 1.475 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 2.233 +2025-10-11 18:53:17,802 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.352 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 2.339 +2025-10-11 18:55:43,537 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.315 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.175 +2025-10-11 18:58:10,270 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.325 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.205 +2025-10-11 19:00:35,798 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.324 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 2.203 +2025-10-11 19:03:02,356 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.338 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.472 Tot. Loss: 2.294 +2025-10-11 19:05:27,786 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.338 Mixup Loss: 1.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 2.271 +2025-10-11 19:07:54,103 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.299 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.172 +2025-10-11 19:10:19,569 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.315 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.211 +2025-10-11 19:12:45,829 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.297 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.180 +2025-10-11 19:15:11,418 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.309 Mixup Loss: 1.469 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 2.195 +2025-10-11 19:17:38,070 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.313 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 2.193 +2025-10-11 19:20:03,414 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.338 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 2.263 +2025-10-11 19:22:29,708 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.302 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 2.178 +2025-10-11 19:24:55,899 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.346 Mixup Loss: 1.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.305 +2025-10-11 19:27:21,313 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.320 Mixup Loss: 1.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.214 +2025-10-11 19:29:47,459 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.294 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.168 +2025-10-11 19:32:12,794 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.298 Mixup Loss: 1.449 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.181 +2025-10-11 19:34:39,115 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.323 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.194 +2025-10-11 19:37:04,612 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.335 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 2.220 +2025-10-11 19:39:31,177 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.303 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.135 +2025-10-11 19:41:56,763 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.300 Mixup Loss: 1.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.142 +2025-10-11 19:44:23,463 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.310 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.167 +2025-10-11 19:46:48,986 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.310 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.133 +2025-10-11 19:49:15,377 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.316 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.201 +2025-10-11 19:51:40,741 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.301 Mixup Loss: 1.449 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.153 +2025-10-11 19:54:07,197 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.302 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 2.107 +2025-10-11 19:56:32,758 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.318 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.208 +2025-10-11 19:58:58,987 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.313 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.180 +2025-10-11 20:01:25,190 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.315 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.177 +2025-10-11 20:03:50,757 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.311 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 2.177 +2025-10-11 20:06:17,193 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.313 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.409 Tot. Loss: 2.141 +2025-10-11 20:08:42,659 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.321 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.179 +2025-10-11 20:11:09,132 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.311 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.412 Tot. Loss: 2.140 +2025-10-11 20:13:34,614 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.309 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.126 +2025-10-11 20:16:00,969 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.288 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.100 +2025-10-11 20:18:26,501 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.318 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.409 Tot. Loss: 2.167 +2025-10-11 20:20:52,908 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.296 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.125 +2025-10-11 20:23:18,474 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.330 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.190 +2025-10-11 20:25:45,105 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.294 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.094 +2025-10-11 20:28:13,405 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.892 FPR: 57.565 AUROC: 88.150 AUPR: 49.454 AURC: 24.952 EAURC: 17.307 AUPR Succ.: 98.082 ECE: 0.783 NLL: 4.215 Brier: 17.868 +2025-10-11 20:30:23,983 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.788 FPR: 57.861 AUROC: 87.972 AUPR: 49.386 AURC: 25.562 EAURC: 17.782 AUPR Succ.: 98.027 ECE: 0.910 NLL: 4.299 Brier: 18.071 +2025-10-11 20:30:23,989 INFO Original Model Accuracy improved from 87.62 to 87.89!!! +2025-10-11 20:30:25,423 INFO EMA Model Accuracy improved from 87.49 to 87.79!!! +2025-10-11 20:30:26,957 INFO ####### --- Training Epoch 6 --- ####### +2025-10-11 20:34:01,257 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.299 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 2.108 +2025-10-11 20:36:27,071 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.283 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.070 +2025-10-11 20:38:52,212 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.320 Mixup Loss: 1.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.230 +2025-10-11 20:41:18,285 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.301 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.134 +2025-10-11 20:43:44,575 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.315 Mixup Loss: 1.440 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 2.183 +2025-10-11 20:46:10,091 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.332 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 2.209 +2025-10-11 20:48:36,456 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.310 Mixup Loss: 1.433 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.409 Tot. Loss: 2.153 +2025-10-11 20:51:01,763 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.308 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.117 +2025-10-11 20:53:28,183 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.281 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.084 +2025-10-11 20:55:53,701 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.294 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.093 +2025-10-11 20:58:20,297 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.299 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 2.101 +2025-10-11 21:00:45,881 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.326 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.204 +2025-10-11 21:03:12,287 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.288 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.105 +2025-10-11 21:05:37,873 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.297 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.097 +2025-10-11 21:08:04,512 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.298 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.409 Tot. Loss: 2.115 +2025-10-11 21:10:30,068 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.313 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 2.160 +2025-10-11 21:12:56,488 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.311 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.133 +2025-10-11 21:15:22,583 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.273 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.038 +2025-10-11 21:17:48,630 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.285 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 2.066 +2025-10-11 21:20:15,279 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.270 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.029 +2025-10-11 21:22:40,910 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.281 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 2.040 +2025-10-11 21:25:07,593 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.287 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.053 +2025-10-11 21:27:33,397 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.312 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 2.174 +2025-10-11 21:30:00,271 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.276 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.063 +2025-10-11 21:32:25,938 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.319 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.160 +2025-10-11 21:34:52,207 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.292 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.072 +2025-10-11 21:37:17,668 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.272 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 2.040 +2025-10-11 21:39:44,056 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.273 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.060 +2025-10-11 21:42:09,580 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.297 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.107 +2025-10-11 21:44:36,283 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.308 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 2.152 +2025-10-11 21:47:01,836 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.275 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.027 +2025-10-11 21:49:28,300 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.278 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.064 +2025-10-11 21:51:54,243 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.282 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.084 +2025-10-11 21:54:20,521 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.283 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.027 +2025-10-11 21:56:47,159 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.290 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.065 +2025-10-11 21:59:12,665 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.278 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.033 +2025-10-11 22:01:39,231 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.275 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 2.000 +2025-10-11 22:04:04,654 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.297 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.399 Tot. Loss: 2.079 +2025-10-11 22:06:31,133 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.289 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 2.082 +2025-10-11 22:08:56,546 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.286 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.075 +2025-10-11 22:11:22,864 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.285 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 2.041 +2025-10-11 22:13:48,361 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.287 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.400 Tot. Loss: 2.064 +2025-10-11 22:16:14,899 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.295 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.080 +2025-10-11 22:18:40,608 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.285 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.042 +2025-10-11 22:21:06,949 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.287 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 2.024 +2025-10-11 22:23:32,478 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.264 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.981 +2025-10-11 22:25:58,844 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.294 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.116 +2025-10-11 22:28:24,799 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.272 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.990 +2025-10-11 22:30:50,942 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.304 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.091 +2025-10-11 22:33:17,317 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.270 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.973 +2025-10-11 22:35:45,107 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 88.068 FPR: 57.073 AUROC: 88.339 AUPR: 49.418 AURC: 24.176 EAURC: 16.757 AUPR Succ.: 98.146 ECE: 0.792 NLL: 4.120 Brier: 17.563 +2025-10-11 22:37:57,586 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 88.028 FPR: 57.551 AUROC: 88.155 AUPR: 49.199 AURC: 24.592 EAURC: 17.121 AUPR Succ.: 98.105 ECE: 0.868 NLL: 4.182 Brier: 17.708 +2025-10-11 22:37:57,592 INFO Original Model Accuracy improved from 87.89 to 88.07!!! +2025-10-11 22:37:58,870 INFO EMA Model Accuracy improved from 87.79 to 88.03!!! +2025-10-11 22:38:00,191 INFO ####### --- Training Epoch 7 --- ####### +2025-10-11 22:41:33,774 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.275 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 2.001 +2025-10-11 22:43:59,541 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.261 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.987 +2025-10-11 22:46:24,393 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.296 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.118 +2025-10-11 22:48:50,570 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.277 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 2.024 +2025-10-11 22:51:15,989 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.290 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.082 +2025-10-11 22:53:42,542 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.309 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 2.122 +2025-10-11 22:56:08,072 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.286 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 2.045 +2025-10-11 22:58:34,808 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.286 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.039 +2025-10-11 23:01:00,247 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.261 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.994 +2025-10-11 23:03:26,797 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.273 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.996 +2025-10-11 23:05:52,317 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.276 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 2.007 +2025-10-11 23:08:19,014 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.301 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 2.113 +2025-10-11 23:10:45,661 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.266 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.952 +2025-10-11 23:13:11,325 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.278 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.999 +2025-10-11 23:15:37,871 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.280 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 2.019 +2025-10-11 23:18:03,427 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.288 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.044 +2025-10-11 23:20:29,991 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.288 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.035 +2025-10-11 23:22:55,395 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.251 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.956 +2025-10-11 23:25:21,787 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.265 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.974 +2025-10-11 23:27:47,159 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.247 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.916 +2025-10-11 23:30:13,733 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.261 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 1.962 +2025-10-11 23:32:39,294 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.264 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.979 +2025-10-11 23:35:05,854 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.291 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.066 +2025-10-11 23:37:31,457 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.255 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.951 +2025-10-11 23:39:57,916 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.290 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.046 +2025-10-11 23:42:23,515 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.271 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.993 +2025-10-11 23:44:49,821 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.254 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.946 +2025-10-11 23:47:15,920 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.255 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.946 +2025-10-11 23:49:41,634 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.277 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 1.994 +2025-10-11 23:52:08,190 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.287 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.026 +2025-10-11 23:54:33,638 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.253 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.912 +2025-10-11 23:57:00,173 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.256 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.957 +2025-10-11 23:59:25,593 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.262 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.996 +2025-10-12 00:01:51,932 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.265 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.936 +2025-10-12 00:04:17,272 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.268 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.993 +2025-10-12 00:06:43,814 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.255 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.975 +2025-10-12 00:09:09,388 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.259 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.940 +2025-10-12 00:11:35,891 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.277 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.990 +2025-10-12 00:14:01,365 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.269 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.977 +2025-10-12 00:16:28,009 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.264 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 1.980 +2025-10-12 00:18:53,636 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.267 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 1.959 +2025-10-12 00:21:20,108 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.269 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.380 Tot. Loss: 1.993 +2025-10-12 00:23:46,602 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.274 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.969 +2025-10-12 00:26:12,421 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.266 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.947 +2025-10-12 00:28:39,379 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.265 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.925 +2025-10-12 00:31:04,969 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.242 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.909 +2025-10-12 00:33:31,537 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.272 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.002 +2025-10-12 00:35:57,386 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.252 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.927 +2025-10-12 00:38:24,554 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.285 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.988 +2025-10-12 00:40:50,203 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.251 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 1.933 +2025-10-12 00:43:17,307 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.162 FPR: 56.564 AUROC: 88.578 AUPR: 50.037 AURC: 23.578 EAURC: 16.277 AUPR Succ.: 98.200 ECE: 0.877 NLL: 4.059 Brier: 17.352 +2025-10-12 00:45:30,225 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.180 FPR: 56.971 AUROC: 88.353 AUPR: 49.339 AURC: 23.870 EAURC: 16.591 AUPR Succ.: 98.166 ECE: 0.714 NLL: 4.097 Brier: 17.436 +2025-10-12 00:45:30,231 INFO Original Model Accuracy improved from 88.07 to 88.16!!! +2025-10-12 00:45:31,457 INFO EMA Model Accuracy improved from 88.03 to 88.18!!! +2025-10-12 00:45:32,711 INFO ####### --- Training Epoch 8 --- ####### +2025-10-12 00:49:08,197 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.935 +2025-10-12 00:51:33,012 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.240 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.890 +2025-10-12 00:53:59,390 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.277 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.034 +2025-10-12 00:56:24,738 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.259 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.926 +2025-10-12 00:58:51,559 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.272 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.400 Tot. Loss: 2.032 +2025-10-12 01:01:18,050 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.290 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.399 Tot. Loss: 2.050 +2025-10-12 01:03:44,013 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.268 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 1.982 +2025-10-12 01:06:10,595 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.267 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.954 +2025-10-12 01:08:36,387 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.242 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.913 +2025-10-12 01:11:02,957 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.255 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.896 +2025-10-12 01:13:28,394 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.258 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.937 +2025-10-12 01:15:54,850 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.281 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.032 +2025-10-12 01:18:20,561 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.248 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.888 +2025-10-12 01:20:47,687 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.255 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.900 +2025-10-12 01:23:13,402 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.261 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.952 +2025-10-12 01:25:39,825 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.268 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 1.997 +2025-10-12 01:28:05,451 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.269 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.970 +2025-10-12 01:30:32,101 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.234 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.875 +2025-10-12 01:32:57,838 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.247 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.912 +2025-10-12 01:35:24,783 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.229 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.853 +2025-10-12 01:37:51,008 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.244 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.877 +2025-10-12 01:40:16,787 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.246 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.887 +2025-10-12 01:42:43,246 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.273 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.977 +2025-10-12 01:45:08,879 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.239 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.867 +2025-10-12 01:47:35,449 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.267 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.966 +2025-10-12 01:50:01,053 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.251 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.908 +2025-10-12 01:52:27,491 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.237 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.892 +2025-10-12 01:54:53,093 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.236 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.873 +2025-10-12 01:57:20,000 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.258 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.941 +2025-10-12 01:59:45,601 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.268 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.951 +2025-10-12 02:02:12,309 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.234 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.851 +2025-10-12 02:04:37,868 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.237 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.875 +2025-10-12 02:07:04,754 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.242 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.900 +2025-10-12 02:09:30,317 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.248 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.889 +2025-10-12 02:11:57,045 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.248 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.907 +2025-10-12 02:14:23,418 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.237 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.893 +2025-10-12 02:16:49,333 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.241 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.873 +2025-10-12 02:19:15,904 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.258 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.923 +2025-10-12 02:21:41,729 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.250 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.905 +2025-10-12 02:24:08,402 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.244 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.895 +2025-10-12 02:26:34,060 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.249 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.894 +2025-10-12 02:29:01,354 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.250 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.882 +2025-10-12 02:31:27,076 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.258 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.923 +2025-10-12 02:33:53,610 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.251 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.888 +2025-10-12 02:36:19,198 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.248 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.877 +2025-10-12 02:38:45,738 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.227 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.826 +2025-10-12 02:41:11,364 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.256 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.920 +2025-10-12 02:43:37,986 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.237 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.843 +2025-10-12 02:46:03,615 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.267 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.957 +2025-10-12 02:48:29,978 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.235 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.837 +2025-10-12 02:51:02,325 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.218 FPR: 55.746 AUROC: 88.708 AUPR: 50.585 AURC: 23.255 EAURC: 16.025 AUPR Succ.: 98.228 ECE: 1.056 NLL: 4.014 Brier: 17.210 +2025-10-12 02:53:13,518 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.240 FPR: 56.037 AUROC: 88.600 AUPR: 50.475 AURC: 23.348 EAURC: 16.145 AUPR Succ.: 98.215 ECE: 0.848 NLL: 4.037 Brier: 17.240 +2025-10-12 02:53:13,525 INFO Original Model Accuracy improved from 88.16 to 88.22!!! +2025-10-12 02:53:14,697 INFO EMA Model Accuracy improved from 88.18 to 88.24!!! +2025-10-12 02:53:15,949 INFO ####### --- Training Epoch 9 --- ####### +2025-10-12 02:56:51,447 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.236 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.870 +2025-10-12 02:59:16,212 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.222 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.822 +2025-10-12 03:01:42,494 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.259 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 1.945 +2025-10-12 03:04:07,820 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.239 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.869 +2025-10-12 03:06:34,360 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.254 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.935 +2025-10-12 03:08:59,940 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.272 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.940 +2025-10-12 03:11:26,706 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.251 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.904 +2025-10-12 03:13:52,289 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.250 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.897 +2025-10-12 03:16:18,519 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.223 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.821 +2025-10-12 03:18:43,950 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.238 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.863 +2025-10-12 03:21:10,446 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.243 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.890 +2025-10-12 03:23:35,994 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.263 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.945 +2025-10-12 03:26:02,537 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.232 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.820 +2025-10-12 03:28:28,586 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.241 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.876 +2025-10-12 03:30:54,491 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.248 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.896 +2025-10-12 03:33:21,018 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.252 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.906 +2025-10-12 03:35:46,348 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.248 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.896 +2025-10-12 03:38:12,831 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.218 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.813 +2025-10-12 03:40:38,317 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.229 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.846 +2025-10-12 03:43:04,933 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.215 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.812 +2025-10-12 03:45:30,543 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.228 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.826 +2025-10-12 03:47:57,013 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.230 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.827 +2025-10-12 03:50:22,638 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.254 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.924 +2025-10-12 03:52:49,240 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.222 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.821 +2025-10-12 03:55:15,105 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.249 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.926 +2025-10-12 03:57:41,983 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.234 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.850 +2025-10-12 04:00:07,482 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.221 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.801 +2025-10-12 04:02:34,010 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.224 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.811 +2025-10-12 04:05:00,152 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.246 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.894 +2025-10-12 04:07:25,835 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.252 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.882 +2025-10-12 04:09:52,480 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.218 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.798 +2025-10-12 04:12:17,995 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.222 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.807 +2025-10-12 04:14:44,752 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.228 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.831 +2025-10-12 04:17:10,245 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.235 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.828 +2025-10-12 04:19:36,989 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.232 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.847 +2025-10-12 04:22:02,477 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.220 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.829 +2025-10-12 04:24:29,007 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.227 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.809 +2025-10-12 04:26:54,440 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.243 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.890 +2025-10-12 04:29:21,046 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.238 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.844 +2025-10-12 04:31:46,571 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.226 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.829 +2025-10-12 04:34:13,172 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.232 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.835 +2025-10-12 04:36:38,665 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.234 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.826 +2025-10-12 04:39:05,228 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.241 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.864 +2025-10-12 04:41:31,580 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.229 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.812 +2025-10-12 04:43:57,167 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.231 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.804 +2025-10-12 04:46:23,584 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.211 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.773 +2025-10-12 04:48:48,951 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.238 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.881 +2025-10-12 04:51:15,256 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.222 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.809 +2025-10-12 04:53:40,769 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.250 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.884 +2025-10-12 04:56:07,281 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.220 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.807 +2025-10-12 04:58:35,280 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.350 FPR: 56.052 AUROC: 88.669 AUPR: 50.138 AURC: 22.969 EAURC: 15.903 AUPR Succ.: 98.244 ECE: 1.209 NLL: 3.988 Brier: 17.106 +2025-10-12 05:00:46,275 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.328 FPR: 55.877 AUROC: 88.680 AUPR: 50.252 AURC: 22.998 EAURC: 15.905 AUPR Succ.: 98.243 ECE: 1.031 NLL: 3.997 Brier: 17.108 +2025-10-12 05:00:46,281 INFO Original Model Accuracy improved from 88.22 to 88.35!!! +2025-10-12 05:00:47,576 INFO EMA Model Accuracy improved from 88.24 to 88.33!!! +2025-10-12 05:00:48,877 INFO ####### --- Training Epoch 10 --- ####### +2025-10-12 05:04:22,608 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.802 +2025-10-12 05:06:48,520 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.779 +2025-10-12 05:09:13,815 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.242 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.870 +2025-10-12 05:11:40,436 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.225 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.822 +2025-10-12 05:14:05,852 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.240 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.904 +2025-10-12 05:16:32,681 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.259 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.907 +2025-10-12 05:18:58,886 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.237 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.853 +2025-10-12 05:21:25,293 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.237 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.836 +2025-10-12 05:23:52,147 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.210 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.780 +2025-10-12 05:26:17,905 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.225 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.793 +2025-10-12 05:28:44,422 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.228 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.824 +2025-10-12 05:31:10,098 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.248 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.876 +2025-10-12 05:33:37,083 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.218 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.773 +2025-10-12 05:36:02,838 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.225 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.793 +2025-10-12 05:38:29,529 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.235 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.814 +2025-10-12 05:40:54,976 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.233 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.865 +2025-10-12 05:43:21,612 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.234 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.843 +2025-10-12 05:45:47,181 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.781 CLS Loss: 0.205 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.750 +2025-10-12 05:48:13,860 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.217 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.803 +2025-10-12 05:50:39,399 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.203 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.747 +2025-10-12 05:53:05,908 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.214 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.789 +2025-10-12 05:55:31,974 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.218 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.798 +2025-10-12 05:57:58,160 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.237 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.853 +2025-10-12 06:00:24,861 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.208 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.762 +2025-10-12 06:02:50,448 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.234 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.862 +2025-10-12 06:05:17,088 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.218 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.810 +2025-10-12 06:07:42,784 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.210 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.774 +2025-10-12 06:10:09,445 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.211 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.772 +2025-10-12 06:12:34,819 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.229 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.830 +2025-10-12 06:15:01,272 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.237 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.855 +2025-10-12 06:17:26,625 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.207 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.759 +2025-10-12 06:19:53,400 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.209 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.761 +2025-10-12 06:22:19,174 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.213 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.788 +2025-10-12 06:24:45,636 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.220 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.765 +2025-10-12 06:27:11,323 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.217 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.799 +2025-10-12 06:29:37,881 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.207 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.763 +2025-10-12 06:32:03,974 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.775 +2025-10-12 06:34:30,182 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.229 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.795 +2025-10-12 06:36:56,689 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.809 +2025-10-12 06:39:22,283 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.212 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.765 +2025-10-12 06:41:48,953 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.218 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.794 +2025-10-12 06:44:14,348 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.223 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.800 +2025-10-12 06:46:40,900 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.226 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.813 +2025-10-12 06:49:06,534 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.217 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.747 +2025-10-12 06:51:33,208 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.217 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.804 +2025-10-12 06:53:58,728 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.200 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.735 +2025-10-12 06:56:25,444 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.223 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.817 +2025-10-12 06:58:51,156 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.211 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.761 +2025-10-12 07:01:17,744 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.237 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.822 +2025-10-12 07:03:43,409 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.207 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.729 +2025-10-12 07:06:27,695 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.362 FPR: 55.336 AUROC: 88.765 AUPR: 50.509 AURC: 22.808 EAURC: 15.757 AUPR Succ.: 98.260 ECE: 1.359 NLL: 3.976 Brier: 17.057 +2025-10-12 07:08:39,278 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.422 FPR: 55.519 AUROC: 88.669 AUPR: 49.864 AURC: 22.770 EAURC: 15.793 AUPR Succ.: 98.257 ECE: 1.206 NLL: 3.975 Brier: 17.031 +2025-10-12 07:08:39,284 INFO Original Model Accuracy improved from 88.35 to 88.36!!! +2025-10-12 07:08:40,555 INFO EMA Model Accuracy improved from 88.33 to 88.42!!! +2025-10-12 07:08:41,823 INFO ####### --- Training Epoch 11 --- ####### +2025-10-12 07:12:17,161 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.213 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.779 +2025-10-12 07:14:42,890 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.196 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.721 +2025-10-12 07:17:08,258 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.228 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.841 +2025-10-12 07:19:34,544 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.213 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.743 +2025-10-12 07:21:59,983 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.227 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.825 +2025-10-12 07:24:26,267 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.244 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.849 +2025-10-12 07:26:51,648 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.227 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.792 +2025-10-12 07:29:17,923 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.225 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.834 +2025-10-12 07:31:43,281 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.199 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.764 +2025-10-12 07:34:09,733 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.213 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.746 +2025-10-12 07:36:35,188 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.217 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.753 +2025-10-12 07:39:01,740 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.235 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.869 +2025-10-12 07:41:27,096 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.207 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.727 +2025-10-12 07:43:53,819 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.213 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.750 +2025-10-12 07:46:19,345 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.224 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.789 +2025-10-12 07:48:45,881 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.222 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.812 +2025-10-12 07:51:12,146 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.223 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.820 +2025-10-12 07:53:37,715 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.906 CLS Loss: 0.193 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.730 +2025-10-12 07:56:04,159 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.202 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.743 +2025-10-12 07:58:29,730 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.190 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.677 +2025-10-12 08:00:56,411 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.203 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.754 +2025-10-12 08:03:21,943 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.209 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.752 +2025-10-12 08:05:48,353 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.223 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.826 +2025-10-12 08:08:13,698 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.734 +2025-10-12 08:10:40,222 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.219 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.804 +2025-10-12 08:13:05,856 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.205 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.735 +2025-10-12 08:15:32,555 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.844 CLS Loss: 0.201 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.738 +2025-10-12 08:17:58,287 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.201 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.732 +2025-10-12 08:20:24,942 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.218 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.777 +2025-10-12 08:22:50,812 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.227 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.811 +2025-10-12 08:25:17,313 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.781 CLS Loss: 0.194 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.692 +2025-10-12 08:27:43,717 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.200 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.731 +2025-10-12 08:30:09,334 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.202 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.744 +2025-10-12 08:32:35,853 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.212 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.729 +2025-10-12 08:35:01,460 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.203 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.740 +2025-10-12 08:37:28,070 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.196 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.717 +2025-10-12 08:39:53,666 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.203 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.758 +2025-10-12 08:42:20,372 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.215 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.767 +2025-10-12 08:44:46,052 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.213 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.782 +2025-10-12 08:47:12,758 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.719 +2025-10-12 08:49:38,374 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.208 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.730 +2025-10-12 08:52:05,037 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.211 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.747 +2025-10-12 08:54:30,535 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.214 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.776 +2025-10-12 08:56:57,230 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.204 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.746 +2025-10-12 08:59:23,032 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.207 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.717 +2025-10-12 09:01:49,219 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.675 +2025-10-12 09:04:15,406 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.213 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.774 +2025-10-12 09:06:40,999 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.712 +2025-10-12 09:09:07,320 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.227 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.798 +2025-10-12 09:11:32,631 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.196 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.699 +2025-10-12 09:14:21,237 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.462 FPR: 55.937 AUROC: 88.671 AUPR: 49.752 AURC: 22.672 EAURC: 15.744 AUPR Succ.: 98.263 ECE: 1.587 NLL: 3.969 Brier: 17.016 +2025-10-12 09:16:35,884 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.446 FPR: 55.392 AUROC: 88.721 AUPR: 49.876 AURC: 22.634 EAURC: 15.686 AUPR Succ.: 98.269 ECE: 1.394 NLL: 3.964 Brier: 16.982 +2025-10-12 09:16:35,890 INFO Original Model Accuracy improved from 88.36 to 88.46!!! +2025-10-12 09:16:37,134 INFO EMA Model Accuracy improved from 88.42 to 88.45!!! +2025-10-12 09:16:38,444 INFO ####### --- Training Epoch 12 --- ####### +2025-10-12 09:20:13,632 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.199 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.704 +2025-10-12 09:22:38,525 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.186 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.662 +2025-10-12 09:25:04,768 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.216 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.790 +2025-10-12 09:27:30,110 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.201 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.728 +2025-10-12 09:29:56,697 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.216 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.769 +2025-10-12 09:32:22,170 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.232 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.815 +2025-10-12 09:34:48,970 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.214 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.799 +2025-10-12 09:37:14,507 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.213 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.745 +2025-10-12 09:39:41,263 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.189 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.717 +2025-10-12 09:42:07,671 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.204 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.723 +2025-10-12 09:44:33,548 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.205 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.731 +2025-10-12 09:47:00,155 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.224 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.835 +2025-10-12 09:49:25,770 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.688 +2025-10-12 09:51:52,364 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.203 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.699 +2025-10-12 09:54:17,983 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.212 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.729 +2025-10-12 09:56:44,685 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.210 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.755 +2025-10-12 09:59:10,267 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.214 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.760 +2025-10-12 10:01:36,903 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.184 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.703 +2025-10-12 10:04:02,376 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.193 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.725 +2025-10-12 10:06:29,048 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.180 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.671 +2025-10-12 10:08:54,528 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.193 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.677 +2025-10-12 10:11:21,110 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.720 +2025-10-12 10:13:46,731 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.213 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.764 +2025-10-12 10:16:13,551 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.188 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.686 +2025-10-12 10:18:40,043 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.207 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.776 +2025-10-12 10:21:05,696 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.193 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.710 +2025-10-12 10:23:32,032 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.191 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.705 +2025-10-12 10:25:57,650 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.189 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.692 +2025-10-12 10:28:24,206 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.207 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.720 +2025-10-12 10:30:49,583 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.217 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.772 +2025-10-12 10:33:16,103 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.663 +2025-10-12 10:35:41,575 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.709 +2025-10-12 10:38:08,081 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.721 +2025-10-12 10:40:33,502 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.203 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.692 +2025-10-12 10:43:00,068 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.194 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.679 +2025-10-12 10:45:25,828 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.184 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.695 +2025-10-12 10:47:52,602 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.195 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.699 +2025-10-12 10:50:18,393 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.205 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.712 +2025-10-12 10:52:45,250 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.202 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.738 +2025-10-12 10:55:11,837 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.187 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.703 +2025-10-12 10:57:37,744 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.198 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.722 +2025-10-12 11:00:04,498 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.200 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.730 +2025-10-12 11:02:30,485 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.206 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.715 +2025-10-12 11:04:57,481 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.197 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.679 +2025-10-12 11:07:23,151 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.197 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.696 +2025-10-12 11:09:49,925 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.177 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.648 +2025-10-12 11:12:15,405 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.200 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.753 +2025-10-12 11:14:42,150 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.189 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.707 +2025-10-12 11:17:07,734 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.216 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.734 +2025-10-12 11:19:34,269 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.650 +2025-10-12 11:22:01,932 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.460 FPR: 55.581 AUROC: 88.687 AUPR: 50.151 AURC: 22.673 EAURC: 15.743 AUPR Succ.: 98.263 ECE: 1.626 NLL: 3.971 Brier: 17.002 +2025-10-12 11:24:13,674 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.488 FPR: 55.577 AUROC: 88.710 AUPR: 49.945 AURC: 22.551 EAURC: 15.654 AUPR Succ.: 98.273 ECE: 1.532 NLL: 3.959 Brier: 16.956 +2025-10-12 11:24:13,680 INFO EMA Model Accuracy improved from 88.45 to 88.49!!! +2025-10-12 11:24:14,878 INFO ####### --- Training Epoch 13 --- ####### +2025-10-12 11:27:48,404 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.191 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.680 +2025-10-12 11:30:14,331 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.638 +2025-10-12 11:32:40,099 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.205 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.763 +2025-10-12 11:35:05,951 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.193 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.697 +2025-10-12 11:37:32,386 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.208 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.752 +2025-10-12 11:39:58,084 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.223 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.778 +2025-10-12 11:42:24,596 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.207 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.727 +2025-10-12 11:44:50,253 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.204 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.729 +2025-10-12 11:47:16,772 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.180 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.671 +2025-10-12 11:49:42,353 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.195 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.686 +2025-10-12 11:52:08,947 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.195 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.696 +2025-10-12 11:54:34,630 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.213 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.763 +2025-10-12 11:57:01,311 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.186 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.652 +2025-10-12 11:59:26,993 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.699 +2025-10-12 12:01:53,471 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.204 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.714 +2025-10-12 12:04:18,992 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.199 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.725 +2025-10-12 12:06:45,757 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.203 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.729 +2025-10-12 12:09:12,189 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.176 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.625 +2025-10-12 12:11:38,301 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.184 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.680 +2025-10-12 12:14:04,593 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.175 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.638 +2025-10-12 12:16:30,151 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.184 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.679 +2025-10-12 12:18:56,732 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.690 +2025-10-12 12:21:22,224 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.203 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.705 +2025-10-12 12:23:48,844 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.179 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.634 +2025-10-12 12:26:14,591 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.197 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.718 +2025-10-12 12:28:41,211 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.690 +2025-10-12 12:31:06,755 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.183 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.669 +2025-10-12 12:33:33,162 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.688 +2025-10-12 12:35:58,838 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.199 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.703 +2025-10-12 12:38:25,332 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.207 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.730 +2025-10-12 12:40:50,973 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.176 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.625 +2025-10-12 12:43:17,662 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.655 +2025-10-12 12:45:43,856 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.182 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.691 +2025-10-12 12:48:09,903 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.681 +2025-10-12 12:50:36,065 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.185 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.670 +2025-10-12 12:53:01,493 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.176 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.654 +2025-10-12 12:55:28,074 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.188 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.644 +2025-10-12 12:57:53,685 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.197 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.714 +2025-10-12 13:00:20,301 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.193 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.699 +2025-10-12 13:02:45,831 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.674 +2025-10-12 13:05:12,339 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.675 +2025-10-12 13:07:37,758 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.194 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.693 +2025-10-12 13:10:04,360 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.713 +2025-10-12 13:12:30,035 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.186 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.662 +2025-10-12 13:14:56,458 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.188 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.668 +2025-10-12 13:17:22,082 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.640 +2025-10-12 13:19:48,869 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.692 +2025-10-12 13:22:15,055 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.182 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.647 +2025-10-12 13:24:41,265 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.208 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.716 +2025-10-12 13:27:07,764 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.179 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.645 +2025-10-12 13:29:43,420 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.436 FPR: 54.773 AUROC: 88.750 AUPR: 50.357 AURC: 22.664 EAURC: 15.704 AUPR Succ.: 98.267 ECE: 1.786 NLL: 3.973 Brier: 17.002 +2025-10-12 13:31:54,617 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.490 FPR: 55.308 AUROC: 88.718 AUPR: 50.096 AURC: 22.544 EAURC: 15.650 AUPR Succ.: 98.274 ECE: 1.652 NLL: 3.962 Brier: 16.951 +2025-10-12 13:31:54,624 INFO EMA Model Accuracy improved from 88.49 to 88.49!!! +2025-10-12 13:31:55,902 INFO ####### --- Training Epoch 14 --- ####### +2025-10-12 13:35:29,037 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.183 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.656 +2025-10-12 13:37:54,531 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.169 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.624 +2025-10-12 13:40:19,571 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.197 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.734 +2025-10-12 13:42:45,877 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.186 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.641 +2025-10-12 13:45:11,333 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.704 +2025-10-12 13:47:37,863 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.215 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.742 +2025-10-12 13:50:03,275 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.197 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.697 +2025-10-12 13:52:29,626 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.198 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.694 +2025-10-12 13:54:54,915 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.173 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.660 +2025-10-12 13:57:21,236 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.659 +2025-10-12 13:59:47,084 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.190 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-12 14:02:13,373 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.204 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.727 +2025-10-12 14:04:39,752 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.178 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.637 +2025-10-12 14:07:05,418 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.641 +2025-10-12 14:09:31,901 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.194 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.698 +2025-10-12 14:11:57,462 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.190 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.689 +2025-10-12 14:14:23,853 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.194 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.697 +2025-10-12 14:16:49,414 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.170 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.628 +2025-10-12 14:19:15,740 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.176 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.641 +2025-10-12 14:21:41,135 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.168 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.588 +2025-10-12 14:24:07,656 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.177 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.663 +2025-10-12 14:26:33,115 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.647 +2025-10-12 14:28:59,576 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.194 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.710 +2025-10-12 14:31:25,310 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.626 +2025-10-12 14:33:52,106 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.189 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.681 +2025-10-12 14:36:18,035 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.176 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.644 +2025-10-12 14:38:44,326 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.178 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.651 +2025-10-12 14:41:10,681 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.174 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.649 +2025-10-12 14:43:36,383 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.191 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.691 +2025-10-12 14:46:03,020 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.198 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.699 +2025-10-12 14:48:28,685 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.170 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.616 +2025-10-12 14:50:54,951 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.603 +2025-10-12 14:53:20,364 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.659 +2025-10-12 14:55:47,205 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.185 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.640 +2025-10-12 14:58:12,771 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.176 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.650 +2025-10-12 15:00:39,775 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.170 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.637 +2025-10-12 15:03:05,574 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.638 +2025-10-12 15:05:32,307 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.190 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.695 +2025-10-12 15:07:57,747 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.698 +2025-10-12 15:10:24,870 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.170 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.635 +2025-10-12 15:12:51,011 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.183 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.648 +2025-10-12 15:15:17,348 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.187 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.698 +2025-10-12 15:17:43,817 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-12 15:20:09,573 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.622 +2025-10-12 15:22:36,034 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.182 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.629 +2025-10-12 15:25:01,898 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.162 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.583 +2025-10-12 15:27:28,491 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.681 +2025-10-12 15:29:54,130 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.176 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.628 +2025-10-12 15:32:20,750 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.203 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.685 +2025-10-12 15:34:46,311 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.624 +2025-10-12 15:37:20,428 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.432 FPR: 55.014 AUROC: 88.750 AUPR: 50.193 AURC: 22.677 EAURC: 15.712 AUPR Succ.: 98.266 ECE: 1.886 NLL: 3.978 Brier: 17.007 +2025-10-12 15:39:32,434 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.480 FPR: 54.878 AUROC: 88.734 AUPR: 50.151 AURC: 22.552 EAURC: 15.646 AUPR Succ.: 98.274 ECE: 1.790 NLL: 3.968 Brier: 16.963 +2025-10-12 15:39:32,442 INFO ####### --- Training Epoch 15 --- ####### +2025-10-12 15:43:08,390 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.630 +2025-10-12 15:45:33,307 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.594 +2025-10-12 15:47:59,555 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.189 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.688 +2025-10-12 15:50:25,246 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.181 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.626 +2025-10-12 15:52:51,728 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.686 +2025-10-12 15:55:18,076 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.208 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.740 +2025-10-12 15:57:43,905 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.190 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.671 +2025-10-12 16:00:10,408 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.190 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.702 +2025-10-12 16:02:36,252 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.167 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.612 +2025-10-12 16:05:02,679 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.180 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.646 +2025-10-12 16:07:28,576 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.183 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.640 +2025-10-12 16:09:55,193 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.198 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.714 +2025-10-12 16:12:21,003 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.171 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.614 +2025-10-12 16:14:47,822 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.643 +2025-10-12 16:17:13,612 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.191 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.677 +2025-10-12 16:19:40,123 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.671 +2025-10-12 16:22:05,746 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.189 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.698 +2025-10-12 16:24:32,409 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.163 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.610 +2025-10-12 16:26:58,176 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.170 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.636 +2025-10-12 16:29:24,473 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.591 +2025-10-12 16:31:51,042 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.172 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.622 +2025-10-12 16:34:16,848 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.177 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.650 +2025-10-12 16:36:43,174 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.690 +2025-10-12 16:39:08,693 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.165 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.613 +2025-10-12 16:41:35,012 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.182 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.668 +2025-10-12 16:44:00,768 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.654 +2025-10-12 16:46:27,397 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.171 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.631 +2025-10-12 16:48:53,134 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.169 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.619 +2025-10-12 16:51:19,762 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.683 +2025-10-12 16:53:45,324 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.194 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.681 +2025-10-12 16:56:12,049 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.164 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.592 +2025-10-12 16:58:37,612 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.168 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.625 +2025-10-12 17:01:04,274 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.626 +2025-10-12 17:03:29,886 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.183 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.640 +2025-10-12 17:05:56,142 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.170 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.636 +2025-10-12 17:08:22,657 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.164 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.602 +2025-10-12 17:10:48,198 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.629 +2025-10-12 17:13:14,601 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.183 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.655 +2025-10-12 17:15:40,233 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.179 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.650 +2025-10-12 17:18:06,725 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.165 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.611 +2025-10-12 17:20:32,390 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.176 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.630 +2025-10-12 17:22:58,955 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.649 +2025-10-12 17:25:24,707 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.183 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.655 +2025-10-12 17:27:51,396 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.173 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.610 +2025-10-12 17:30:16,867 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.643 +2025-10-12 17:32:43,573 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.158 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.574 +2025-10-12 17:35:09,087 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.180 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.659 +2025-10-12 17:37:35,618 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.607 +2025-10-12 17:40:01,570 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.197 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.690 +2025-10-12 17:42:27,833 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.167 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.575 +2025-10-12 17:44:53,665 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.448 FPR: 55.194 AUROC: 88.724 AUPR: 50.253 AURC: 22.677 EAURC: 15.732 AUPR Succ.: 98.264 ECE: 1.943 NLL: 3.981 Brier: 17.000 +2025-10-12 17:47:05,584 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.506 FPR: 54.950 AUROC: 88.673 AUPR: 49.807 AURC: 22.577 EAURC: 15.702 AUPR Succ.: 98.268 ECE: 1.880 NLL: 3.975 Brier: 16.972 +2025-10-12 17:47:05,590 INFO EMA Model Accuracy improved from 88.49 to 88.51!!! +2025-10-12 17:47:06,978 INFO ####### --- Training Epoch 16 --- ####### +2025-10-12 17:50:41,656 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.170 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.614 +2025-10-12 17:53:06,710 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.158 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.574 +2025-10-12 17:55:33,097 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.183 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.678 +2025-10-12 17:57:58,736 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.175 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.603 +2025-10-12 18:00:25,621 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.662 +2025-10-12 18:02:51,566 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.204 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.720 +2025-10-12 18:05:18,766 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.186 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.665 +2025-10-12 18:07:44,424 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.187 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.655 +2025-10-12 18:10:11,176 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.162 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.619 +2025-10-12 18:12:36,802 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.618 +2025-10-12 18:15:03,493 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.178 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.605 +2025-10-12 18:17:29,117 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.192 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.701 +2025-10-12 18:19:55,869 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.166 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.554 +2025-10-12 18:22:22,185 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.174 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.625 +2025-10-12 18:24:48,125 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.183 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.644 +2025-10-12 18:27:14,610 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.178 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.665 +2025-10-12 18:29:40,320 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.184 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.669 +2025-10-12 18:32:06,899 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.161 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.587 +2025-10-12 18:34:32,761 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.166 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.602 +2025-10-12 18:36:59,380 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.158 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.576 +2025-10-12 18:39:25,370 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.167 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.597 +2025-10-12 18:41:52,118 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.646 +2025-10-12 18:44:17,782 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.182 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.659 +2025-10-12 18:46:44,619 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.160 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.599 +2025-10-12 18:49:10,310 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.178 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.670 +2025-10-12 18:51:36,989 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.165 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.615 +2025-10-12 18:54:02,675 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.167 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.611 +2025-10-12 18:56:29,392 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.601 +2025-10-12 18:58:55,829 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.181 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.659 +2025-10-12 19:01:21,850 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.648 +2025-10-12 19:03:48,395 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.161 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.586 +2025-10-12 19:06:14,181 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.164 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.605 +2025-10-12 19:08:40,696 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.167 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.630 +2025-10-12 19:11:06,627 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.178 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.610 +2025-10-12 19:13:33,269 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.166 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.624 +2025-10-12 19:15:58,963 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.161 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.596 +2025-10-12 19:18:25,536 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.614 +2025-10-12 19:20:51,159 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.644 +2025-10-12 19:23:17,783 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.176 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.634 +2025-10-12 19:25:43,386 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.160 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.588 +2025-10-12 19:28:10,078 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.171 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.603 +2025-10-12 19:30:35,681 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.178 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.653 +2025-10-12 19:33:02,384 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.180 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.642 +2025-10-12 19:35:28,816 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.169 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.608 +2025-10-12 19:37:54,637 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.173 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.608 +2025-10-12 19:40:21,216 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.153 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.564 +2025-10-12 19:42:47,222 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.174 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.634 +2025-10-12 19:45:13,814 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.167 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.582 +2025-10-12 19:47:39,536 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.192 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.659 +2025-10-12 19:50:06,029 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.163 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.584 +2025-10-12 19:52:39,333 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.484 FPR: 55.262 AUROC: 88.692 AUPR: 50.205 AURC: 22.621 EAURC: 15.720 AUPR Succ.: 98.266 ECE: 1.957 NLL: 3.982 Brier: 17.000 +2025-10-12 19:54:57,712 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.486 FPR: 55.046 AUROC: 88.700 AUPR: 50.345 AURC: 22.599 EAURC: 15.700 AUPR Succ.: 98.268 ECE: 1.946 NLL: 3.980 Brier: 16.985 +2025-10-12 19:54:57,718 INFO Original Model Accuracy improved from 88.46 to 88.48!!! +2025-10-12 19:54:58,941 INFO ####### --- Training Epoch 17 --- ####### +2025-10-12 19:58:30,944 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.167 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.627 +2025-10-12 20:00:57,067 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.154 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.556 +2025-10-12 20:03:22,289 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.179 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.664 +2025-10-12 20:05:48,850 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.170 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.595 +2025-10-12 20:08:14,481 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.182 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.655 +2025-10-12 20:10:41,254 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.200 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.676 +2025-10-12 20:13:07,497 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.182 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.650 +2025-10-12 20:15:33,480 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.647 +2025-10-12 20:17:59,935 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.157 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.584 +2025-10-12 20:20:25,529 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.611 +2025-10-12 20:22:52,047 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.174 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.623 +2025-10-12 20:25:17,728 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.684 +2025-10-12 20:27:44,246 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.164 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.581 +2025-10-12 20:30:09,900 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.171 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.627 +2025-10-12 20:32:36,306 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.632 +2025-10-12 20:35:02,025 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.174 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.640 +2025-10-12 20:37:28,671 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.181 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.655 +2025-10-12 20:39:54,254 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 96.188 CLS Loss: 0.157 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.567 +2025-10-12 20:42:20,765 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.163 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.599 +2025-10-12 20:44:46,267 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.154 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.572 +2025-10-12 20:47:12,993 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.163 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.605 +2025-10-12 20:49:39,139 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.170 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.616 +2025-10-12 20:52:05,061 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.177 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.650 +2025-10-12 20:54:31,692 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.157 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.586 +2025-10-12 20:56:57,435 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.173 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.638 +2025-10-12 20:59:24,046 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.160 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.572 +2025-10-12 21:01:49,770 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.163 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.596 +2025-10-12 21:04:16,230 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.605 +2025-10-12 21:06:41,998 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.636 +2025-10-12 21:09:08,655 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.676 +2025-10-12 21:11:34,437 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.157 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.577 +2025-10-12 21:14:01,131 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.159 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.572 +2025-10-12 21:16:26,685 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.163 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.614 +2025-10-12 21:18:53,258 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.175 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.594 +2025-10-12 21:21:18,914 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.163 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.611 +2025-10-12 21:23:45,567 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.157 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.238 Tot. Loss: 1.571 +2025-10-12 21:26:11,789 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.170 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.609 +2025-10-12 21:28:37,640 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.614 +2025-10-12 21:31:04,247 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.174 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.635 +2025-10-12 21:33:30,103 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.571 +2025-10-12 21:35:56,642 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.622 +2025-10-12 21:38:22,242 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.633 +2025-10-12 21:40:48,762 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.610 +2025-10-12 21:43:14,315 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.166 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.595 +2025-10-12 21:45:40,830 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.171 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.607 +2025-10-12 21:48:06,539 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.149 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.540 +2025-10-12 21:50:33,212 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.171 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.626 +2025-10-12 21:52:58,742 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.164 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.590 +2025-10-12 21:55:25,282 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.188 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.663 +2025-10-12 21:57:50,568 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.160 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.582 +2025-10-12 22:00:18,337 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.484 FPR: 55.141 AUROC: 88.667 AUPR: 49.994 AURC: 22.664 EAURC: 15.762 AUPR Succ.: 98.261 ECE: 2.022 NLL: 3.987 Brier: 17.002 +2025-10-12 22:02:29,295 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.500 FPR: 55.183 AUROC: 88.669 AUPR: 50.131 AURC: 22.609 EAURC: 15.727 AUPR Succ.: 98.265 ECE: 1.992 NLL: 3.985 Brier: 16.994 +2025-10-12 22:02:29,303 INFO ####### --- Training Epoch 18 --- ####### +2025-10-12 22:06:04,423 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.163 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.565 +2025-10-12 22:08:29,918 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.152 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.561 +2025-10-12 22:10:55,161 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.177 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.666 +2025-10-12 22:13:21,137 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.168 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.587 +2025-10-12 22:15:46,609 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.649 +2025-10-12 22:18:12,928 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.196 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.711 +2025-10-12 22:20:38,492 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.635 +2025-10-12 22:23:04,640 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.645 +2025-10-12 22:25:30,311 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.154 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.599 +2025-10-12 22:27:56,698 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.597 +2025-10-12 22:30:22,301 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.170 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.591 +2025-10-12 22:32:48,463 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.185 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.668 +2025-10-12 22:35:13,868 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.548 +2025-10-12 22:37:40,219 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.167 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.601 +2025-10-12 22:40:05,947 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.179 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.642 +2025-10-12 22:42:31,944 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.637 +2025-10-12 22:44:58,205 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.177 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.657 +2025-10-12 22:47:23,700 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.154 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.588 +2025-10-12 22:49:49,988 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.161 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.594 +2025-10-12 22:52:15,486 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.151 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.579 +2025-10-12 22:54:41,768 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.162 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.589 +2025-10-12 22:57:07,470 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.168 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.609 +2025-10-12 22:59:33,548 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.175 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.663 +2025-10-12 23:01:59,115 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.155 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.592 +2025-10-12 23:04:25,334 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.170 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.652 +2025-10-12 23:06:51,090 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.158 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.595 +2025-10-12 23:09:17,608 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.161 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.585 +2025-10-12 23:11:43,291 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.159 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.574 +2025-10-12 23:14:09,948 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.612 +2025-10-12 23:16:35,835 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.185 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.644 +2025-10-12 23:19:01,861 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.153 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.569 +2025-10-12 23:21:27,950 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.156 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.576 +2025-10-12 23:23:53,584 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.588 +2025-10-12 23:26:19,907 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.570 +2025-10-12 23:28:45,568 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.162 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.592 +2025-10-12 23:31:11,714 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.154 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.579 +2025-10-12 23:33:37,162 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.168 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.588 +2025-10-12 23:36:03,510 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.627 +2025-10-12 23:38:29,402 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.172 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.637 +2025-10-12 23:40:55,773 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.155 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.584 +2025-10-12 23:43:21,514 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.168 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.610 +2025-10-12 23:45:47,689 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.173 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.601 +2025-10-12 23:48:13,294 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.628 +2025-10-12 23:50:39,695 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.165 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.589 +2025-10-12 23:53:05,461 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.597 +2025-10-12 23:55:31,284 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.147 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.548 +2025-10-12 23:57:57,555 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.169 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.614 +2025-10-13 00:00:23,327 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.162 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.592 +2025-10-13 00:02:49,537 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.664 +2025-10-13 00:05:15,082 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.159 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.550 +2025-10-13 00:07:42,333 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.490 FPR: 55.274 AUROC: 88.652 AUPR: 49.778 AURC: 22.664 EAURC: 15.770 AUPR Succ.: 98.261 ECE: 2.072 NLL: 3.992 Brier: 17.010 +2025-10-13 00:09:52,202 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.500 FPR: 55.339 AUROC: 88.653 AUPR: 50.013 AURC: 22.637 EAURC: 15.755 AUPR Succ.: 98.262 ECE: 2.048 NLL: 3.991 Brier: 17.003 +2025-10-13 00:09:52,208 INFO Original Model Accuracy improved from 88.48 to 88.49!!! +2025-10-13 00:09:53,341 INFO ####### --- Training Epoch 19 --- ####### +2025-10-13 00:13:28,459 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.161 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.575 +2025-10-13 00:15:53,390 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.151 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.558 +2025-10-13 00:18:19,693 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.647 +2025-10-13 00:20:45,314 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.166 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.597 +2025-10-13 00:23:11,627 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.642 +2025-10-13 00:25:37,046 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.666 +2025-10-13 00:28:03,276 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.175 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.638 +2025-10-13 00:30:28,933 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.178 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.618 +2025-10-13 00:32:55,314 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.153 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.603 +2025-10-13 00:35:21,453 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.168 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.604 +2025-10-13 00:37:47,147 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.168 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.586 +2025-10-13 00:40:13,451 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.665 +2025-10-13 00:42:38,904 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.159 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.572 +2025-10-13 00:45:05,380 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.165 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.591 +2025-10-13 00:47:31,031 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.626 +2025-10-13 00:49:57,382 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.172 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.644 +2025-10-13 00:52:22,835 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.176 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.643 +2025-10-13 00:54:49,087 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.153 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.581 +2025-10-13 00:57:14,623 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.161 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.585 +2025-10-13 00:59:41,134 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.150 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.566 +2025-10-13 01:02:06,742 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.160 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.558 +2025-10-13 01:04:33,234 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.166 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.598 +2025-10-13 01:06:58,801 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.656 +2025-10-13 01:09:24,855 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.153 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.583 +2025-10-13 01:11:50,840 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.169 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.659 +2025-10-13 01:14:16,695 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.157 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.597 +2025-10-13 01:16:42,970 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.160 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.580 +2025-10-13 01:19:08,596 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.156 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.558 +2025-10-13 01:21:34,745 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.173 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.616 +2025-10-13 01:24:00,301 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.641 +2025-10-13 01:26:26,828 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.152 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.551 +2025-10-13 01:28:52,485 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.588 +2025-10-13 01:31:18,899 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.612 +2025-10-13 01:33:44,542 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.170 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.583 +2025-10-13 01:36:11,063 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.160 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.595 +2025-10-13 01:38:36,566 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.154 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.576 +2025-10-13 01:41:02,814 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.168 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.576 +2025-10-13 01:43:28,476 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.627 +2025-10-13 01:45:54,906 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.623 +2025-10-13 01:48:21,160 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.569 +2025-10-13 01:50:46,834 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.592 +2025-10-13 01:53:12,977 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.636 +2025-10-13 01:55:38,500 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.625 +2025-10-13 01:58:04,783 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.162 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.575 +2025-10-13 02:00:30,458 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.166 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.572 +2025-10-13 02:02:56,955 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.148 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.225 Tot. Loss: 1.517 +2025-10-13 02:05:22,562 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.169 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.617 +2025-10-13 02:07:49,085 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.160 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.576 +2025-10-13 02:10:14,769 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.186 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.627 +2025-10-13 02:12:41,053 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.157 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.550 +2025-10-13 02:15:24,627 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.470 FPR: 55.039 AUROC: 88.684 AUPR: 50.105 AURC: 22.680 EAURC: 15.762 AUPR Succ.: 98.261 ECE: 2.112 NLL: 3.996 Brier: 17.014 +2025-10-13 02:17:37,298 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.484 FPR: 55.089 AUROC: 88.673 AUPR: 50.085 AURC: 22.656 EAURC: 15.755 AUPR Succ.: 98.262 ECE: 2.106 NLL: 3.994 Brier: 17.007 +2025-10-13 02:17:37,306 INFO ####### --- Training Epoch 20 --- ####### +2025-10-13 02:21:11,432 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.161 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.576 +2025-10-13 02:23:37,074 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.150 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.555 +2025-10-13 02:26:03,050 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.172 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.649 +2025-10-13 02:28:28,834 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.165 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.585 +2025-10-13 02:30:54,973 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.647 +2025-10-13 02:33:20,510 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.190 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.671 +2025-10-13 02:35:46,753 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.635 +2025-10-13 02:38:12,267 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.175 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.623 +2025-10-13 02:40:38,526 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.153 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.572 +2025-10-13 02:43:04,161 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.166 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.585 +2025-10-13 02:45:30,444 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.169 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.602 +2025-10-13 02:47:55,996 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.182 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-13 02:50:21,979 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.157 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.229 Tot. Loss: 1.541 +2025-10-13 02:52:47,783 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.166 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.594 +2025-10-13 02:55:13,830 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.176 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.615 +2025-10-13 02:57:39,751 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.597 +2025-10-13 03:00:06,025 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.174 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.622 +2025-10-13 03:02:32,247 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.152 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.235 Tot. Loss: 1.556 +2025-10-13 03:04:58,586 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.158 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.608 +2025-10-13 03:07:25,182 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.149 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.552 +2025-10-13 03:09:51,146 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.161 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.583 +2025-10-13 03:12:17,464 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.164 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.594 +2025-10-13 03:14:43,051 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.173 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.627 +2025-10-13 03:17:09,434 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.153 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.555 +2025-10-13 03:19:35,158 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.169 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.630 +2025-10-13 03:22:01,544 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.157 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.578 +2025-10-13 03:24:27,275 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.159 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.235 Tot. Loss: 1.564 +2025-10-13 03:26:53,473 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.156 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.567 +2025-10-13 03:29:19,270 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.617 +2025-10-13 03:31:45,502 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.642 +2025-10-13 03:34:11,367 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.150 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.557 +2025-10-13 03:36:37,640 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.156 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.570 +2025-10-13 03:39:04,008 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.160 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.598 +2025-10-13 03:41:29,926 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.170 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.601 +2025-10-13 03:43:56,090 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.160 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.594 +2025-10-13 03:46:21,666 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.563 +2025-10-13 03:48:47,885 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.164 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.588 +2025-10-13 03:51:13,670 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.171 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.611 +2025-10-13 03:53:39,908 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.169 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.624 +2025-10-13 03:56:05,507 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.154 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.562 +2025-10-13 03:58:31,603 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.165 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.582 +2025-10-13 04:00:57,143 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.616 +2025-10-13 04:03:23,543 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.172 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.599 +2025-10-13 04:05:49,229 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.161 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.585 +2025-10-13 04:08:15,476 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.166 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.599 +2025-10-13 04:10:41,192 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.312 CLS Loss: 0.146 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.543 +2025-10-13 04:13:07,225 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.167 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.620 +2025-10-13 04:15:33,209 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.560 +2025-10-13 04:17:58,732 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.185 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.636 +2025-10-13 04:20:24,692 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.157 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.545 +2025-10-13 04:22:56,749 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.488 FPR: 55.490 AUROC: 88.649 AUPR: 49.871 AURC: 22.679 EAURC: 15.783 AUPR Succ.: 98.259 ECE: 2.129 NLL: 3.999 Brier: 17.017 +2025-10-13 04:25:07,316 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.478 FPR: 55.164 AUROC: 88.676 AUPR: 50.068 AURC: 22.669 EAURC: 15.760 AUPR Succ.: 98.261 ECE: 2.127 NLL: 3.996 Brier: 17.011 +2025-10-13 04:25:07,324 INFO ####### --- Training Epoch 21 --- ####### +2025-10-13 04:28:41,500 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.160 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.571 +2025-10-13 04:31:06,961 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.149 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.542 +2025-10-13 04:33:32,421 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.645 +2025-10-13 04:35:58,852 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.163 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.588 +2025-10-13 04:38:24,713 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.174 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.654 +2025-10-13 04:40:51,279 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.191 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.677 +2025-10-13 04:43:17,142 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.654 +2025-10-13 04:45:43,588 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.175 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.633 +2025-10-13 04:48:09,364 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.151 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.572 +2025-10-13 04:50:35,718 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.165 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.590 +2025-10-13 04:53:01,631 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.168 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.601 +2025-10-13 04:55:27,553 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.182 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.654 +2025-10-13 04:57:54,099 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.157 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.547 +2025-10-13 05:00:19,880 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.165 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.584 +2025-10-13 05:02:46,202 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.175 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.624 +2025-10-13 05:05:12,268 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.636 +2025-10-13 05:07:38,734 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.174 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.632 +2025-10-13 05:10:04,560 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.151 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.563 +2025-10-13 05:12:30,800 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.563 +2025-10-13 05:14:56,611 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.149 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.552 +2025-10-13 05:17:22,979 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.159 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.236 Tot. Loss: 1.553 +2025-10-13 05:19:48,801 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.168 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.601 +2025-10-13 05:22:15,225 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.172 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.640 +2025-10-13 05:24:40,975 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.153 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.547 +2025-10-13 05:27:07,263 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.167 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.622 +2025-10-13 05:29:33,599 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.155 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.583 +2025-10-13 05:31:59,409 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.158 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.585 +2025-10-13 05:34:25,554 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.156 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.566 +2025-10-13 05:36:51,317 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.629 +2025-10-13 05:39:17,530 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.651 +2025-10-13 05:41:43,298 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.151 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.557 +2025-10-13 05:44:09,660 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.156 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.566 +2025-10-13 05:46:35,427 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.160 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.600 +2025-10-13 05:49:01,676 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.169 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.594 +2025-10-13 05:51:27,550 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.159 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.596 +2025-10-13 05:53:53,952 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.153 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.575 +2025-10-13 05:56:19,778 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.167 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.605 +2025-10-13 05:58:45,942 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.618 +2025-10-13 06:01:11,781 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.169 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.604 +2025-10-13 06:03:37,998 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.154 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.571 +2025-10-13 06:06:04,230 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.163 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.586 +2025-10-13 06:08:30,076 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.609 +2025-10-13 06:10:56,250 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.172 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.606 +2025-10-13 06:13:22,138 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.572 +2025-10-13 06:15:48,604 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.167 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.595 +2025-10-13 06:18:14,307 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.147 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.537 +2025-10-13 06:20:40,434 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.166 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.635 +2025-10-13 06:23:06,003 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.157 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.585 +2025-10-13 06:25:31,854 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.184 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.631 +2025-10-13 06:27:57,209 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.158 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.560 +2025-10-13 06:30:18,685 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.480 FPR: 55.434 AUROC: 88.661 AUPR: 49.944 AURC: 22.686 EAURC: 15.779 AUPR Succ.: 98.259 ECE: 2.143 NLL: 3.999 Brier: 17.017 +2025-10-13 06:32:38,519 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.478 FPR: 55.303 AUROC: 88.674 AUPR: 50.047 AURC: 22.672 EAURC: 15.763 AUPR Succ.: 98.261 ECE: 2.134 NLL: 3.997 Brier: 17.012 diff --git a/SURE-CSC-CRL-SWA+EMA+FSAM_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/SURE-CSC-CRL-SWA+EMA+FSAM_1e-5/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..5b7487b1dbe04f047e99fb8db3d9ef979ed08257 --- /dev/null +++ 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Loss: 13.832 +2025-10-19 15:31:44,205 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 6.830 Mixup Loss: 6.880 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.839 Tot. Loss: 13.710 +2025-10-19 15:32:32,651 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.875 CLS Loss: 6.770 Mixup Loss: 6.844 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.782 Tot. Loss: 13.614 +2025-10-19 15:33:21,106 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.656 CLS Loss: 6.690 Mixup Loss: 6.799 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.706 Tot. Loss: 13.489 +2025-10-19 15:34:09,647 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.125 CLS Loss: 6.621 Mixup Loss: 6.758 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.645 Tot. Loss: 13.379 +2025-10-19 15:34:58,285 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.750 CLS Loss: 6.540 Mixup Loss: 6.712 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.571 Tot. Loss: 13.252 +2025-10-19 15:35:46,889 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.812 CLS Loss: 6.474 Mixup Loss: 6.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.510 Tot. Loss: 13.152 +2025-10-19 15:36:35,513 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.125 CLS Loss: 6.415 Mixup Loss: 6.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.456 Tot. Loss: 13.049 +2025-10-19 15:37:24,394 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.594 CLS Loss: 6.334 Mixup Loss: 6.601 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.381 Tot. Loss: 12.935 +2025-10-19 15:38:13,070 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.750 CLS Loss: 6.262 Mixup Loss: 6.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.309 Tot. Loss: 12.812 +2025-10-19 15:39:01,784 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 30.875 CLS Loss: 6.180 Mixup Loss: 6.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.235 Tot. Loss: 12.690 +2025-10-19 15:39:50,462 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 35.094 CLS Loss: 6.111 Mixup Loss: 6.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.182 Tot. Loss: 12.572 +2025-10-19 15:40:39,209 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.656 CLS Loss: 6.049 Mixup Loss: 6.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.113 Tot. Loss: 12.478 +2025-10-19 15:41:28,160 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.469 CLS Loss: 5.960 Mixup Loss: 6.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.041 Tot. Loss: 12.344 +2025-10-19 15:42:16,861 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 50.719 CLS Loss: 5.897 Mixup Loss: 6.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.979 Tot. Loss: 12.248 +2025-10-19 15:43:05,601 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.375 CLS Loss: 5.829 Mixup Loss: 6.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.911 Tot. Loss: 12.137 +2025-10-19 15:43:54,436 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.812 CLS Loss: 5.754 Mixup Loss: 6.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.856 Tot. Loss: 12.015 +2025-10-19 15:44:43,249 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.312 CLS Loss: 5.685 Mixup Loss: 6.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.786 Tot. Loss: 11.921 +2025-10-19 15:45:31,979 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 63.188 CLS Loss: 5.613 Mixup Loss: 6.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.721 Tot. Loss: 11.787 +2025-10-19 15:46:20,691 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.844 CLS Loss: 5.535 Mixup Loss: 6.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.649 Tot. Loss: 11.678 +2025-10-19 15:47:09,449 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 65.812 CLS Loss: 5.481 Mixup Loss: 6.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.595 Tot. Loss: 11.592 +2025-10-19 15:47:58,355 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.344 CLS Loss: 5.397 Mixup Loss: 6.055 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.514 Tot. Loss: 11.452 +2025-10-19 15:48:47,220 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.406 CLS Loss: 5.333 Mixup Loss: 6.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.460 Tot. Loss: 11.346 +2025-10-19 15:49:35,835 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 70.875 CLS Loss: 5.247 Mixup Loss: 5.972 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.382 Tot. Loss: 11.219 +2025-10-19 15:50:24,525 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.219 CLS Loss: 5.191 Mixup Loss: 5.936 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.334 Tot. Loss: 11.127 +2025-10-19 15:51:13,216 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.156 CLS Loss: 5.112 Mixup Loss: 5.909 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.253 Tot. Loss: 11.022 +2025-10-19 15:52:01,891 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.094 CLS Loss: 5.054 Mixup Loss: 5.861 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.195 Tot. Loss: 10.915 +2025-10-19 15:52:50,584 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.812 CLS Loss: 4.979 Mixup Loss: 5.836 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.136 Tot. Loss: 10.816 +2025-10-19 15:53:39,272 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.875 CLS Loss: 4.928 Mixup Loss: 5.789 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.077 Tot. Loss: 10.717 +2025-10-19 15:54:27,928 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.312 CLS Loss: 4.864 Mixup Loss: 5.772 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.020 Tot. Loss: 10.636 +2025-10-19 15:55:16,799 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.531 CLS Loss: 4.760 Mixup Loss: 5.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.934 Tot. Loss: 10.444 +2025-10-19 15:56:05,636 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.781 CLS Loss: 4.698 Mixup Loss: 5.660 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.877 Tot. Loss: 10.358 +2025-10-19 15:56:54,374 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.594 CLS Loss: 4.629 Mixup Loss: 5.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.812 Tot. Loss: 10.237 +2025-10-19 15:57:42,995 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.469 CLS Loss: 4.553 Mixup Loss: 5.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.740 Tot. Loss: 10.143 +2025-10-19 15:58:31,576 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.469 CLS Loss: 4.514 Mixup Loss: 5.548 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.710 Tot. Loss: 10.061 +2025-10-19 15:59:20,557 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.375 CLS Loss: 4.401 Mixup Loss: 5.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.594 Tot. Loss: 9.888 +2025-10-19 16:00:09,156 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.562 CLS Loss: 4.348 Mixup Loss: 5.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.556 Tot. Loss: 9.811 +2025-10-19 16:00:57,713 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.469 CLS Loss: 4.284 Mixup Loss: 5.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.483 Tot. Loss: 9.697 +2025-10-19 16:01:46,447 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.235 Mixup Loss: 5.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.449 Tot. Loss: 9.604 +2025-10-19 16:02:35,145 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.562 CLS Loss: 4.191 Mixup Loss: 5.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.419 Tot. Loss: 9.576 +2025-10-19 16:03:23,883 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.250 CLS Loss: 4.119 Mixup Loss: 5.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.341 Tot. Loss: 9.449 +2025-10-19 16:04:12,555 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 79.938 CLS Loss: 4.018 Mixup Loss: 5.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.271 Tot. Loss: 9.291 +2025-10-19 16:05:01,376 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 3.953 Mixup Loss: 5.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.191 Tot. Loss: 9.183 +2025-10-19 16:05:50,520 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.219 CLS Loss: 3.892 Mixup Loss: 5.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.137 Tot. Loss: 9.087 +2025-10-19 16:06:39,418 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 79.906 CLS Loss: 3.823 Mixup Loss: 5.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.055 Tot. Loss: 8.960 +2025-10-19 16:07:28,104 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.312 CLS Loss: 3.791 Mixup Loss: 5.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.039 Tot. Loss: 8.924 +2025-10-19 16:08:16,822 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.906 CLS Loss: 3.758 Mixup Loss: 5.123 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.011 Tot. Loss: 8.882 +2025-10-19 16:09:05,531 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 80.844 CLS Loss: 3.626 Mixup Loss: 5.038 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.904 Tot. Loss: 8.664 +2025-10-19 16:09:54,191 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.156 CLS Loss: 3.596 Mixup Loss: 5.009 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.875 Tot. Loss: 8.605 +2025-10-19 16:10:42,838 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.219 CLS Loss: 3.523 Mixup Loss: 4.992 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.775 Tot. Loss: 8.515 +2025-10-19 16:13:03,996 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.620 FPR: 71.824 AUROC: 77.656 AUPR: 51.563 AURC: 92.319 EAURC: 67.635 AUPR Succ.: 91.870 ECE: 72.380 NLL: 35.756 Brier: 89.214 +2025-10-19 16:15:12,474 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.610 FPR: 71.847 AUROC: 77.654 AUPR: 51.576 AURC: 92.375 EAURC: 67.667 AUPR Succ.: 91.865 ECE: 72.421 NLL: 35.821 Brier: 89.296 +2025-10-19 16:15:12,482 INFO Original Model Accuracy improved from 0.00 to 78.62!!! +2025-10-19 16:15:13,678 INFO EMA Model Accuracy improved from 0.00 to 78.61!!! +2025-10-19 16:15:15,562 INFO ####### --- Training Epoch 2 --- ####### +2025-10-19 16:19:07,278 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.375 CLS Loss: 2.921 Mixup Loss: 4.520 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.204 Tot. Loss: 7.441 +2025-10-19 16:21:31,064 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.406 CLS Loss: 2.438 Mixup Loss: 4.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.722 Tot. Loss: 6.652 +2025-10-19 16:23:55,697 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.344 CLS Loss: 2.167 Mixup Loss: 4.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.466 Tot. Loss: 6.180 +2025-10-19 16:26:19,871 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.281 CLS Loss: 1.932 Mixup Loss: 3.811 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.222 Tot. Loss: 5.743 +2025-10-19 16:28:44,874 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.969 CLS Loss: 1.761 Mixup Loss: 3.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.079 Tot. Loss: 5.476 +2025-10-19 16:31:09,383 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.094 CLS Loss: 1.627 Mixup Loss: 3.559 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.935 Tot. Loss: 5.186 +2025-10-19 16:33:34,063 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.438 CLS Loss: 1.460 Mixup Loss: 3.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.757 Tot. Loss: 4.904 +2025-10-19 16:35:58,531 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.356 Mixup Loss: 3.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.682 Tot. Loss: 4.693 +2025-10-19 16:38:23,283 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.241 Mixup Loss: 3.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.587 Tot. Loss: 4.457 +2025-10-19 16:40:48,007 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.031 CLS Loss: 1.171 Mixup Loss: 3.116 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.480 Tot. Loss: 4.287 +2025-10-19 16:43:12,939 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.594 CLS Loss: 1.070 Mixup Loss: 3.043 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.444 Tot. Loss: 4.112 +2025-10-19 16:45:37,680 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 1.073 Mixup Loss: 3.021 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.436 Tot. Loss: 4.093 +2025-10-19 16:48:02,596 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.031 CLS Loss: 0.981 Mixup Loss: 2.906 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.337 Tot. Loss: 3.887 +2025-10-19 16:50:27,542 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.918 Mixup Loss: 2.807 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 3.726 +2025-10-19 16:52:51,911 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.872 Mixup Loss: 2.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 3.677 +2025-10-19 16:55:16,823 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.857 Mixup Loss: 2.713 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.222 Tot. Loss: 3.571 +2025-10-19 16:57:41,132 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.656 CLS Loss: 0.825 Mixup Loss: 2.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.201 Tot. Loss: 3.498 +2025-10-19 17:00:05,747 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 85.875 CLS Loss: 0.761 Mixup Loss: 2.586 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 3.347 +2025-10-19 17:02:29,930 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.753 Mixup Loss: 2.546 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 3.299 +2025-10-19 17:04:54,606 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.625 CLS Loss: 0.719 Mixup Loss: 2.545 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.087 Tot. Loss: 3.264 +2025-10-19 17:07:18,790 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.708 Mixup Loss: 2.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.087 Tot. Loss: 3.190 +2025-10-19 17:09:43,833 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.679 Mixup Loss: 2.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.069 Tot. Loss: 3.144 +2025-10-19 17:12:08,270 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.656 CLS Loss: 0.689 Mixup Loss: 2.424 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.090 Tot. Loss: 3.113 +2025-10-19 17:14:33,020 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.650 Mixup Loss: 2.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.050 Tot. Loss: 3.018 +2025-10-19 17:16:57,511 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 85.875 CLS Loss: 0.668 Mixup Loss: 2.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.079 Tot. Loss: 3.052 +2025-10-19 17:19:22,153 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.632 Mixup Loss: 2.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.005 Tot. Loss: 2.929 +2025-10-19 17:21:46,774 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.599 Mixup Loss: 2.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.030 Tot. Loss: 2.876 +2025-10-19 17:24:11,364 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.590 Mixup Loss: 2.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.012 Tot. Loss: 2.860 +2025-10-19 17:26:36,366 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.604 Mixup Loss: 2.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.019 Tot. Loss: 2.846 +2025-10-19 17:29:00,856 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 85.938 CLS Loss: 0.606 Mixup Loss: 2.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.028 Tot. Loss: 2.803 +2025-10-19 17:31:25,910 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.554 Mixup Loss: 2.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.955 Tot. Loss: 2.694 +2025-10-19 17:33:50,345 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.549 Mixup Loss: 2.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.999 Tot. Loss: 2.686 +2025-10-19 17:36:15,207 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.563 Mixup Loss: 2.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.984 Tot. Loss: 2.713 +2025-10-19 17:38:39,445 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 85.188 CLS Loss: 0.640 Mixup Loss: 2.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 3.044 +2025-10-19 17:41:04,185 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 85.312 CLS Loss: 0.594 Mixup Loss: 2.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.027 Tot. Loss: 2.851 +2025-10-19 17:43:28,404 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.536 Mixup Loss: 2.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 2.666 +2025-10-19 17:45:53,161 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.529 Mixup Loss: 2.054 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.583 +2025-10-19 17:48:17,361 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.532 Mixup Loss: 2.061 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.593 +2025-10-19 17:50:42,137 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.527 Mixup Loss: 2.051 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 2.578 +2025-10-19 17:53:06,514 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.534 Mixup Loss: 2.041 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.980 Tot. Loss: 2.575 +2025-10-19 17:55:31,318 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.526 Mixup Loss: 2.016 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.995 Tot. Loss: 2.542 +2025-10-19 17:57:56,009 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.508 Mixup Loss: 1.980 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.966 Tot. Loss: 2.489 +2025-10-19 18:00:20,238 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.516 Mixup Loss: 1.946 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 2.461 +2025-10-19 18:02:44,878 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.510 Mixup Loss: 1.953 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 2.463 +2025-10-19 18:05:09,137 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.487 Mixup Loss: 1.947 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 2.434 +2025-10-19 18:07:34,171 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.156 CLS Loss: 0.472 Mixup Loss: 1.929 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 2.401 +2025-10-19 18:09:58,497 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.505 Mixup Loss: 1.926 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.431 +2025-10-19 18:12:23,253 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.469 Mixup Loss: 1.899 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.367 +2025-10-19 18:14:47,537 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.505 Mixup Loss: 1.897 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 2.402 +2025-10-19 18:17:12,590 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.465 Mixup Loss: 1.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 2.344 +2025-10-19 18:19:39,893 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 85.996 FPR: 62.225 AUROC: 86.570 AUPR: 49.363 AURC: 33.451 EAURC: 23.152 AUPR Succ.: 97.391 ECE: 4.371 NLL: 5.399 Brier: 21.173 +2025-10-19 18:21:52,373 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.066 FPR: 62.696 AUROC: 86.467 AUPR: 48.874 AURC: 33.412 EAURC: 23.219 AUPR Succ.: 97.386 ECE: 4.674 NLL: 5.425 Brier: 21.197 +2025-10-19 18:21:52,381 INFO Original Model Accuracy improved from 78.62 to 86.00!!! +2025-10-19 18:21:53,752 INFO EMA Model Accuracy improved from 78.61 to 86.07!!! +2025-10-19 18:21:54,910 INFO ####### --- Training Epoch 3 --- ####### +2025-10-19 18:25:27,142 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.467 Mixup Loss: 1.852 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 2.318 +2025-10-19 18:27:51,363 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.443 Mixup Loss: 1.839 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 2.282 +2025-10-19 18:30:15,406 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.490 Mixup Loss: 1.916 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 2.406 +2025-10-19 18:32:40,492 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.457 Mixup Loss: 1.834 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 2.291 +2025-10-19 18:35:05,071 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.474 Mixup Loss: 1.864 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.338 +2025-10-19 18:37:29,871 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.501 Mixup Loss: 1.839 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 2.341 +2025-10-19 18:39:55,111 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.454 Mixup Loss: 1.821 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.275 +2025-10-19 18:42:19,591 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.462 Mixup Loss: 1.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.258 +2025-10-19 18:44:44,592 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.431 Mixup Loss: 1.787 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.218 +2025-10-19 18:47:08,922 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.437 Mixup Loss: 1.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.193 +2025-10-19 18:49:33,765 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.434 Mixup Loss: 1.753 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 2.187 +2025-10-19 18:51:58,461 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.474 Mixup Loss: 1.804 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.960 Tot. Loss: 2.278 +2025-10-19 18:54:23,505 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.429 Mixup Loss: 1.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.177 +2025-10-19 18:56:47,905 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.438 Mixup Loss: 1.729 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.167 +2025-10-19 18:59:12,654 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.429 Mixup Loss: 1.764 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 2.193 +2025-10-19 19:01:37,045 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.452 Mixup Loss: 1.755 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.208 +2025-10-19 19:04:02,010 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.445 Mixup Loss: 1.745 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.191 +2025-10-19 19:06:26,407 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.400 Mixup Loss: 1.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 2.111 +2025-10-19 19:08:51,320 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.419 Mixup Loss: 1.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.125 +2025-10-19 19:11:15,694 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.396 Mixup Loss: 1.730 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.126 +2025-10-19 19:13:40,535 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.413 Mixup Loss: 1.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 2.131 +2025-10-19 19:16:05,561 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.415 Mixup Loss: 1.693 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.108 +2025-10-19 19:18:29,833 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.439 Mixup Loss: 1.741 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.180 +2025-10-19 19:20:54,817 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.402 Mixup Loss: 1.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 2.082 +2025-10-19 19:23:19,301 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.443 Mixup Loss: 1.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.160 +2025-10-19 19:25:44,557 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.420 Mixup Loss: 1.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.116 +2025-10-19 19:28:08,925 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.391 Mixup Loss: 1.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.071 +2025-10-19 19:30:33,821 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.392 Mixup Loss: 1.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 2.050 +2025-10-19 19:32:58,119 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.413 Mixup Loss: 1.666 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.079 +2025-10-19 19:35:22,988 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.429 Mixup Loss: 1.665 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 2.095 +2025-10-19 19:37:47,344 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.390 Mixup Loss: 1.625 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 2.015 +2025-10-19 19:40:12,338 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.391 Mixup Loss: 1.665 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.056 +2025-10-19 19:42:36,585 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.409 Mixup Loss: 1.653 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 2.062 +2025-10-19 19:45:01,336 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.411 Mixup Loss: 1.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.046 +2025-10-19 19:47:25,488 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.419 Mixup Loss: 1.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.102 +2025-10-19 19:49:50,423 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.395 Mixup Loss: 1.653 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.047 +2025-10-19 19:52:15,121 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.393 Mixup Loss: 1.604 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.997 +2025-10-19 19:54:39,622 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.404 Mixup Loss: 1.643 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.047 +2025-10-19 19:57:04,617 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.398 Mixup Loss: 1.628 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.025 +2025-10-19 19:59:29,103 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.405 Mixup Loss: 1.640 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 2.044 +2025-10-19 20:01:54,192 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.400 Mixup Loss: 1.627 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.027 +2025-10-19 20:04:18,602 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.393 Mixup Loss: 1.589 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 1.982 +2025-10-19 20:06:43,375 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.405 Mixup Loss: 1.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 2.028 +2025-10-19 20:09:07,720 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.400 Mixup Loss: 1.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.978 +2025-10-19 20:11:32,813 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.389 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.955 +2025-10-19 20:13:57,017 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.366 Mixup Loss: 1.585 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.952 +2025-10-19 20:16:21,731 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.401 Mixup Loss: 1.617 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 2.018 +2025-10-19 20:18:46,103 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.371 Mixup Loss: 1.561 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.932 +2025-10-19 20:21:10,899 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.414 Mixup Loss: 1.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.017 +2025-10-19 20:23:35,112 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.373 Mixup Loss: 1.574 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.947 +2025-10-19 20:26:03,980 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.954 FPR: 59.313 AUROC: 87.425 AUPR: 50.181 AURC: 28.913 EAURC: 20.007 AUPR Succ.: 97.764 ECE: 1.328 NLL: 4.668 Brier: 19.312 +2025-10-19 20:28:15,546 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.892 FPR: 59.185 AUROC: 87.420 AUPR: 50.123 AURC: 29.151 EAURC: 20.158 AUPR Succ.: 97.745 ECE: 1.541 NLL: 4.721 Brier: 19.390 +2025-10-19 20:28:15,554 INFO Original Model Accuracy improved from 86.00 to 86.95!!! +2025-10-19 20:28:16,810 INFO EMA Model Accuracy improved from 86.07 to 86.89!!! +2025-10-19 20:28:18,014 INFO ####### --- Training Epoch 4 --- ####### +2025-10-19 20:31:53,377 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.378 Mixup Loss: 1.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.954 +2025-10-19 20:34:18,217 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.358 Mixup Loss: 1.585 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.943 +2025-10-19 20:36:42,356 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.402 Mixup Loss: 1.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 2.004 +2025-10-19 20:39:07,323 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.374 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.940 +2025-10-19 20:41:31,687 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.393 Mixup Loss: 1.579 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 1.972 +2025-10-19 20:43:56,866 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.416 Mixup Loss: 1.599 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.015 +2025-10-19 20:46:21,293 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.381 Mixup Loss: 1.564 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.945 +2025-10-19 20:48:46,622 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.385 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.950 +2025-10-19 20:51:11,089 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.352 Mixup Loss: 1.573 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.925 +2025-10-19 20:53:36,114 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.365 Mixup Loss: 1.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.893 +2025-10-19 20:56:00,528 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.366 Mixup Loss: 1.527 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.893 +2025-10-19 20:58:25,653 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.400 Mixup Loss: 1.569 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.950 Tot. Loss: 1.969 +2025-10-19 21:00:49,936 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.358 Mixup Loss: 1.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.877 +2025-10-19 21:03:14,896 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.370 Mixup Loss: 1.543 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.913 +2025-10-19 21:05:39,369 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.364 Mixup Loss: 1.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.907 +2025-10-19 21:08:04,170 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.385 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.925 +2025-10-19 21:10:29,261 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.380 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.920 +2025-10-19 21:12:53,761 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.339 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.850 +2025-10-19 21:15:18,602 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.356 Mixup Loss: 1.531 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.887 +2025-10-19 21:17:43,159 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.337 Mixup Loss: 1.530 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.866 +2025-10-19 21:20:08,454 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.350 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.864 +2025-10-19 21:22:32,855 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.357 Mixup Loss: 1.520 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.877 +2025-10-19 21:24:57,840 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.381 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.899 +2025-10-19 21:27:22,267 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.346 Mixup Loss: 1.520 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.866 +2025-10-19 21:29:47,441 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.385 Mixup Loss: 1.537 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.922 +2025-10-19 21:32:11,939 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.362 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.883 +2025-10-19 21:34:37,323 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.335 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.848 +2025-10-19 21:37:01,739 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.340 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.823 +2025-10-19 21:39:26,805 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.365 Mixup Loss: 1.525 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.890 +2025-10-19 21:41:51,432 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.375 Mixup Loss: 1.507 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.882 +2025-10-19 21:44:16,455 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.343 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.810 +2025-10-19 21:46:41,448 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.338 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.833 +2025-10-19 21:49:06,038 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.354 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.843 +2025-10-19 21:51:31,067 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.355 Mixup Loss: 1.490 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.845 +2025-10-19 21:53:55,773 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.361 Mixup Loss: 1.512 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.873 +2025-10-19 21:56:21,158 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.343 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.833 +2025-10-19 21:58:45,662 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.340 Mixup Loss: 1.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.822 +2025-10-19 22:01:10,633 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.356 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.839 +2025-10-19 22:03:34,949 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.353 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.864 +2025-10-19 22:06:00,209 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.355 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.841 +2025-10-19 22:08:24,406 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.350 Mixup Loss: 1.488 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.837 +2025-10-19 22:10:49,050 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.352 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.833 +2025-10-19 22:13:13,219 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.360 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.847 +2025-10-19 22:15:38,275 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.352 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.806 +2025-10-19 22:18:03,163 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.344 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.797 +2025-10-19 22:20:27,812 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.322 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.790 +2025-10-19 22:22:52,449 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.356 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.850 +2025-10-19 22:25:16,865 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.331 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.778 +2025-10-19 22:27:41,996 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.369 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.849 +2025-10-19 22:30:06,279 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.329 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.780 +2025-10-19 22:32:33,454 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.424 FPR: 58.429 AUROC: 87.755 AUPR: 49.658 AURC: 26.945 EAURC: 18.683 AUPR Succ.: 97.921 ECE: 0.930 NLL: 4.415 Brier: 18.578 +2025-10-19 22:34:50,633 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.330 FPR: 59.321 AUROC: 87.598 AUPR: 49.532 AURC: 27.520 EAURC: 19.131 AUPR Succ.: 97.869 ECE: 1.058 NLL: 4.501 Brier: 18.766 +2025-10-19 22:34:50,641 INFO Original Model Accuracy improved from 86.95 to 87.42!!! +2025-10-19 22:34:51,953 INFO EMA Model Accuracy improved from 86.89 to 87.33!!! +2025-10-19 22:34:53,219 INFO ####### --- Training Epoch 5 --- ####### +2025-10-19 22:38:26,973 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.337 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.782 +2025-10-19 22:40:50,988 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.316 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.766 +2025-10-19 22:43:16,028 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.358 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.847 +2025-10-19 22:45:40,434 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.334 Mixup Loss: 1.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.795 +2025-10-19 22:48:05,685 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.352 Mixup Loss: 1.495 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.847 +2025-10-19 22:50:30,195 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.371 Mixup Loss: 1.471 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.842 +2025-10-19 22:52:55,678 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.344 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.804 +2025-10-19 22:55:20,381 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.346 Mixup Loss: 1.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.802 +2025-10-19 22:57:45,944 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.317 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.768 +2025-10-19 23:00:11,030 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.330 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.773 +2025-10-19 23:02:35,819 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.334 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.770 +2025-10-19 23:05:01,021 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.360 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.837 +2025-10-19 23:07:25,700 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.320 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.751 +2025-10-19 23:09:50,777 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.333 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.759 +2025-10-19 23:12:15,595 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.329 Mixup Loss: 1.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.758 +2025-10-19 23:14:40,867 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.348 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.810 +2025-10-19 23:17:05,505 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.343 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.796 +2025-10-19 23:19:30,599 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.303 Mixup Loss: 1.425 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.728 +2025-10-19 23:21:55,272 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.319 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.746 +2025-10-19 23:24:20,366 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.303 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.726 +2025-10-19 23:26:44,772 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.317 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.758 +2025-10-19 23:29:09,890 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.322 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.749 +2025-10-19 23:31:34,199 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.345 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.799 +2025-10-19 23:33:59,315 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.311 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.729 +2025-10-19 23:36:24,234 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.350 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.800 +2025-10-19 23:38:48,922 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.327 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.773 +2025-10-19 23:41:14,096 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.302 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.713 +2025-10-19 23:43:38,724 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.307 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.727 +2025-10-19 23:46:03,740 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.332 Mixup Loss: 1.441 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.773 +2025-10-19 23:48:28,301 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.341 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.780 +2025-10-19 23:50:53,522 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.309 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.712 +2025-10-19 23:53:18,188 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.307 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.715 +2025-10-19 23:55:43,072 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.321 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.725 +2025-10-19 23:58:07,744 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.323 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.715 +2025-10-20 00:00:32,876 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.330 Mixup Loss: 1.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.774 +2025-10-20 00:02:57,413 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.311 Mixup Loss: 1.432 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.743 +2025-10-20 00:05:22,642 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.311 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.680 +2025-10-20 00:07:47,031 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.329 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.746 +2025-10-20 00:10:12,099 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.319 Mixup Loss: 1.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.738 +2025-10-20 00:12:37,174 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.322 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.735 +2025-10-20 00:15:01,842 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.320 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.731 +2025-10-20 00:17:26,819 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.320 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.707 +2025-10-20 00:19:51,417 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.330 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.734 +2025-10-20 00:22:16,410 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.321 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.710 +2025-10-20 00:24:41,025 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.318 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.699 +2025-10-20 00:27:06,038 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.294 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.686 +2025-10-20 00:29:30,687 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.325 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.727 +2025-10-20 00:31:55,647 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.304 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.697 +2025-10-20 00:34:20,209 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.337 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.754 +2025-10-20 00:36:45,067 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.302 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.684 +2025-10-20 00:39:12,656 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.726 FPR: 57.927 AUROC: 87.989 AUPR: 49.446 AURC: 25.694 EAURC: 17.833 AUPR Succ.: 98.021 ECE: 0.851 NLL: 4.270 Brier: 18.104 +2025-10-20 00:41:24,346 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.626 FPR: 58.979 AUROC: 87.803 AUPR: 49.592 AURC: 26.307 EAURC: 18.315 AUPR Succ.: 97.965 ECE: 0.859 NLL: 4.353 Brier: 18.316 +2025-10-20 00:41:24,353 INFO Original Model Accuracy improved from 87.42 to 87.73!!! +2025-10-20 00:41:25,547 INFO EMA Model Accuracy improved from 87.33 to 87.63!!! +2025-10-20 00:41:26,755 INFO ####### --- Training Epoch 6 --- ####### +2025-10-20 00:45:00,187 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.307 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.691 +2025-10-20 00:47:24,708 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.289 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.648 +2025-10-20 00:49:49,561 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.329 Mixup Loss: 1.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.773 +2025-10-20 00:52:13,985 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.305 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.694 +2025-10-20 00:54:38,853 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.319 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.733 +2025-10-20 00:57:03,574 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.344 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.762 +2025-10-20 00:59:28,863 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.317 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.724 +2025-10-20 01:01:53,415 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.315 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.692 +2025-10-20 01:04:18,453 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.289 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.694 +2025-10-20 01:06:42,959 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.301 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.676 +2025-10-20 01:09:07,810 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.307 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.667 +2025-10-20 01:11:32,399 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.334 Mixup Loss: 1.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.748 +2025-10-20 01:13:57,887 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.296 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.665 +2025-10-20 01:16:22,409 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.304 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.689 +2025-10-20 01:18:47,352 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.303 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.691 +2025-10-20 01:21:11,833 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.319 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.709 +2025-10-20 01:23:37,042 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.317 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.702 +2025-10-20 01:26:02,078 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.280 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.629 +2025-10-20 01:28:26,506 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.293 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.642 +2025-10-20 01:30:51,415 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.275 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.614 +2025-10-20 01:33:16,009 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.289 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.638 +2025-10-20 01:35:41,252 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.296 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.667 +2025-10-20 01:38:05,723 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.319 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.717 +2025-10-20 01:40:30,585 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.284 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.647 +2025-10-20 01:42:55,190 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.322 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.715 +2025-10-20 01:45:20,448 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.300 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.666 +2025-10-20 01:47:44,644 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.280 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.652 +2025-10-20 01:50:09,535 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.283 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.651 +2025-10-20 01:52:33,971 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.306 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.680 +2025-10-20 01:54:58,808 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.317 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.697 +2025-10-20 01:57:23,218 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.284 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.625 +2025-10-20 01:59:48,523 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.282 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.630 +2025-10-20 02:02:13,555 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.292 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.672 +2025-10-20 02:04:37,793 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.295 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.639 +2025-10-20 02:07:03,231 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.301 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.665 +2025-10-20 02:09:27,712 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.286 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.648 +2025-10-20 02:11:52,882 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.284 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.618 +2025-10-20 02:14:17,585 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.306 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.669 +2025-10-20 02:16:42,656 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.298 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.671 +2025-10-20 02:19:07,282 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.295 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.660 +2025-10-20 02:21:32,707 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.293 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.635 +2025-10-20 02:23:57,542 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.298 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.648 +2025-10-20 02:26:22,799 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.304 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.657 +2025-10-20 02:28:47,689 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.297 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.645 +2025-10-20 02:31:13,261 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.293 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.631 +2025-10-20 02:33:38,151 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.272 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.594 +2025-10-20 02:36:03,591 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.301 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.683 +2025-10-20 02:38:28,945 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.279 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.599 +2025-10-20 02:40:53,355 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.314 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.675 +2025-10-20 02:43:18,823 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.280 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.606 +2025-10-20 02:45:51,129 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.864 FPR: 57.202 AUROC: 88.281 AUPR: 49.994 AURC: 24.868 EAURC: 17.187 AUPR Succ.: 98.094 ECE: 0.886 NLL: 4.178 Brier: 17.806 +2025-10-20 02:48:02,075 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.854 FPR: 57.764 AUROC: 88.023 AUPR: 49.439 AURC: 25.306 EAURC: 17.611 AUPR Succ.: 98.047 ECE: 0.920 NLL: 4.236 Brier: 17.946 +2025-10-20 02:48:02,083 INFO Original Model Accuracy improved from 87.73 to 87.86!!! +2025-10-20 02:48:03,428 INFO EMA Model Accuracy improved from 87.63 to 87.85!!! +2025-10-20 02:48:04,768 INFO ####### --- Training Epoch 7 --- ####### +2025-10-20 02:51:37,806 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.282 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.613 +2025-10-20 02:54:02,958 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.264 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.579 +2025-10-20 02:56:27,419 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.305 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.688 +2025-10-20 02:58:52,824 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.283 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.627 +2025-10-20 03:01:17,600 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.299 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.678 +2025-10-20 03:03:42,920 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.319 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.690 +2025-10-20 03:06:07,285 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.652 +2025-10-20 03:08:32,429 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.295 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.624 +2025-10-20 03:10:56,882 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.269 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.612 +2025-10-20 03:13:22,062 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.280 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.608 +2025-10-20 03:15:47,137 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.285 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.621 +2025-10-20 03:18:11,955 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.310 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.677 +2025-10-20 03:20:37,343 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.275 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.575 +2025-10-20 03:23:01,835 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.284 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.622 +2025-10-20 03:25:27,301 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.286 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.629 +2025-10-20 03:27:51,887 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.298 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.645 +2025-10-20 03:30:17,097 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.296 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.638 +2025-10-20 03:32:41,798 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.258 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.597 +2025-10-20 03:35:07,176 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.270 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.594 +2025-10-20 03:37:31,871 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.253 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.556 +2025-10-20 03:39:57,370 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.270 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.581 +2025-10-20 03:42:22,112 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.277 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.584 +2025-10-20 03:44:47,504 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.300 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.652 +2025-10-20 03:47:12,237 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.264 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.581 +2025-10-20 03:49:37,648 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.300 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.643 +2025-10-20 03:52:02,948 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.276 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.605 +2025-10-20 03:54:27,827 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.261 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.579 +2025-10-20 03:56:53,189 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.265 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.584 +2025-10-20 03:59:17,634 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.287 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.612 +2025-10-20 04:01:43,406 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.296 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.622 +2025-10-20 04:04:07,914 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.264 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.556 +2025-10-20 04:06:33,297 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.262 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.584 +2025-10-20 04:08:57,931 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.271 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.599 +2025-10-20 04:11:23,087 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.277 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.572 +2025-10-20 04:13:47,833 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.280 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.614 +2025-10-20 04:16:13,053 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.264 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.590 +2025-10-20 04:18:37,606 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.265 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.578 +2025-10-20 04:21:02,900 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.284 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.605 +2025-10-20 04:23:27,420 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.280 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.600 +2025-10-20 04:25:52,874 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.273 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.605 +2025-10-20 04:28:17,938 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.275 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.582 +2025-10-20 04:30:42,938 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.280 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.606 +2025-10-20 04:33:08,527 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.283 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.582 +2025-10-20 04:35:33,162 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.275 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.580 +2025-10-20 04:37:58,790 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.272 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.562 +2025-10-20 04:40:23,284 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.248 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.523 +2025-10-20 04:42:49,011 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.281 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.604 +2025-10-20 04:45:13,584 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.262 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.561 +2025-10-20 04:47:39,337 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.294 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.601 +2025-10-20 04:50:04,205 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.261 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.562 +2025-10-20 04:52:36,194 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.066 FPR: 57.466 AUROC: 88.367 AUPR: 50.040 AURC: 24.185 EAURC: 16.762 AUPR Succ.: 98.145 ECE: 0.988 NLL: 4.109 Brier: 17.561 +2025-10-20 04:54:47,332 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.036 FPR: 57.289 AUROC: 88.174 AUPR: 49.259 AURC: 24.556 EAURC: 17.096 AUPR Succ.: 98.107 ECE: 1.020 NLL: 4.152 Brier: 17.674 +2025-10-20 04:54:47,340 INFO Original Model Accuracy improved from 87.86 to 88.07!!! +2025-10-20 04:54:48,690 INFO EMA Model Accuracy improved from 87.85 to 88.04!!! +2025-10-20 04:54:49,942 INFO ####### --- Training Epoch 8 --- ####### +2025-10-20 04:58:26,603 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.262 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.550 +2025-10-20 05:00:50,677 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.246 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.532 +2025-10-20 05:03:15,765 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.287 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.625 +2025-10-20 05:05:40,366 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.266 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.560 +2025-10-20 05:08:05,484 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.278 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.612 +2025-10-20 05:10:30,796 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.299 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.639 +2025-10-20 05:12:55,204 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.278 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.599 +2025-10-20 05:15:20,652 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.277 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.588 +2025-10-20 05:17:45,309 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.249 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.554 +2025-10-20 05:20:11,026 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.263 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.543 +2025-10-20 05:22:35,687 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.266 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.550 +2025-10-20 05:25:01,220 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.290 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.626 +2025-10-20 05:27:25,878 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.254 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.518 +2025-10-20 05:29:51,379 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.266 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.544 +2025-10-20 05:32:15,665 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.269 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.585 +2025-10-20 05:34:41,346 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.278 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.608 +2025-10-20 05:37:06,022 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.274 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.592 +2025-10-20 05:39:31,430 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.243 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.531 +2025-10-20 05:41:56,187 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.253 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.541 +2025-10-20 05:44:21,576 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.236 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.511 +2025-10-20 05:46:47,293 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.253 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.534 +2025-10-20 05:49:11,942 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.260 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.549 +2025-10-20 05:51:37,507 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.283 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.600 +2025-10-20 05:54:02,085 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.246 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.524 +2025-10-20 05:56:27,552 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.279 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.593 +2025-10-20 05:58:51,793 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.258 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.556 +2025-10-20 06:01:17,157 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.245 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.527 +2025-10-20 06:03:41,324 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.249 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.526 +2025-10-20 06:06:06,687 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.270 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.564 +2025-10-20 06:08:30,953 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.278 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.576 +2025-10-20 06:10:56,436 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.243 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.506 +2025-10-20 06:13:20,687 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.245 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.524 +2025-10-20 06:15:45,906 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.255 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.537 +2025-10-20 06:18:10,512 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.259 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.521 +2025-10-20 06:20:35,687 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.259 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.541 +2025-10-20 06:23:00,787 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.245 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.524 +2025-10-20 06:25:25,045 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.250 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.527 +2025-10-20 06:27:50,727 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.267 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.570 +2025-10-20 06:30:15,114 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.263 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.560 +2025-10-20 06:32:40,933 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.253 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.527 +2025-10-20 06:35:05,306 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.259 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.522 +2025-10-20 06:37:30,676 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.261 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.534 +2025-10-20 06:39:55,029 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.267 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.558 +2025-10-20 06:42:20,650 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.258 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.535 +2025-10-20 06:44:44,955 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.257 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.531 +2025-10-20 06:47:10,250 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.232 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.485 +2025-10-20 06:49:34,477 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.261 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.560 +2025-10-20 06:52:00,163 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.248 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.508 +2025-10-20 06:54:24,868 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.275 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.565 +2025-10-20 06:56:50,145 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.243 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.498 +2025-10-20 07:00:21,001 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.128 FPR: 56.856 AUROC: 88.439 AUPR: 49.749 AURC: 23.888 EAURC: 16.544 AUPR Succ.: 98.170 ECE: 1.248 NLL: 4.073 Brier: 17.449 +2025-10-20 07:02:33,408 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.166 FPR: 57.377 AUROC: 88.285 AUPR: 49.368 AURC: 24.015 EAURC: 16.719 AUPR Succ.: 98.151 ECE: 1.041 NLL: 4.095 Brier: 17.480 +2025-10-20 07:02:33,416 INFO Original Model Accuracy improved from 88.07 to 88.13!!! +2025-10-20 07:02:34,733 INFO EMA Model Accuracy improved from 88.04 to 88.17!!! +2025-10-20 07:02:36,019 INFO ####### --- Training Epoch 9 --- ####### +2025-10-20 07:06:10,759 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.246 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.527 +2025-10-20 07:08:34,676 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.231 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.493 +2025-10-20 07:10:59,912 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.270 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.579 +2025-10-20 07:13:24,113 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.247 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.519 +2025-10-20 07:15:49,575 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.265 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.579 +2025-10-20 07:18:13,899 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.281 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.571 +2025-10-20 07:20:39,403 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.258 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.540 +2025-10-20 07:23:03,796 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.260 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.539 +2025-10-20 07:25:29,190 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.230 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.484 +2025-10-20 07:27:53,629 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.247 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.493 +2025-10-20 07:30:19,201 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.251 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.523 +2025-10-20 07:32:43,520 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.273 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.571 +2025-10-20 07:35:08,784 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.243 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.499 +2025-10-20 07:37:34,212 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.248 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.510 +2025-10-20 07:39:58,873 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.256 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.523 +2025-10-20 07:42:23,932 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.258 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.537 +2025-10-20 07:44:48,220 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.257 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.533 +2025-10-20 07:47:13,227 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.226 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.481 +2025-10-20 07:49:37,582 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.237 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.495 +2025-10-20 07:52:02,825 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.222 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.483 +2025-10-20 07:54:26,998 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.236 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.477 +2025-10-20 07:56:52,464 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.243 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.497 +2025-10-20 07:59:17,051 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.263 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.553 +2025-10-20 08:01:42,543 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.229 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.462 +2025-10-20 08:04:07,074 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.261 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.560 +2025-10-20 08:06:32,559 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.243 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.526 +2025-10-20 08:08:56,952 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.232 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.490 +2025-10-20 08:11:22,336 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.233 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.490 +2025-10-20 08:13:47,613 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.255 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.545 +2025-10-20 08:16:12,113 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.262 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.536 +2025-10-20 08:18:37,276 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.230 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.474 +2025-10-20 08:21:01,740 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.231 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.480 +2025-10-20 08:23:26,973 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.237 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.500 +2025-10-20 08:25:51,437 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.495 +2025-10-20 08:28:17,006 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.243 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.500 +2025-10-20 08:30:41,499 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.230 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.484 +2025-10-20 08:33:06,748 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.237 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.483 +2025-10-20 08:35:31,021 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.251 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.527 +2025-10-20 08:37:56,358 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.247 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.494 +2025-10-20 08:40:20,621 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.240 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.506 +2025-10-20 08:42:46,118 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.242 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.500 +2025-10-20 08:45:10,425 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.246 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.493 +2025-10-20 08:47:35,821 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.250 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.511 +2025-10-20 08:50:01,268 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.241 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.481 +2025-10-20 08:52:25,818 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.241 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.482 +2025-10-20 08:54:51,064 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.218 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.449 +2025-10-20 08:57:15,565 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.245 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.518 +2025-10-20 08:59:40,898 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.472 +2025-10-20 09:02:05,604 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.261 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.528 +2025-10-20 09:04:30,773 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.230 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.475 +2025-10-20 09:07:03,534 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.186 FPR: 56.831 AUROC: 88.511 AUPR: 49.985 AURC: 23.645 EAURC: 16.374 AUPR Succ.: 98.189 ECE: 1.376 NLL: 4.052 Brier: 17.354 +2025-10-20 09:09:25,372 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.270 FPR: 57.391 AUROC: 88.339 AUPR: 49.324 AURC: 23.653 EAURC: 16.488 AUPR Succ.: 98.179 ECE: 1.232 NLL: 4.059 Brier: 17.354 +2025-10-20 09:09:25,381 INFO Original Model Accuracy improved from 88.13 to 88.19!!! +2025-10-20 09:09:26,788 INFO EMA Model Accuracy improved from 88.17 to 88.27!!! +2025-10-20 09:09:27,948 INFO ####### --- Training Epoch 10 --- ####### +2025-10-20 09:13:00,357 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.480 +2025-10-20 09:15:25,396 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.215 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.448 +2025-10-20 09:17:49,623 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.250 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.536 +2025-10-20 09:20:14,933 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.235 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.473 +2025-10-20 09:22:39,589 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.248 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.531 +2025-10-20 09:25:05,439 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.267 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.537 +2025-10-20 09:27:30,779 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.244 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.507 +2025-10-20 09:29:55,943 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.246 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.500 +2025-10-20 09:32:21,313 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.221 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.457 +2025-10-20 09:34:46,226 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.233 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.462 +2025-10-20 09:37:11,774 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.239 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.492 +2025-10-20 09:39:36,565 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.259 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.517 +2025-10-20 09:42:01,918 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.230 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.455 +2025-10-20 09:44:26,498 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.236 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.473 +2025-10-20 09:46:52,068 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.242 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.470 +2025-10-20 09:49:16,693 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.247 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.515 +2025-10-20 09:51:42,117 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.246 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.502 +2025-10-20 09:54:06,803 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.212 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.441 +2025-10-20 09:56:32,260 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.221 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.472 +2025-10-20 09:58:56,846 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.208 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.441 +2025-10-20 10:01:22,570 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.226 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.452 +2025-10-20 10:03:47,940 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.230 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.481 +2025-10-20 10:06:12,981 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.247 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.503 +2025-10-20 10:08:38,518 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.450 +2025-10-20 10:11:03,114 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.242 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.498 +2025-10-20 10:13:28,669 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.224 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.459 +2025-10-20 10:15:53,374 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.221 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.464 +2025-10-20 10:18:18,819 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.450 +2025-10-20 10:20:43,522 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.238 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.490 +2025-10-20 10:23:08,934 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.248 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.501 +2025-10-20 10:25:33,635 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.216 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.430 +2025-10-20 10:27:59,005 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.217 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.451 +2025-10-20 10:30:23,724 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.223 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.459 +2025-10-20 10:32:49,307 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.230 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.451 +2025-10-20 10:35:14,095 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.229 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.467 +2025-10-20 10:37:39,798 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.215 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.450 +2025-10-20 10:40:04,783 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.224 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.438 +2025-10-20 10:42:29,978 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.240 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.473 +2025-10-20 10:44:55,344 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.234 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.477 +2025-10-20 10:47:20,154 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.224 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.452 +2025-10-20 10:49:45,440 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.228 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.461 +2025-10-20 10:52:10,088 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.230 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.459 +2025-10-20 10:54:35,546 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.484 +2025-10-20 10:57:00,251 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.225 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.434 +2025-10-20 10:59:25,692 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.227 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.466 +2025-10-20 11:01:50,294 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.204 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.398 +2025-10-20 11:04:15,824 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.233 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.494 +2025-10-20 11:06:40,491 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.220 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.439 +2025-10-20 11:09:05,963 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.247 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.489 +2025-10-20 11:11:30,521 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.217 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.434 +2025-10-20 11:16:08,842 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.296 FPR: 57.023 AUROC: 88.449 AUPR: 49.372 AURC: 23.443 EAURC: 16.309 AUPR Succ.: 98.199 ECE: 1.588 NLL: 4.037 Brier: 17.288 +2025-10-20 11:20:52,628 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.304 FPR: 56.737 AUROC: 88.435 AUPR: 49.361 AURC: 23.422 EAURC: 16.299 AUPR Succ.: 98.200 ECE: 1.403 NLL: 4.037 Brier: 17.271 +2025-10-20 11:20:52,636 INFO Original Model Accuracy improved from 88.19 to 88.30!!! +2025-10-20 11:20:54,107 INFO EMA Model Accuracy improved from 88.27 to 88.30!!! +2025-10-20 11:20:55,422 INFO ####### --- Training Epoch 11 --- ####### +2025-10-20 11:24:28,961 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.221 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.460 +2025-10-20 11:26:54,038 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.204 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.406 +2025-10-20 11:29:18,226 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.238 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.502 +2025-10-20 11:31:43,495 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.224 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.428 +2025-10-20 11:34:08,052 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.237 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.492 +2025-10-20 11:36:33,319 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.254 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.496 +2025-10-20 11:38:57,882 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.234 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.479 +2025-10-20 11:41:23,234 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.234 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.478 +2025-10-20 11:43:47,757 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.207 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.440 +2025-10-20 11:46:12,709 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.222 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.432 +2025-10-20 11:48:37,024 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.225 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.434 +2025-10-20 11:51:02,304 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.243 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.522 +2025-10-20 11:53:26,937 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.402 +2025-10-20 11:55:52,415 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.223 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.442 +2025-10-20 11:58:17,015 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.232 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.467 +2025-10-20 12:00:42,357 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.232 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.468 +2025-10-20 12:03:07,916 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.232 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.478 +2025-10-20 12:05:32,639 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.203 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.414 +2025-10-20 12:07:57,934 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.208 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.429 +2025-10-20 12:10:22,668 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.195 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.384 +2025-10-20 12:12:48,083 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.213 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.435 +2025-10-20 12:15:12,723 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.219 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.437 +2025-10-20 12:17:37,918 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.236 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.472 +2025-10-20 12:20:02,560 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.203 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.417 +2025-10-20 12:22:27,599 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.232 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.465 +2025-10-20 12:24:52,105 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.213 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.431 +2025-10-20 12:27:17,615 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.208 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.429 +2025-10-20 12:29:42,343 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.209 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.413 +2025-10-20 12:32:07,363 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.229 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.455 +2025-10-20 12:34:31,953 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.235 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.482 +2025-10-20 12:36:57,347 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.205 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.406 +2025-10-20 12:39:22,796 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.206 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.414 +2025-10-20 12:41:47,358 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.211 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.439 +2025-10-20 12:44:12,661 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.222 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.425 +2025-10-20 12:46:37,312 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.438 +2025-10-20 12:49:02,670 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.203 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.430 +2025-10-20 12:51:27,308 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.211 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.421 +2025-10-20 12:53:52,424 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.225 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.452 +2025-10-20 12:56:17,057 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.222 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.458 +2025-10-20 12:58:42,369 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.210 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.416 +2025-10-20 13:01:06,882 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.216 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.422 +2025-10-20 13:03:32,281 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.225 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.437 +2025-10-20 13:05:56,911 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.225 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.459 +2025-10-20 13:08:22,284 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.213 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.420 +2025-10-20 13:10:47,014 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.216 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.406 +2025-10-20 13:13:12,516 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.195 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.394 +2025-10-20 13:15:38,152 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.221 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.451 +2025-10-20 13:18:02,471 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.210 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.404 +2025-10-20 13:20:27,991 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.470 +2025-10-20 13:22:52,272 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.405 +2025-10-20 13:27:39,366 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.304 FPR: 56.703 AUROC: 88.528 AUPR: 50.067 AURC: 23.300 EAURC: 16.177 AUPR Succ.: 98.213 ECE: 1.660 NLL: 4.035 Brier: 17.256 +2025-10-20 13:31:14,090 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.342 FPR: 57.248 AUROC: 88.474 AUPR: 49.448 AURC: 23.267 EAURC: 16.191 AUPR Succ.: 98.212 ECE: 1.543 NLL: 4.025 Brier: 17.217 +2025-10-20 13:31:14,097 INFO Original Model Accuracy improved from 88.30 to 88.30!!! +2025-10-20 13:31:15,561 INFO EMA Model Accuracy improved from 88.30 to 88.34!!! +2025-10-20 13:31:16,956 INFO ####### --- Training Epoch 12 --- ####### +2025-10-20 13:34:50,619 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.213 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.421 +2025-10-20 13:37:14,654 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.195 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.388 +2025-10-20 13:39:39,805 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.226 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.468 +2025-10-20 13:42:04,339 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.212 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.420 +2025-10-20 13:44:29,726 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.226 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.462 +2025-10-20 13:46:54,625 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.477 +2025-10-20 13:49:20,174 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.223 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.449 +2025-10-20 13:51:44,933 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.224 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.434 +2025-10-20 13:54:10,546 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.198 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.424 +2025-10-20 13:56:35,888 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.211 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.403 +2025-10-20 13:59:00,679 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.420 +2025-10-20 14:01:26,279 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.233 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.473 +2025-10-20 14:03:50,740 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.207 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.390 +2025-10-20 14:06:16,059 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.213 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.410 +2025-10-20 14:08:40,403 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.419 +2025-10-20 14:11:05,904 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.218 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.431 +2025-10-20 14:13:30,310 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.222 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.438 +2025-10-20 14:15:55,889 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.195 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.404 +2025-10-20 14:18:20,413 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.201 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.409 +2025-10-20 14:20:46,113 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.187 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.365 +2025-10-20 14:23:11,012 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.202 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.398 +2025-10-20 14:25:36,576 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.209 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.425 +2025-10-20 14:28:01,423 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.223 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.442 +2025-10-20 14:30:27,008 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.194 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.380 +2025-10-20 14:32:52,125 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.217 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.438 +2025-10-20 14:35:16,605 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.201 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.411 +2025-10-20 14:37:42,005 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.201 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.397 +2025-10-20 14:40:06,549 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.200 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.388 +2025-10-20 14:42:32,018 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.428 +2025-10-20 14:44:56,349 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.225 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.427 +2025-10-20 14:47:21,760 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.193 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.386 +2025-10-20 14:49:46,099 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.197 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.397 +2025-10-20 14:52:11,608 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.203 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.413 +2025-10-20 14:54:36,202 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.213 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.398 +2025-10-20 14:57:01,804 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.205 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.408 +2025-10-20 14:59:26,082 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.194 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.394 +2025-10-20 15:01:51,467 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.202 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.381 +2025-10-20 15:04:15,927 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.216 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.425 +2025-10-20 15:06:41,284 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.435 +2025-10-20 15:09:06,641 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.411 +2025-10-20 15:11:31,454 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.209 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.422 +2025-10-20 15:13:56,975 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.212 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.409 +2025-10-20 15:16:21,576 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.216 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.424 +2025-10-20 15:18:46,971 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.207 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.388 +2025-10-20 15:21:11,389 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.207 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.386 +2025-10-20 15:23:36,886 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.363 +2025-10-20 15:26:01,418 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.210 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.423 +2025-10-20 15:28:26,704 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.201 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.389 +2025-10-20 15:30:51,122 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.225 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.432 +2025-10-20 15:33:16,680 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.371 +2025-10-20 15:35:55,644 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.364 FPR: 56.617 AUROC: 88.415 AUPR: 49.082 AURC: 23.320 EAURC: 16.271 AUPR Succ.: 98.204 ECE: 1.809 NLL: 4.038 Brier: 17.246 +2025-10-20 15:38:07,439 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.352 FPR: 56.799 AUROC: 88.510 AUPR: 49.550 AURC: 23.200 EAURC: 16.136 AUPR Succ.: 98.218 ECE: 1.731 NLL: 4.024 Brier: 17.196 +2025-10-20 15:38:07,447 INFO Original Model Accuracy improved from 88.30 to 88.36!!! +2025-10-20 15:38:08,820 INFO EMA Model Accuracy improved from 88.34 to 88.35!!! +2025-10-20 15:38:10,052 INFO ####### --- Training Epoch 13 --- ####### +2025-10-20 15:41:42,554 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.202 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.382 +2025-10-20 15:44:07,943 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.186 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.354 +2025-10-20 15:46:32,690 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.214 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.446 +2025-10-20 15:48:57,550 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.202 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.403 +2025-10-20 15:51:22,817 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.215 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.430 +2025-10-20 15:53:47,715 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.232 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.447 +2025-10-20 15:56:13,389 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.216 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.426 +2025-10-20 15:58:37,869 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.405 +2025-10-20 16:01:03,512 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.186 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.377 +2025-10-20 16:03:27,970 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.201 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.389 +2025-10-20 16:05:53,599 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.206 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.399 +2025-10-20 16:08:18,095 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.222 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.451 +2025-10-20 16:10:43,524 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.197 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.381 +2025-10-20 16:13:07,967 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.203 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.395 +2025-10-20 16:15:33,452 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.213 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.411 +2025-10-20 16:17:57,921 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.208 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.412 +2025-10-20 16:20:23,757 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.210 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.402 +2025-10-20 16:22:48,829 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.182 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.351 +2025-10-20 16:25:13,799 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.191 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.389 +2025-10-20 16:27:39,526 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.181 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.355 +2025-10-20 16:30:04,104 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.195 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.377 +2025-10-20 16:32:29,868 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.201 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.394 +2025-10-20 16:34:54,467 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.215 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.427 +2025-10-20 16:37:20,284 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.362 +2025-10-20 16:39:44,779 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.206 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.413 +2025-10-20 16:42:10,385 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.192 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.397 +2025-10-20 16:44:34,877 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.383 +2025-10-20 16:47:00,596 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.385 +2025-10-20 16:49:25,146 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.207 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.405 +2025-10-20 16:51:50,778 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.216 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.415 +2025-10-20 16:54:15,176 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.359 +2025-10-20 16:56:40,733 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 1.382 +2025-10-20 16:59:05,829 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.193 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.387 +2025-10-20 17:01:30,921 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.204 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.391 +2025-10-20 17:03:56,442 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.196 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.393 +2025-10-20 17:06:21,144 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.189 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.386 +2025-10-20 17:08:47,035 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.360 +2025-10-20 17:11:11,595 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.209 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.413 +2025-10-20 17:13:37,318 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.205 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.394 +2025-10-20 17:16:01,797 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.192 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.381 +2025-10-20 17:18:27,349 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.385 +2025-10-20 17:20:51,746 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.205 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.394 +2025-10-20 17:23:17,273 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.207 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.407 +2025-10-20 17:25:41,635 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.196 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.373 +2025-10-20 17:28:07,059 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.198 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.377 +2025-10-20 17:30:31,521 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.345 +2025-10-20 17:32:57,141 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.201 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.399 +2025-10-20 17:35:22,200 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.195 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.379 +2025-10-20 17:37:47,307 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.217 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.409 +2025-10-20 17:40:12,431 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.190 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.361 +2025-10-20 17:43:19,179 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.390 FPR: 56.934 AUROC: 88.403 AUPR: 49.067 AURC: 23.280 EAURC: 16.263 AUPR Succ.: 98.205 ECE: 1.878 NLL: 4.038 Brier: 17.234 +2025-10-20 17:45:37,119 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.376 FPR: 56.487 AUROC: 88.483 AUPR: 49.484 AURC: 23.181 EAURC: 16.147 AUPR Succ.: 98.218 ECE: 1.907 NLL: 4.028 Brier: 17.194 +2025-10-20 17:45:37,126 INFO Original Model Accuracy improved from 88.36 to 88.39!!! +2025-10-20 17:45:38,485 INFO EMA Model Accuracy improved from 88.35 to 88.38!!! +2025-10-20 17:45:39,802 INFO ####### --- Training Epoch 14 --- ####### +2025-10-20 17:49:12,984 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.194 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.369 +2025-10-20 17:51:38,081 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.180 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.342 +2025-10-20 17:54:02,140 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.206 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.409 +2025-10-20 17:56:27,425 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.192 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.369 +2025-10-20 17:58:51,814 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.208 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.407 +2025-10-20 18:01:17,578 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.222 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.431 +2025-10-20 18:03:42,089 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.207 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.393 +2025-10-20 18:06:07,840 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.207 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.400 +2025-10-20 18:08:32,320 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.178 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.358 +2025-10-20 18:10:57,892 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.193 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.376 +2025-10-20 18:13:22,430 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.196 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.375 +2025-10-20 18:15:48,404 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.214 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.415 +2025-10-20 18:18:13,797 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.190 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.360 +2025-10-20 18:20:38,692 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.196 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.369 +2025-10-20 18:23:04,145 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.203 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.384 +2025-10-20 18:25:28,658 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.201 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.404 +2025-10-20 18:27:54,067 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.205 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.412 +2025-10-20 18:30:18,480 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.176 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.353 +2025-10-20 18:32:43,701 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.368 +2025-10-20 18:35:08,108 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.172 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.322 +2025-10-20 18:37:33,559 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.187 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.371 +2025-10-20 18:39:57,901 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.193 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.370 +2025-10-20 18:42:23,400 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.207 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.401 +2025-10-20 18:44:47,730 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.343 +2025-10-20 18:47:13,369 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.200 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.397 +2025-10-20 18:49:37,665 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.363 +2025-10-20 18:52:03,153 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.185 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.375 +2025-10-20 18:54:28,285 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.184 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.365 +2025-10-20 18:56:52,929 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.201 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.401 +2025-10-20 18:59:18,207 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.207 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.388 +2025-10-20 19:01:42,712 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.347 +2025-10-20 19:04:08,035 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.181 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.337 +2025-10-20 19:06:32,558 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.188 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.376 +2025-10-20 19:08:57,964 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.198 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.380 +2025-10-20 19:11:22,435 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.190 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.366 +2025-10-20 19:13:47,828 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.357 +2025-10-20 19:16:12,248 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.189 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.345 +2025-10-20 19:18:37,799 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.199 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.395 +2025-10-20 19:21:02,187 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.195 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.395 +2025-10-20 19:23:27,749 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.183 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.351 +2025-10-20 19:25:52,184 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.193 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.351 +2025-10-20 19:28:17,809 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.199 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.390 +2025-10-20 19:30:43,424 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.200 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.388 +2025-10-20 19:33:08,342 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.189 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.344 +2025-10-20 19:35:33,901 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.192 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.347 +2025-10-20 19:37:58,614 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.326 +2025-10-20 19:40:24,249 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.196 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.396 +2025-10-20 19:42:49,061 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 1.364 +2025-10-20 19:45:14,756 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.210 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.386 +2025-10-20 19:47:39,288 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.183 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.356 +2025-10-20 19:50:09,450 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.372 FPR: 56.691 AUROC: 88.450 AUPR: 49.379 AURC: 23.260 EAURC: 16.221 AUPR Succ.: 98.209 ECE: 2.014 NLL: 4.046 Brier: 17.237 +2025-10-20 19:52:21,181 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.398 FPR: 56.352 AUROC: 88.444 AUPR: 49.206 AURC: 23.177 EAURC: 16.170 AUPR Succ.: 98.216 ECE: 2.007 NLL: 4.035 Brier: 17.204 +2025-10-20 19:52:21,188 INFO EMA Model Accuracy improved from 88.38 to 88.40!!! +2025-10-20 19:52:22,400 INFO ####### --- Training Epoch 15 --- ####### +2025-10-20 19:55:56,866 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.188 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.346 +2025-10-20 19:58:20,854 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.172 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 1.332 +2025-10-20 20:00:45,717 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.198 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.396 +2025-10-20 20:03:10,010 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.355 +2025-10-20 20:05:35,341 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.202 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.384 +2025-10-20 20:08:00,112 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.218 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.421 +2025-10-20 20:10:25,150 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.199 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.377 +2025-10-20 20:12:50,381 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.202 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.395 +2025-10-20 20:15:14,856 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.174 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.340 +2025-10-20 20:17:40,050 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.355 +2025-10-20 20:20:04,614 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.191 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.352 +2025-10-20 20:22:29,948 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.208 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.397 +2025-10-20 20:24:54,528 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.183 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.345 +2025-10-20 20:27:19,733 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.189 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.370 +2025-10-20 20:29:44,365 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.201 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.381 +2025-10-20 20:32:09,531 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.195 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.391 +2025-10-20 20:34:34,051 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.198 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.392 +2025-10-20 20:36:59,474 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.171 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.326 +2025-10-20 20:39:24,202 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.176 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.356 +2025-10-20 20:41:49,733 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.165 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 1.320 +2025-10-20 20:44:14,420 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.183 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.332 +2025-10-20 20:46:39,318 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.187 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.360 +2025-10-20 20:49:04,526 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.199 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.385 +2025-10-20 20:51:29,041 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.174 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.341 +2025-10-20 20:53:54,430 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.194 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.392 +2025-10-20 20:56:19,087 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.178 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 1.369 +2025-10-20 20:58:44,357 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.363 +2025-10-20 21:01:08,944 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.177 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.343 +2025-10-20 21:03:34,168 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.196 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.375 +2025-10-20 21:05:58,920 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.201 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.384 +2025-10-20 21:08:24,264 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 1.328 +2025-10-20 21:10:48,928 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 1.353 +2025-10-20 21:13:14,310 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.347 +2025-10-20 21:15:38,805 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.193 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.352 +2025-10-20 21:18:04,157 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.362 +2025-10-20 21:20:29,414 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.174 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.334 +2025-10-20 21:22:54,436 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.184 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 1.339 +2025-10-20 21:25:19,720 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.193 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.369 +2025-10-20 21:27:44,436 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.357 +2025-10-20 21:30:09,991 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.176 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.338 +2025-10-20 21:32:34,578 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.188 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.356 +2025-10-20 21:34:59,816 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.194 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.363 +2025-10-20 21:37:24,334 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.195 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.366 +2025-10-20 21:39:49,738 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.180 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.342 +2025-10-20 21:42:14,191 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.187 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 1.348 +2025-10-20 21:44:39,438 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.165 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.312 +2025-10-20 21:47:03,961 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.188 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.381 +2025-10-20 21:49:29,093 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.181 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.332 +2025-10-20 21:51:53,690 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.206 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.390 +2025-10-20 21:54:19,013 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.176 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.315 +2025-10-20 21:56:46,412 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.398 FPR: 56.938 AUROC: 88.397 AUPR: 49.421 AURC: 23.272 EAURC: 16.265 AUPR Succ.: 98.205 ECE: 2.083 NLL: 4.054 Brier: 17.249 +2025-10-20 21:59:00,375 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.382 FPR: 56.206 AUROC: 88.469 AUPR: 49.511 AURC: 23.194 EAURC: 16.167 AUPR Succ.: 98.215 ECE: 2.034 NLL: 4.045 Brier: 17.217 +2025-10-20 21:59:00,382 INFO Original Model Accuracy improved from 88.39 to 88.40!!! +2025-10-20 21:59:01,678 INFO ####### --- Training Epoch 16 --- ####### +2025-10-20 22:02:36,415 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.340 +2025-10-20 22:05:00,296 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.317 +2025-10-20 22:07:25,506 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.193 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.400 +2025-10-20 22:09:50,065 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.182 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.336 +2025-10-20 22:12:15,526 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.196 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.381 +2025-10-20 22:14:40,175 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.210 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.398 +2025-10-20 22:17:05,505 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.377 +2025-10-20 22:19:30,077 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.374 +2025-10-20 22:21:55,693 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.169 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 1.347 +2025-10-20 22:24:20,307 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.724 Tot. Loss: 1.363 +2025-10-20 22:26:45,722 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.186 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.340 +2025-10-20 22:29:10,264 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.202 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.398 +2025-10-20 22:31:35,496 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.178 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 1.317 +2025-10-20 22:34:00,378 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.185 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.346 +2025-10-20 22:36:25,468 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.194 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.373 +2025-10-20 22:38:50,962 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.188 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.389 +2025-10-20 22:41:15,341 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.192 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.372 +2025-10-20 22:43:41,063 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.166 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.310 +2025-10-20 22:46:05,495 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.314 +2025-10-20 22:48:31,140 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.162 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.302 +2025-10-20 22:50:55,589 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.178 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.335 +2025-10-20 22:53:20,843 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.350 +2025-10-20 22:55:45,465 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.383 +2025-10-20 22:58:10,828 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.168 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.332 +2025-10-20 23:00:35,419 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.187 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.357 +2025-10-20 23:03:00,680 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.172 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.343 +2025-10-20 23:05:25,234 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.176 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.333 +2025-10-20 23:07:50,562 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.340 +2025-10-20 23:10:15,567 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.190 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.356 +2025-10-20 23:12:40,361 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.198 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.368 +2025-10-20 23:15:05,618 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.307 +2025-10-20 23:17:29,979 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.333 +2025-10-20 23:19:55,383 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.176 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.342 +2025-10-20 23:22:19,745 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.187 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.343 +2025-10-20 23:24:45,149 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.179 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.351 +2025-10-20 23:27:09,693 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.343 +2025-10-20 23:29:35,556 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.331 +2025-10-20 23:32:00,112 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.191 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.369 +2025-10-20 23:34:25,577 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.185 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.349 +2025-10-20 23:36:50,177 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.172 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.333 +2025-10-20 23:39:15,510 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.179 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.335 +2025-10-20 23:41:40,126 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.363 +2025-10-20 23:44:05,634 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.189 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.355 +2025-10-20 23:46:30,515 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.177 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.319 +2025-10-20 23:48:55,507 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.331 +2025-10-20 23:51:21,143 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.159 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.298 +2025-10-20 23:53:45,625 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.182 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.370 +2025-10-20 23:56:11,149 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.318 +2025-10-20 23:58:35,549 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.200 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.365 +2025-10-21 00:01:00,882 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.175 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.311 +2025-10-21 00:03:32,082 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.404 FPR: 56.968 AUROC: 88.403 AUPR: 49.312 AURC: 23.250 EAURC: 16.251 AUPR Succ.: 98.207 ECE: 2.122 NLL: 4.058 Brier: 17.249 +2025-10-21 00:06:55,835 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.360 FPR: 56.151 AUROC: 88.493 AUPR: 49.658 AURC: 23.230 EAURC: 16.176 AUPR Succ.: 98.214 ECE: 2.143 NLL: 4.054 Brier: 17.231 +2025-10-21 00:06:55,842 INFO Original Model Accuracy improved from 88.40 to 88.40!!! +2025-10-21 00:06:57,261 INFO ####### --- Training Epoch 17 --- ####### +2025-10-21 00:10:29,620 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.179 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.347 +2025-10-21 00:12:54,662 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.312 +2025-10-21 00:15:18,984 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.189 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.370 +2025-10-21 00:17:44,300 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.329 +2025-10-21 00:20:08,871 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.372 +2025-10-21 00:22:34,524 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.207 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.391 +2025-10-21 00:24:59,332 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.356 +2025-10-21 00:27:24,592 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.189 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.360 +2025-10-21 00:29:50,160 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.164 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.324 +2025-10-21 00:32:14,926 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.182 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.329 +2025-10-21 00:34:40,447 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.183 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.331 +2025-10-21 00:37:04,986 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.199 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.382 +2025-10-21 00:39:30,611 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.174 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.319 +2025-10-21 00:41:55,130 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.180 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.340 +2025-10-21 00:44:21,053 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.191 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.355 +2025-10-21 00:46:45,706 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.183 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.365 +2025-10-21 00:49:11,614 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.368 +2025-10-21 00:51:36,304 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.164 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.310 +2025-10-21 00:54:02,382 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.170 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.311 +2025-10-21 00:56:27,320 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.161 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.312 +2025-10-21 00:58:52,963 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.174 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.323 +2025-10-21 01:01:17,817 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.179 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.349 +2025-10-21 01:03:43,333 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.190 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.374 +2025-10-21 01:06:08,415 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.165 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.326 +2025-10-21 01:08:33,141 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.183 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.363 +2025-10-21 01:10:58,646 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.169 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.313 +2025-10-21 01:13:23,164 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.174 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.335 +2025-10-21 01:15:48,997 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.169 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.332 +2025-10-21 01:18:13,318 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.364 +2025-10-21 01:20:38,794 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.193 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.363 +2025-10-21 01:23:03,152 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.166 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 1.311 +2025-10-21 01:25:28,638 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.169 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.315 +2025-10-21 01:27:52,993 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.173 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.341 +2025-10-21 01:30:18,698 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.186 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.336 +2025-10-21 01:32:43,027 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.176 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.335 +2025-10-21 01:35:08,637 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.164 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.328 +2025-10-21 01:37:33,147 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.318 +2025-10-21 01:39:58,805 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.185 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.331 +2025-10-21 01:42:23,977 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.185 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.358 +2025-10-21 01:44:48,777 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.312 +2025-10-21 01:47:14,226 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.178 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.329 +2025-10-21 01:49:38,513 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.355 +2025-10-21 01:52:04,046 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.189 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.339 +2025-10-21 01:54:28,457 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.174 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.310 +2025-10-21 01:56:53,941 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.181 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.330 +2025-10-21 01:59:18,203 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.156 Mixup Loss: 1.129 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.285 +2025-10-21 02:01:43,807 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.180 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.338 +2025-10-21 02:04:07,961 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.174 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.325 +2025-10-21 02:06:33,488 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.198 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.373 +2025-10-21 02:08:57,668 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.173 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 1.312 +2025-10-21 02:11:25,017 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.390 FPR: 56.710 AUROC: 88.386 AUPR: 49.246 AURC: 23.324 EAURC: 16.308 AUPR Succ.: 98.200 ECE: 2.252 NLL: 4.067 Brier: 17.267 +2025-10-21 02:13:36,151 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.350 FPR: 56.137 AUROC: 88.494 AUPR: 49.866 AURC: 23.270 EAURC: 16.204 AUPR Succ.: 98.211 ECE: 2.230 NLL: 4.062 Brier: 17.245 +2025-10-21 02:13:36,161 INFO ####### --- Training Epoch 18 --- ####### +2025-10-21 02:17:09,766 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.176 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.324 +2025-10-21 02:19:34,596 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.307 +2025-10-21 02:21:59,261 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.184 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.369 +2025-10-21 02:24:24,819 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.176 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.318 +2025-10-21 02:26:49,176 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.189 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.365 +2025-10-21 02:29:14,991 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.200 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.376 +2025-10-21 02:31:39,414 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.187 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.343 +2025-10-21 02:34:05,178 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.188 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.357 +2025-10-21 02:36:29,412 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.161 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.329 +2025-10-21 02:38:55,195 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.177 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.319 +2025-10-21 02:41:19,756 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.179 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.323 +2025-10-21 02:43:45,443 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.385 +2025-10-21 02:46:10,038 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.171 Mixup Loss: 1.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.299 +2025-10-21 02:48:35,803 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.335 +2025-10-21 02:51:00,355 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.365 +2025-10-21 02:53:25,704 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.343 +2025-10-21 02:55:50,729 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.187 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.353 +2025-10-21 02:58:15,928 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.159 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 1.310 +2025-10-21 03:00:41,555 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.326 +2025-10-21 03:03:06,195 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.298 +2025-10-21 03:05:31,974 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.171 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.326 +2025-10-21 03:07:56,369 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.178 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.342 +2025-10-21 03:10:22,124 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.188 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.374 +2025-10-21 03:12:46,547 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.162 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.315 +2025-10-21 03:15:12,079 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.180 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.376 +2025-10-21 03:17:36,354 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.167 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.327 +2025-10-21 03:20:01,839 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.170 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 1.322 +2025-10-21 03:22:26,199 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.168 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.321 +2025-10-21 03:24:51,834 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.185 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 1.349 +2025-10-21 03:27:16,376 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.354 +2025-10-21 03:29:41,950 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 1.307 +2025-10-21 03:32:07,025 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.309 +2025-10-21 03:34:32,122 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.168 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.321 +2025-10-21 03:36:57,623 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.184 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.317 +2025-10-21 03:39:22,191 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.171 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 1.333 +2025-10-21 03:41:47,440 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.165 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.308 +2025-10-21 03:44:11,929 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 1.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.304 +2025-10-21 03:46:37,559 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.184 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.343 +2025-10-21 03:49:02,137 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.344 +2025-10-21 03:51:27,901 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.166 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.307 +2025-10-21 03:53:52,474 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.177 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.335 +2025-10-21 03:56:18,170 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.183 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.330 +2025-10-21 03:58:42,616 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.185 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.345 +2025-10-21 04:01:08,238 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.169 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 1.319 +2025-10-21 04:03:32,715 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 1.316 +2025-10-21 04:05:58,267 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.155 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 1.291 +2025-10-21 04:08:23,371 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.178 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.357 +2025-10-21 04:10:48,437 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.332 +2025-10-21 04:13:13,990 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.197 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.371 +2025-10-21 04:15:38,516 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.168 Mixup Loss: 1.117 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.285 +2025-10-21 04:18:15,626 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.386 FPR: 56.776 AUROC: 88.395 AUPR: 49.253 AURC: 23.322 EAURC: 16.301 AUPR Succ.: 98.201 ECE: 2.258 NLL: 4.073 Brier: 17.273 +2025-10-21 04:20:28,131 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.344 FPR: 56.229 AUROC: 88.485 AUPR: 49.916 AURC: 23.307 EAURC: 16.233 AUPR Succ.: 98.207 ECE: 2.280 NLL: 4.069 Brier: 17.261 +2025-10-21 04:20:28,140 INFO ####### --- Training Epoch 19 --- ####### +2025-10-21 04:24:02,471 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.318 +2025-10-21 04:26:26,396 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.314 +2025-10-21 04:28:51,733 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.183 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.360 +2025-10-21 04:31:15,991 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.173 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.321 +2025-10-21 04:33:41,652 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.353 +2025-10-21 04:36:06,204 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.200 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.368 +2025-10-21 04:38:31,835 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.358 +2025-10-21 04:40:56,325 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.187 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.339 +2025-10-21 04:43:21,848 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.160 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.333 +2025-10-21 04:45:46,876 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 1.321 +2025-10-21 04:48:11,929 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.336 +2025-10-21 04:50:37,655 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.193 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.380 +2025-10-21 04:53:02,185 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.167 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.318 +2025-10-21 04:55:27,440 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.174 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.316 +2025-10-21 04:57:52,037 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.188 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.347 +2025-10-21 05:00:17,587 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.179 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.341 +2025-10-21 05:02:42,375 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.186 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.344 +2025-10-21 05:05:07,825 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.159 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 1.305 +2025-10-21 05:07:32,556 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.165 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.307 +2025-10-21 05:09:58,225 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.157 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 1.294 +2025-10-21 05:12:22,751 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.172 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.311 +2025-10-21 05:14:48,482 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.175 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.335 +2025-10-21 05:17:12,925 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.367 +2025-10-21 05:19:38,478 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.161 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.316 +2025-10-21 05:22:03,714 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.180 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.353 +2025-10-21 05:24:28,698 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.164 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.318 +2025-10-21 05:26:54,136 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.168 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.324 +2025-10-21 05:29:18,711 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.168 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.320 +2025-10-21 05:31:44,342 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.185 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.338 +2025-10-21 05:34:09,065 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.191 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.367 +2025-10-21 05:36:34,662 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.160 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.293 +2025-10-21 05:38:59,360 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.165 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.308 +2025-10-21 05:41:25,085 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.167 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.319 +2025-10-21 05:43:49,713 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.181 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.329 +2025-10-21 05:46:15,225 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.172 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.327 +2025-10-21 05:48:39,811 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.161 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.312 +2025-10-21 05:51:05,323 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.174 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.316 +2025-10-21 05:53:29,699 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.344 +2025-10-21 05:55:55,359 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.181 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.361 +2025-10-21 05:58:20,376 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.314 +2025-10-21 06:00:45,450 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.325 +2025-10-21 06:03:10,792 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.181 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.331 +2025-10-21 06:05:35,263 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.184 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.349 +2025-10-21 06:08:00,612 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.171 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 1.312 +2025-10-21 06:10:25,221 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.307 +2025-10-21 06:12:50,606 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.153 Mixup Loss: 1.126 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.279 +2025-10-21 06:15:15,267 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.177 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.355 +2025-10-21 06:17:40,887 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 1.315 +2025-10-21 06:20:05,539 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.194 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.359 +2025-10-21 06:22:31,184 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.168 Mixup Loss: 1.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.295 +2025-10-21 06:24:59,993 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.382 FPR: 57.118 AUROC: 88.400 AUPR: 49.345 AURC: 23.326 EAURC: 16.299 AUPR Succ.: 98.201 ECE: 2.285 NLL: 4.075 Brier: 17.274 +2025-10-21 06:27:13,826 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.374 FPR: 56.976 AUROC: 88.426 AUPR: 49.521 AURC: 23.312 EAURC: 16.275 AUPR Succ.: 98.203 ECE: 2.280 NLL: 4.073 Brier: 17.267 +2025-10-21 06:27:13,835 INFO ####### --- Training Epoch 20 --- ####### +2025-10-21 06:30:47,012 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.171 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 1.315 +2025-10-21 06:33:12,216 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.301 +2025-10-21 06:35:36,742 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.181 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.353 +2025-10-21 06:38:02,297 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.315 +2025-10-21 06:40:27,482 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.367 +2025-10-21 06:42:52,263 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.369 +2025-10-21 06:45:17,721 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.353 +2025-10-21 06:47:42,290 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.345 +2025-10-21 06:50:07,750 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.159 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 1.308 +2025-10-21 06:52:32,311 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.331 +2025-10-21 06:54:57,922 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.176 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.311 +2025-10-21 06:57:22,473 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.192 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.382 +2025-10-21 06:59:48,102 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.167 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.302 +2025-10-21 07:02:12,696 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.320 +2025-10-21 07:04:38,307 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.187 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.349 +2025-10-21 07:07:02,789 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.177 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.340 +2025-10-21 07:09:28,520 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.185 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.334 +2025-10-21 07:11:53,007 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.159 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.302 +2025-10-21 07:14:18,586 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.165 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.331 +2025-10-21 07:16:43,855 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.155 Mixup Loss: 1.122 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 1.277 +2025-10-21 07:19:08,799 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.170 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.317 +2025-10-21 07:21:34,309 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.325 +2025-10-21 07:23:58,964 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.359 +2025-10-21 07:26:24,592 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.160 Mixup Loss: 1.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.292 +2025-10-21 07:28:49,318 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.180 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.340 +2025-10-21 07:31:15,074 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.163 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.312 +2025-10-21 07:33:39,828 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.168 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.318 +2025-10-21 07:36:05,627 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.165 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.311 +2025-10-21 07:38:30,227 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.182 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.341 +2025-10-21 07:40:55,782 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.355 +2025-10-21 07:43:20,442 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.298 +2025-10-21 07:45:46,284 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.321 +2025-10-21 07:48:11,467 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.168 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.321 +2025-10-21 07:50:37,129 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.181 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.331 +2025-10-21 07:53:02,793 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.172 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.327 +2025-10-21 07:55:27,964 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.161 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.296 +2025-10-21 07:57:53,796 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.309 +2025-10-21 08:00:18,780 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.180 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.340 +2025-10-21 08:02:44,573 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.178 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.345 +2025-10-21 08:05:09,328 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.166 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.318 +2025-10-21 08:07:35,013 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.173 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.329 +2025-10-21 08:09:59,846 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.340 +2025-10-21 08:12:25,587 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.338 +2025-10-21 08:14:50,608 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.172 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 1.315 +2025-10-21 08:17:16,197 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.176 Mixup Loss: 1.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.302 +2025-10-21 08:19:40,941 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.154 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 1.286 +2025-10-21 08:22:06,358 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.176 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.336 +2025-10-21 08:24:31,375 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.169 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.308 +2025-10-21 08:26:56,623 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.357 +2025-10-21 08:29:22,184 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.166 Mixup Loss: 1.122 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.289 +2025-10-21 08:31:51,388 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.376 FPR: 57.072 AUROC: 88.402 AUPR: 49.352 AURC: 23.342 EAURC: 16.308 AUPR Succ.: 98.200 ECE: 2.305 NLL: 4.079 Brier: 17.280 +2025-10-21 08:34:11,451 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.380 FPR: 56.971 AUROC: 88.408 AUPR: 49.394 AURC: 23.320 EAURC: 16.291 AUPR Succ.: 98.202 ECE: 2.303 NLL: 4.076 Brier: 17.272 +2025-10-21 08:34:11,461 INFO ####### --- Training Epoch 21 --- ####### +2025-10-21 08:37:44,639 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.172 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 1.315 +2025-10-21 08:40:09,544 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.290 +2025-10-21 08:42:33,756 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.182 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.355 +2025-10-21 08:44:59,154 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.174 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.326 +2025-10-21 08:47:23,732 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.183 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.339 +2025-10-21 08:49:49,357 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.199 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.366 +2025-10-21 08:52:14,135 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.183 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.351 +2025-10-21 08:54:39,518 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.184 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.338 +2025-10-21 08:57:04,133 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.159 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.292 +2025-10-21 08:59:29,516 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.172 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.714 Tot. Loss: 1.319 +2025-10-21 09:01:54,083 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.177 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.330 +2025-10-21 09:04:19,505 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.380 +2025-10-21 09:06:44,647 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.165 Mixup Loss: 1.120 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.286 +2025-10-21 09:09:09,595 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.173 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.317 +2025-10-21 09:11:35,381 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.334 +2025-10-21 09:13:59,869 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.349 +2025-10-21 09:16:25,432 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.185 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.343 +2025-10-21 09:18:50,069 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.158 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.306 +2025-10-21 09:21:15,649 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.164 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.301 +2025-10-21 09:23:40,378 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.153 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.289 +2025-10-21 09:26:06,027 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.169 Mixup Loss: 1.129 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.298 +2025-10-21 09:28:30,696 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.342 +2025-10-21 09:30:56,454 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.355 +2025-10-21 09:33:21,085 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.300 +2025-10-21 09:35:46,578 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.178 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.349 +2025-10-21 09:38:11,199 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.163 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.322 +2025-10-21 09:40:36,639 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.167 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.313 +2025-10-21 09:43:01,782 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.164 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.299 +2025-10-21 09:45:26,484 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.183 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.354 +2025-10-21 09:47:51,991 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.189 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.357 +2025-10-21 09:50:16,328 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.159 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 1.306 +2025-10-21 09:52:41,799 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.165 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.306 +2025-10-21 09:55:06,140 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.167 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.331 +2025-10-21 09:57:31,783 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.180 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.333 +2025-10-21 09:59:56,331 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.172 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.332 +2025-10-21 10:02:21,800 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.162 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.309 +2025-10-21 10:04:46,323 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.310 +2025-10-21 10:07:11,997 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.346 +2025-10-21 10:09:36,651 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.177 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.344 +2025-10-21 10:12:02,128 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.318 +2025-10-21 10:14:26,824 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 1.319 +2025-10-21 10:16:52,369 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.182 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.327 +2025-10-21 10:19:17,910 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.333 +2025-10-21 10:21:42,902 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.171 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.315 +2025-10-21 10:24:08,501 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 1.323 +2025-10-21 10:26:33,123 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.152 Mixup Loss: 1.122 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.274 +2025-10-21 10:28:58,897 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.176 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.338 +2025-10-21 10:31:23,438 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.170 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.317 +2025-10-21 10:33:49,155 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.195 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.346 +2025-10-21 10:36:13,638 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.167 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 1.308 +2025-10-21 10:38:39,402 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.372 FPR: 56.932 AUROC: 88.410 AUPR: 49.425 AURC: 23.342 EAURC: 16.303 AUPR Succ.: 98.200 ECE: 2.318 NLL: 4.079 Brier: 17.280 +2025-10-21 10:40:49,863 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.370 FPR: 56.853 AUROC: 88.423 AUPR: 49.496 AURC: 23.328 EAURC: 16.286 AUPR Succ.: 98.202 ECE: 2.318 NLL: 4.077 Brier: 17.274 diff --git a/SURE-CSC-CRL-SWA+EMA_1e-5/imagenet1k_dinov3_l16_ce_sam-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/SURE-CSC-CRL-SWA+EMA_1e-5/imagenet1k_dinov3_l16_ce_sam-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..4180699331b272d4bffb745a20709262a6a11e4b --- /dev/null +++ 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#################################################################################################### +1 / 1 Running +2025-10-19 15:26:23,150 INFO ####### --- Training Epoch 1 --- ####### +2025-10-19 15:28:33,421 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.344 CLS Loss: 6.910 Mixup Loss: 6.921 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.909 Tot. Loss: 13.831 +2025-10-19 15:29:22,002 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.469 CLS Loss: 6.832 Mixup Loss: 6.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.838 Tot. Loss: 13.711 +2025-10-19 15:30:10,361 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.719 CLS Loss: 6.770 Mixup Loss: 6.844 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.781 Tot. Loss: 13.614 +2025-10-19 15:30:58,775 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.562 CLS Loss: 6.690 Mixup Loss: 6.799 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.711 Tot. Loss: 13.489 +2025-10-19 15:31:47,337 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 2.906 CLS Loss: 6.621 Mixup Loss: 6.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.644 Tot. Loss: 13.380 +2025-10-19 15:32:35,861 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.875 CLS Loss: 6.540 Mixup Loss: 6.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.571 Tot. Loss: 13.252 +2025-10-19 15:33:24,346 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.906 CLS Loss: 6.474 Mixup Loss: 6.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.508 Tot. Loss: 13.152 +2025-10-19 15:34:12,964 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.375 CLS Loss: 6.415 Mixup Loss: 6.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.457 Tot. Loss: 13.050 +2025-10-19 15:35:01,630 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.531 CLS Loss: 6.332 Mixup Loss: 6.600 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.375 Tot. Loss: 12.933 +2025-10-19 15:35:50,217 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 24.000 CLS Loss: 6.262 Mixup Loss: 6.550 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.313 Tot. Loss: 12.812 +2025-10-19 15:36:38,724 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 30.938 CLS Loss: 6.179 Mixup Loss: 6.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.239 Tot. Loss: 12.688 +2025-10-19 15:37:27,258 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 34.469 CLS Loss: 6.110 Mixup Loss: 6.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.174 Tot. Loss: 12.569 +2025-10-19 15:38:15,732 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.750 CLS Loss: 6.048 Mixup Loss: 6.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.118 Tot. Loss: 12.479 +2025-10-19 15:39:04,560 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.312 CLS Loss: 5.960 Mixup Loss: 6.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.039 Tot. Loss: 12.343 +2025-10-19 15:39:53,136 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 51.156 CLS Loss: 5.896 Mixup Loss: 6.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.977 Tot. Loss: 12.249 +2025-10-19 15:40:41,721 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.219 CLS Loss: 5.827 Mixup Loss: 6.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.910 Tot. Loss: 12.138 +2025-10-19 15:41:30,215 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.500 CLS Loss: 5.755 Mixup Loss: 6.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.848 Tot. Loss: 12.013 +2025-10-19 15:42:18,626 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.531 CLS Loss: 5.684 Mixup Loss: 6.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.784 Tot. Loss: 11.919 +2025-10-19 15:43:07,154 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.781 CLS Loss: 5.612 Mixup Loss: 6.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.711 Tot. Loss: 11.786 +2025-10-19 15:43:55,736 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.719 CLS Loss: 5.536 Mixup Loss: 6.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.656 Tot. Loss: 11.681 +2025-10-19 15:44:44,254 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.125 CLS Loss: 5.481 Mixup Loss: 6.109 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.605 Tot. Loss: 11.590 +2025-10-19 15:45:33,002 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.375 CLS Loss: 5.397 Mixup Loss: 6.056 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.502 Tot. Loss: 11.453 +2025-10-19 15:46:21,741 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.156 CLS Loss: 5.331 Mixup Loss: 6.014 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.458 Tot. Loss: 11.345 +2025-10-19 15:47:10,201 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.125 CLS Loss: 5.246 Mixup Loss: 5.973 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.376 Tot. Loss: 11.219 +2025-10-19 15:47:58,760 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.156 CLS Loss: 5.189 Mixup Loss: 5.936 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.330 Tot. Loss: 11.125 +2025-10-19 15:48:47,234 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 71.875 CLS Loss: 5.113 Mixup Loss: 5.908 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.260 Tot. Loss: 11.020 +2025-10-19 15:49:35,748 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.406 CLS Loss: 5.054 Mixup Loss: 5.858 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.212 Tot. Loss: 10.912 +2025-10-19 15:50:24,448 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.969 CLS Loss: 4.979 Mixup Loss: 5.834 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.153 Tot. Loss: 10.813 +2025-10-19 15:51:13,012 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.844 CLS Loss: 4.927 Mixup Loss: 5.790 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.086 Tot. Loss: 10.717 +2025-10-19 15:52:01,614 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.344 CLS Loss: 4.863 Mixup Loss: 5.765 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.015 Tot. Loss: 10.628 +2025-10-19 15:52:50,433 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.688 CLS Loss: 4.760 Mixup Loss: 5.685 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.923 Tot. Loss: 10.445 +2025-10-19 15:53:39,079 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.844 CLS Loss: 4.698 Mixup Loss: 5.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.873 Tot. Loss: 10.361 +2025-10-19 15:54:27,591 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.312 CLS Loss: 4.629 Mixup Loss: 5.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.816 Tot. Loss: 10.236 +2025-10-19 15:55:16,183 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.375 CLS Loss: 4.552 Mixup Loss: 5.589 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.731 Tot. Loss: 10.141 +2025-10-19 15:56:04,798 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.406 CLS Loss: 4.514 Mixup Loss: 5.548 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.698 Tot. Loss: 10.062 +2025-10-19 15:56:53,640 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.594 CLS Loss: 4.401 Mixup Loss: 5.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.613 Tot. Loss: 9.884 +2025-10-19 15:57:42,206 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.531 CLS Loss: 4.348 Mixup Loss: 5.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.571 Tot. Loss: 9.816 +2025-10-19 15:58:30,888 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.344 CLS Loss: 4.283 Mixup Loss: 5.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.468 Tot. Loss: 9.697 +2025-10-19 15:59:19,461 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.236 Mixup Loss: 5.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.429 Tot. Loss: 9.606 +2025-10-19 16:00:08,013 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.719 CLS Loss: 4.190 Mixup Loss: 5.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.400 Tot. Loss: 9.578 +2025-10-19 16:00:56,694 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.281 CLS Loss: 4.121 Mixup Loss: 5.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.340 Tot. Loss: 9.451 +2025-10-19 16:01:45,294 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 79.844 CLS Loss: 4.016 Mixup Loss: 5.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.259 Tot. Loss: 9.285 +2025-10-19 16:02:33,962 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 3.951 Mixup Loss: 5.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.203 Tot. Loss: 9.183 +2025-10-19 16:03:22,742 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.062 CLS Loss: 3.891 Mixup Loss: 5.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.141 Tot. Loss: 9.088 +2025-10-19 16:04:11,581 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 79.844 CLS Loss: 3.820 Mixup Loss: 5.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.060 Tot. Loss: 8.952 +2025-10-19 16:05:00,153 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.250 CLS Loss: 3.789 Mixup Loss: 5.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.034 Tot. Loss: 8.916 +2025-10-19 16:05:48,818 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.031 CLS Loss: 3.757 Mixup Loss: 5.124 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.011 Tot. Loss: 8.881 +2025-10-19 16:06:37,435 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 80.969 CLS Loss: 3.626 Mixup Loss: 5.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.879 Tot. Loss: 8.663 +2025-10-19 16:07:25,978 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.281 CLS Loss: 3.595 Mixup Loss: 5.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.865 Tot. Loss: 8.608 +2025-10-19 16:08:14,536 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.125 CLS Loss: 3.521 Mixup Loss: 4.989 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.782 Tot. Loss: 8.510 +2025-10-19 16:10:42,726 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.600 FPR: 71.813 AUROC: 77.672 AUPR: 51.625 AURC: 92.403 EAURC: 67.671 AUPR Succ.: 91.864 ECE: 72.349 NLL: 35.746 Brier: 89.198 +2025-10-19 16:12:58,820 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.588 FPR: 71.698 AUROC: 77.687 AUPR: 51.714 AURC: 92.441 EAURC: 67.680 AUPR Succ.: 91.861 ECE: 72.388 NLL: 35.811 Brier: 89.280 +2025-10-19 16:12:58,828 INFO Original Model Accuracy improved from 0.00 to 78.60!!! +2025-10-19 16:12:59,888 INFO EMA Model Accuracy improved from 0.00 to 78.59!!! +2025-10-19 16:13:01,974 INFO ####### --- Training Epoch 2 --- ####### +2025-10-19 16:16:55,577 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.312 CLS Loss: 2.929 Mixup Loss: 4.538 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.237 Tot. Loss: 7.468 +2025-10-19 16:19:15,733 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.250 CLS Loss: 2.456 Mixup Loss: 4.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.729 Tot. Loss: 6.683 +2025-10-19 16:21:35,963 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.094 CLS Loss: 2.180 Mixup Loss: 4.031 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.476 Tot. Loss: 6.211 +2025-10-19 16:23:56,598 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.406 CLS Loss: 1.944 Mixup Loss: 3.824 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.223 Tot. Loss: 5.768 +2025-10-19 16:26:16,855 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.719 CLS Loss: 1.767 Mixup Loss: 3.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.073 Tot. Loss: 5.491 +2025-10-19 16:28:37,572 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.031 CLS Loss: 1.633 Mixup Loss: 3.567 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.940 Tot. Loss: 5.199 +2025-10-19 16:30:58,028 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.531 CLS Loss: 1.462 Mixup Loss: 3.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.783 Tot. Loss: 4.907 +2025-10-19 16:33:18,321 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.360 Mixup Loss: 3.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.682 Tot. Loss: 4.697 +2025-10-19 16:35:38,841 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.250 CLS Loss: 1.242 Mixup Loss: 3.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.589 Tot. Loss: 4.454 +2025-10-19 16:37:59,079 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.062 CLS Loss: 1.171 Mixup Loss: 3.113 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.516 Tot. Loss: 4.284 +2025-10-19 16:40:19,812 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.469 CLS Loss: 1.072 Mixup Loss: 3.038 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.398 Tot. Loss: 4.110 +2025-10-19 16:42:40,075 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.219 CLS Loss: 1.074 Mixup Loss: 3.024 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.426 Tot. Loss: 4.098 +2025-10-19 16:45:00,520 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 84.875 CLS Loss: 0.982 Mixup Loss: 2.903 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 3.885 +2025-10-19 16:47:21,219 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.919 Mixup Loss: 2.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 3.724 +2025-10-19 16:49:41,400 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.500 CLS Loss: 0.872 Mixup Loss: 2.797 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 3.669 +2025-10-19 16:52:02,368 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.856 Mixup Loss: 2.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.202 Tot. Loss: 3.574 +2025-10-19 16:54:22,592 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.822 Mixup Loss: 2.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.189 Tot. Loss: 3.496 +2025-10-19 16:56:42,896 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.760 Mixup Loss: 2.584 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.172 Tot. Loss: 3.344 +2025-10-19 16:59:03,539 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.344 CLS Loss: 0.753 Mixup Loss: 2.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 3.303 +2025-10-19 17:01:23,738 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.716 Mixup Loss: 2.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.109 Tot. Loss: 3.251 +2025-10-19 17:03:44,451 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.500 CLS Loss: 0.705 Mixup Loss: 2.471 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 3.176 +2025-10-19 17:06:04,617 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.679 Mixup Loss: 2.464 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.075 Tot. Loss: 3.143 +2025-10-19 17:08:24,953 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.750 CLS Loss: 0.690 Mixup Loss: 2.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 3.105 +2025-10-19 17:10:45,545 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.653 Mixup Loss: 2.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.067 Tot. Loss: 3.025 +2025-10-19 17:13:05,736 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.667 Mixup Loss: 2.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.063 Tot. Loss: 3.048 +2025-10-19 17:15:26,428 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.635 Mixup Loss: 2.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.024 Tot. Loss: 2.937 +2025-10-19 17:17:46,796 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.596 Mixup Loss: 2.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.996 Tot. Loss: 2.870 +2025-10-19 17:20:07,140 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.589 Mixup Loss: 2.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.001 Tot. Loss: 2.839 +2025-10-19 17:22:27,925 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.603 Mixup Loss: 2.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.988 Tot. Loss: 2.841 +2025-10-19 17:24:48,159 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.606 Mixup Loss: 2.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.037 Tot. Loss: 2.801 +2025-10-19 17:27:08,861 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.875 CLS Loss: 0.551 Mixup Loss: 2.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.012 Tot. Loss: 2.694 +2025-10-19 17:29:29,098 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.550 Mixup Loss: 2.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.011 Tot. Loss: 2.696 +2025-10-19 17:31:49,419 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.563 Mixup Loss: 2.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.045 Tot. Loss: 2.709 +2025-10-19 17:34:10,012 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.552 Mixup Loss: 2.074 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.003 Tot. Loss: 2.626 +2025-10-19 17:36:30,354 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.571 Mixup Loss: 2.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.003 Tot. Loss: 2.702 +2025-10-19 17:38:51,492 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.529 Mixup Loss: 2.090 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.977 Tot. Loss: 2.619 +2025-10-19 17:41:11,719 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.523 Mixup Loss: 2.010 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.988 Tot. Loss: 2.534 +2025-10-19 17:43:32,164 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.529 Mixup Loss: 2.042 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.964 Tot. Loss: 2.571 +2025-10-19 17:45:52,701 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.525 Mixup Loss: 2.036 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.953 Tot. Loss: 2.561 +2025-10-19 17:48:12,881 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.532 Mixup Loss: 2.023 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.997 Tot. Loss: 2.555 +2025-10-19 17:50:33,699 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.553 Mixup Loss: 2.077 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.032 Tot. Loss: 2.630 +2025-10-19 17:52:53,882 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.507 Mixup Loss: 1.979 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.982 Tot. Loss: 2.486 +2025-10-19 17:55:14,184 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.513 Mixup Loss: 1.942 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.974 Tot. Loss: 2.455 +2025-10-19 17:57:34,874 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.509 Mixup Loss: 1.948 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.972 Tot. Loss: 2.457 +2025-10-19 17:59:55,257 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.484 Mixup Loss: 1.937 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.421 +2025-10-19 18:02:16,061 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.471 Mixup Loss: 1.923 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.394 +2025-10-19 18:04:36,406 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.505 Mixup Loss: 1.926 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.989 Tot. Loss: 2.431 +2025-10-19 18:06:56,905 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.156 CLS Loss: 0.467 Mixup Loss: 1.885 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.353 +2025-10-19 18:09:17,642 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.501 Mixup Loss: 1.876 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.958 Tot. Loss: 2.378 +2025-10-19 18:11:37,656 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.467 Mixup Loss: 1.865 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 2.332 +2025-10-19 18:14:07,149 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.026 FPR: 62.402 AUROC: 86.564 AUPR: 48.899 AURC: 33.333 EAURC: 23.079 AUPR Succ.: 97.400 ECE: 4.360 NLL: 5.386 Brier: 21.143 +2025-10-19 18:16:20,731 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.088 FPR: 62.766 AUROC: 86.508 AUPR: 48.714 AURC: 33.248 EAURC: 23.088 AUPR Succ.: 97.401 ECE: 4.636 NLL: 5.411 Brier: 21.156 +2025-10-19 18:16:20,738 INFO Original Model Accuracy improved from 78.60 to 86.03!!! +2025-10-19 18:16:21,945 INFO EMA Model Accuracy improved from 78.59 to 86.09!!! +2025-10-19 18:16:23,255 INFO ####### --- Training Epoch 3 --- ####### +2025-10-19 18:19:54,798 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.467 Mixup Loss: 1.857 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 2.324 +2025-10-19 18:22:14,992 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.444 Mixup Loss: 1.833 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.276 +2025-10-19 18:24:36,131 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.490 Mixup Loss: 1.917 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.408 +2025-10-19 18:26:56,405 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.457 Mixup Loss: 1.824 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 2.281 +2025-10-19 18:29:16,820 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.476 Mixup Loss: 1.861 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.337 +2025-10-19 18:31:37,966 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.497 Mixup Loss: 1.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 2.339 +2025-10-19 18:33:58,540 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.451 Mixup Loss: 1.816 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 2.268 +2025-10-19 18:36:19,755 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.156 CLS Loss: 0.460 Mixup Loss: 1.792 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.252 +2025-10-19 18:38:40,118 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.431 Mixup Loss: 1.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.227 +2025-10-19 18:41:00,610 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.435 Mixup Loss: 1.744 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.179 +2025-10-19 18:43:21,993 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 87.875 CLS Loss: 0.430 Mixup Loss: 1.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.178 +2025-10-19 18:45:42,474 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.471 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.986 Tot. Loss: 2.273 +2025-10-19 18:48:03,915 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.430 Mixup Loss: 1.744 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 2.174 +2025-10-19 18:50:24,418 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.436 Mixup Loss: 1.730 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.166 +2025-10-19 18:52:45,155 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.428 Mixup Loss: 1.756 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.184 +2025-10-19 18:55:06,164 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.452 Mixup Loss: 1.754 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.205 +2025-10-19 18:57:26,752 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.444 Mixup Loss: 1.745 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.950 Tot. Loss: 2.189 +2025-10-19 18:59:48,330 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.400 Mixup Loss: 1.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.111 +2025-10-19 19:02:08,925 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.417 Mixup Loss: 1.697 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.114 +2025-10-19 19:04:29,801 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.397 Mixup Loss: 1.716 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.112 +2025-10-19 19:06:51,103 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.411 Mixup Loss: 1.703 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.113 +2025-10-19 19:09:11,637 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.414 Mixup Loss: 1.687 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 2.101 +2025-10-19 19:11:33,092 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.437 Mixup Loss: 1.730 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 2.167 +2025-10-19 19:13:53,569 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.402 Mixup Loss: 1.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 2.080 +2025-10-19 19:16:14,268 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.445 Mixup Loss: 1.722 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.167 +2025-10-19 19:18:35,332 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.420 Mixup Loss: 1.682 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.102 +2025-10-19 19:20:55,748 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.390 Mixup Loss: 1.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.069 +2025-10-19 19:23:17,234 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.393 Mixup Loss: 1.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.056 +2025-10-19 19:25:37,590 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.413 Mixup Loss: 1.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.086 +2025-10-19 19:27:58,260 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.430 Mixup Loss: 1.660 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.089 +2025-10-19 19:30:19,546 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.393 Mixup Loss: 1.620 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.013 +2025-10-19 19:32:40,031 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.389 Mixup Loss: 1.663 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.052 +2025-10-19 19:35:01,392 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.407 Mixup Loss: 1.642 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.049 +2025-10-19 19:37:22,030 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.402 Mixup Loss: 1.624 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.026 +2025-10-19 19:39:42,839 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.410 Mixup Loss: 1.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.089 +2025-10-19 19:42:04,316 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.395 Mixup Loss: 1.642 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.959 Tot. Loss: 2.036 +2025-10-19 19:44:24,821 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.392 Mixup Loss: 1.596 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 1.988 +2025-10-19 19:46:46,253 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.403 Mixup Loss: 1.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 2.050 +2025-10-19 19:49:06,523 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.398 Mixup Loss: 1.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.031 +2025-10-19 19:51:27,094 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.404 Mixup Loss: 1.627 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.031 +2025-10-19 19:53:48,364 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.404 Mixup Loss: 1.640 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.044 +2025-10-19 19:56:08,858 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.395 Mixup Loss: 1.591 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 1.986 +2025-10-19 19:58:30,309 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.405 Mixup Loss: 1.616 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.021 +2025-10-19 20:00:50,740 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.403 Mixup Loss: 1.583 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.986 +2025-10-19 20:03:11,552 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.389 Mixup Loss: 1.569 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 1.958 +2025-10-19 20:05:32,561 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.365 Mixup Loss: 1.579 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.944 +2025-10-19 20:07:53,003 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.401 Mixup Loss: 1.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.009 +2025-10-19 20:10:14,741 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.373 Mixup Loss: 1.575 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.948 +2025-10-19 20:12:35,161 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.411 Mixup Loss: 1.598 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.959 Tot. Loss: 2.009 +2025-10-19 20:14:56,128 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.371 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 1.936 +2025-10-19 20:17:25,497 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.018 FPR: 60.715 AUROC: 87.312 AUPR: 49.463 AURC: 28.878 EAURC: 20.061 AUPR Succ.: 97.760 ECE: 1.385 NLL: 4.666 Brier: 19.314 +2025-10-19 20:19:38,470 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.896 FPR: 59.371 AUROC: 87.457 AUPR: 50.307 AURC: 29.054 EAURC: 20.066 AUPR Succ.: 97.756 ECE: 1.501 NLL: 4.715 Brier: 19.373 +2025-10-19 20:19:38,478 INFO Original Model Accuracy improved from 86.03 to 87.02!!! +2025-10-19 20:19:39,739 INFO EMA Model Accuracy improved from 86.09 to 86.90!!! +2025-10-19 20:19:41,029 INFO ####### --- Training Epoch 4 --- ####### +2025-10-19 20:23:11,952 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.378 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.949 +2025-10-19 20:25:32,230 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.357 Mixup Loss: 1.580 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.938 +2025-10-19 20:27:53,717 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.404 Mixup Loss: 1.593 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.997 +2025-10-19 20:30:14,062 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.375 Mixup Loss: 1.553 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.928 +2025-10-19 20:32:35,447 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.395 Mixup Loss: 1.581 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.975 +2025-10-19 20:34:55,856 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.414 Mixup Loss: 1.595 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.009 +2025-10-19 20:37:16,183 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.382 Mixup Loss: 1.563 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.945 +2025-10-19 20:39:37,822 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.386 Mixup Loss: 1.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.938 +2025-10-19 20:41:58,211 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.356 Mixup Loss: 1.582 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.939 +2025-10-19 20:44:19,829 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.365 Mixup Loss: 1.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.897 +2025-10-19 20:46:40,178 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.366 Mixup Loss: 1.535 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.902 +2025-10-19 20:49:00,776 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.399 Mixup Loss: 1.574 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 1.974 +2025-10-19 20:51:22,356 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.363 Mixup Loss: 1.516 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.878 +2025-10-19 20:53:43,004 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.368 Mixup Loss: 1.531 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.899 +2025-10-19 20:56:04,577 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.365 Mixup Loss: 1.537 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.903 +2025-10-19 20:58:25,082 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.386 Mixup Loss: 1.548 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.933 +2025-10-19 21:00:45,483 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.378 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.918 +2025-10-19 21:03:06,939 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.337 Mixup Loss: 1.514 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.850 +2025-10-19 21:05:27,434 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.359 Mixup Loss: 1.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.887 +2025-10-19 21:07:49,112 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.333 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.857 +2025-10-19 21:10:09,542 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.352 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.861 +2025-10-19 21:12:29,961 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.357 Mixup Loss: 1.529 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 1.886 +2025-10-19 21:14:51,555 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.380 Mixup Loss: 1.516 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.896 +2025-10-19 21:17:12,133 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.345 Mixup Loss: 1.507 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.852 +2025-10-19 21:19:33,682 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.387 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.926 +2025-10-19 21:21:54,214 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.360 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.881 +2025-10-19 21:24:14,576 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.336 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.854 +2025-10-19 21:26:36,354 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.341 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.830 +2025-10-19 21:28:56,880 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.362 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.884 +2025-10-19 21:31:18,437 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.377 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.887 +2025-10-19 21:33:38,978 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.342 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.809 +2025-10-19 21:35:59,445 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.340 Mixup Loss: 1.490 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.831 +2025-10-19 21:38:21,250 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.352 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.831 +2025-10-19 21:40:41,773 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.346 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.930 Tot. Loss: 1.829 +2025-10-19 21:43:03,300 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.357 Mixup Loss: 1.504 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.862 +2025-10-19 21:45:23,743 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.345 Mixup Loss: 1.488 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.833 +2025-10-19 21:47:44,163 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.342 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.822 +2025-10-19 21:50:05,826 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.358 Mixup Loss: 1.502 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.860 +2025-10-19 21:52:26,355 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.351 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.857 +2025-10-19 21:54:47,959 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.355 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.843 +2025-10-19 21:57:08,588 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.351 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.842 +2025-10-19 21:59:29,366 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.351 Mixup Loss: 1.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.834 +2025-10-19 22:01:50,603 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.360 Mixup Loss: 1.493 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.853 +2025-10-19 22:04:11,142 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.353 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.804 +2025-10-19 22:06:32,775 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.345 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.796 +2025-10-19 22:08:53,214 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.322 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.789 +2025-10-19 22:11:14,280 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.358 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.851 +2025-10-19 22:13:34,890 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.331 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.776 +2025-10-19 22:15:55,288 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.370 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.840 +2025-10-19 22:18:16,841 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.332 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.787 +2025-10-19 22:20:47,368 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.426 FPR: 59.265 AUROC: 87.759 AUPR: 49.379 AURC: 26.914 EAURC: 18.654 AUPR Succ.: 97.924 ECE: 0.881 NLL: 4.413 Brier: 18.591 +2025-10-19 22:23:02,844 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.296 FPR: 59.414 AUROC: 87.671 AUPR: 49.930 AURC: 27.490 EAURC: 19.055 AUPR Succ.: 97.877 ECE: 1.045 NLL: 4.501 Brier: 18.776 +2025-10-19 22:23:02,852 INFO Original Model Accuracy improved from 87.02 to 87.43!!! +2025-10-19 22:23:04,016 INFO EMA Model Accuracy improved from 86.90 to 87.30!!! +2025-10-19 22:23:05,248 INFO ####### --- Training Epoch 5 --- ####### +2025-10-19 22:26:35,244 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.334 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.781 +2025-10-19 22:28:56,430 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.316 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.754 +2025-10-19 22:31:16,804 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.361 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.853 +2025-10-19 22:33:37,324 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.334 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.797 +2025-10-19 22:35:58,960 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.355 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.844 +2025-10-19 22:38:19,290 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.371 Mixup Loss: 1.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.828 +2025-10-19 22:40:40,951 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.344 Mixup Loss: 1.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.799 +2025-10-19 22:43:01,560 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.346 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.796 +2025-10-19 22:45:22,094 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.315 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.765 +2025-10-19 22:47:43,952 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.329 Mixup Loss: 1.435 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.763 +2025-10-19 22:50:04,500 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.334 Mixup Loss: 1.438 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.772 +2025-10-19 22:52:26,242 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.361 Mixup Loss: 1.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.833 +2025-10-19 22:54:46,676 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.324 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.751 +2025-10-19 22:57:07,128 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.332 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.747 +2025-10-19 22:59:28,700 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.332 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.763 +2025-10-19 23:01:48,988 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.350 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.793 +2025-10-19 23:04:10,394 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.348 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.802 +2025-10-19 23:06:30,717 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.303 Mixup Loss: 1.438 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.741 +2025-10-19 23:08:51,107 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.323 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.749 +2025-10-19 23:11:12,735 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.301 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.737 +2025-10-19 23:13:33,127 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.316 Mixup Loss: 1.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.746 +2025-10-19 23:15:54,597 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.320 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.739 +2025-10-19 23:18:15,023 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.346 Mixup Loss: 1.458 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.804 +2025-10-19 23:20:35,596 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.312 Mixup Loss: 1.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.742 +2025-10-19 23:22:57,200 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.351 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.810 +2025-10-19 23:25:17,728 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.328 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.770 +2025-10-19 23:27:39,367 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.303 Mixup Loss: 1.425 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.728 +2025-10-19 23:29:59,922 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.308 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.735 +2025-10-19 23:32:20,335 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.332 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.768 +2025-10-19 23:34:41,681 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.345 Mixup Loss: 1.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.775 +2025-10-19 23:37:01,942 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.308 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.705 +2025-10-19 23:39:23,247 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.309 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.725 +2025-10-19 23:41:43,535 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.320 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.726 +2025-10-19 23:44:04,730 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.316 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.704 +2025-10-19 23:46:25,499 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.323 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.765 +2025-10-19 23:48:45,764 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.310 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.728 +2025-10-19 23:51:07,023 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.311 Mixup Loss: 1.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.683 +2025-10-19 23:53:27,319 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.329 Mixup Loss: 1.418 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.747 +2025-10-19 23:55:48,434 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.325 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.729 +2025-10-19 23:58:09,243 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.324 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.733 +2025-10-20 00:00:29,574 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.319 Mixup Loss: 1.422 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.742 +2025-10-20 00:02:51,107 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.317 Mixup Loss: 1.398 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.716 +2025-10-20 00:05:11,505 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.328 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.735 +2025-10-20 00:07:32,849 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.325 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.715 +2025-10-20 00:09:53,401 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.316 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.694 +2025-10-20 00:12:13,852 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.293 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.682 +2025-10-20 00:14:35,470 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.325 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.734 +2025-10-20 00:16:55,820 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.303 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.701 +2025-10-20 00:19:17,047 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.339 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 1.753 +2025-10-20 00:21:37,531 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.304 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.676 +2025-10-20 00:24:08,749 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.672 FPR: 58.063 AUROC: 88.083 AUPR: 49.600 AURC: 25.665 EAURC: 17.733 AUPR Succ.: 98.031 ECE: 0.797 NLL: 4.267 Brier: 18.122 +2025-10-20 00:26:28,584 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.554 FPR: 58.284 AUROC: 87.914 AUPR: 49.839 AURC: 26.322 EAURC: 18.234 AUPR Succ.: 97.973 ECE: 0.821 NLL: 4.355 Brier: 18.339 +2025-10-20 00:26:28,592 INFO Original Model Accuracy improved from 87.43 to 87.67!!! +2025-10-20 00:26:29,836 INFO EMA Model Accuracy improved from 87.30 to 87.55!!! +2025-10-20 00:26:31,152 INFO ####### --- Training Epoch 6 --- ####### +2025-10-20 00:30:02,133 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.307 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.691 +2025-10-20 00:32:23,256 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.291 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.654 +2025-10-20 00:34:43,489 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.328 Mixup Loss: 1.428 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.757 +2025-10-20 00:37:04,534 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.305 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.682 +2025-10-20 00:39:25,024 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.325 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.736 +2025-10-20 00:41:45,399 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.340 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.752 +2025-10-20 00:44:06,588 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.316 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.721 +2025-10-20 00:46:27,130 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.317 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.707 +2025-10-20 00:48:48,313 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.290 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.673 +2025-10-20 00:51:08,897 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.304 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.680 +2025-10-20 00:53:29,363 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.306 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.670 +2025-10-20 00:55:50,801 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.335 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 1.740 +2025-10-20 00:58:11,276 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.295 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.656 +2025-10-20 01:00:32,518 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.305 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.688 +2025-10-20 01:02:53,145 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.307 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.693 +2025-10-20 01:05:13,669 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.320 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.705 +2025-10-20 01:07:34,960 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.319 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.697 +2025-10-20 01:09:55,529 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.283 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.643 +2025-10-20 01:12:17,007 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.295 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.660 +2025-10-20 01:14:37,767 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.276 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.619 +2025-10-20 01:16:58,384 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.290 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.647 +2025-10-20 01:19:19,894 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.295 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.666 +2025-10-20 01:21:40,395 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.323 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.723 +2025-10-20 01:24:01,548 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.285 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.642 +2025-10-20 01:26:22,034 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.324 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.720 +2025-10-20 01:28:42,691 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.300 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.666 +2025-10-20 01:31:03,832 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.279 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.641 +2025-10-20 01:33:24,172 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.283 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.643 +2025-10-20 01:35:45,348 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.308 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.682 +2025-10-20 01:38:05,753 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.319 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.694 +2025-10-20 01:40:26,847 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.285 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.630 +2025-10-20 01:42:47,415 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.283 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.640 +2025-10-20 01:45:07,669 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.292 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.663 +2025-10-20 01:47:28,752 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.290 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.622 +2025-10-20 01:49:49,194 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.300 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.660 +2025-10-20 01:52:10,298 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.286 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.647 +2025-10-20 01:54:30,635 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.284 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.614 +2025-10-20 01:56:50,831 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.306 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.673 +2025-10-20 01:59:12,386 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.300 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.662 +2025-10-20 02:01:32,700 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.654 +2025-10-20 02:03:54,040 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.296 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.645 +2025-10-20 02:06:14,524 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.299 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.650 +2025-10-20 02:08:34,883 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.304 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.648 +2025-10-20 02:10:56,162 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.299 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.653 +2025-10-20 02:13:16,526 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.295 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.634 +2025-10-20 02:15:37,765 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.271 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.588 +2025-10-20 02:17:58,232 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.302 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.680 +2025-10-20 02:20:18,603 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.281 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.598 +2025-10-20 02:22:40,278 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.315 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 1.672 +2025-10-20 02:25:00,509 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.282 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.586 +2025-10-20 02:27:54,367 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.844 FPR: 57.042 AUROC: 88.311 AUPR: 50.158 AURC: 24.841 EAURC: 17.133 AUPR Succ.: 98.100 ECE: 0.964 NLL: 4.173 Brier: 17.813 +2025-10-20 02:30:20,795 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.820 FPR: 57.882 AUROC: 88.060 AUPR: 49.535 AURC: 25.320 EAURC: 17.582 AUPR Succ.: 98.050 ECE: 0.872 NLL: 4.238 Brier: 17.968 +2025-10-20 02:30:20,802 INFO Original Model Accuracy improved from 87.67 to 87.84!!! +2025-10-20 02:30:22,103 INFO EMA Model Accuracy improved from 87.55 to 87.82!!! +2025-10-20 02:30:23,445 INFO ####### --- Training Epoch 7 --- ####### +2025-10-20 02:33:54,445 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.283 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.620 +2025-10-20 02:36:14,727 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.268 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.599 +2025-10-20 02:38:34,876 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.304 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.682 +2025-10-20 02:40:56,259 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.284 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.628 +2025-10-20 02:43:16,481 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.303 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 1.680 +2025-10-20 02:45:37,777 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.318 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.697 +2025-10-20 02:47:58,124 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.294 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.636 +2025-10-20 02:50:18,558 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.295 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.627 +2025-10-20 02:52:39,977 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.267 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.598 +2025-10-20 02:55:00,324 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.279 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.610 +2025-10-20 02:57:21,441 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.286 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.619 +2025-10-20 02:59:41,858 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.310 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.687 +2025-10-20 03:02:02,124 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.278 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.588 +2025-10-20 03:04:23,433 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.285 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.618 +2025-10-20 03:06:43,717 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.287 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.618 +2025-10-20 03:09:04,810 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.300 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.650 +2025-10-20 03:11:25,372 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.298 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.635 +2025-10-20 03:13:45,924 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.261 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.595 +2025-10-20 03:16:07,277 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.272 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.588 +2025-10-20 03:18:27,736 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.252 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.556 +2025-10-20 03:20:48,884 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.270 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.592 +2025-10-20 03:23:09,314 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.275 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.586 +2025-10-20 03:25:30,046 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.299 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.652 +2025-10-20 03:27:51,080 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.265 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.572 +2025-10-20 03:30:11,333 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.299 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.654 +2025-10-20 03:32:32,557 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.277 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.612 +2025-10-20 03:34:52,914 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.264 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.579 +2025-10-20 03:37:13,951 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.266 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.581 +2025-10-20 03:39:34,841 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.288 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.607 +2025-10-20 03:41:55,153 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.298 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.624 +2025-10-20 03:44:16,586 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.261 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.557 +2025-10-20 03:46:37,040 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.262 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.578 +2025-10-20 03:48:58,525 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.271 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.598 +2025-10-20 03:51:18,999 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.273 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.567 +2025-10-20 03:53:39,412 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.275 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.600 +2025-10-20 03:56:00,917 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.266 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.590 +2025-10-20 03:58:21,373 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.265 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.575 +2025-10-20 04:00:42,910 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.285 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.609 +2025-10-20 04:03:03,401 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.278 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.585 +2025-10-20 04:05:23,892 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.277 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.608 +2025-10-20 04:07:45,588 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.277 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.593 +2025-10-20 04:10:06,031 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.280 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.600 +2025-10-20 04:12:27,627 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.285 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.586 +2025-10-20 04:14:48,142 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.275 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.578 +2025-10-20 04:17:08,465 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.274 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.548 +2025-10-20 04:19:29,855 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.255 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.530 +2025-10-20 04:21:50,175 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.285 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.616 +2025-10-20 04:24:11,414 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.263 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.571 +2025-10-20 04:26:31,846 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.294 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.614 +2025-10-20 04:28:51,965 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.262 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.559 +2025-10-20 04:31:26,504 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.980 FPR: 57.554 AUROC: 88.454 AUPR: 50.355 AURC: 24.267 EAURC: 16.735 AUPR Succ.: 98.146 ECE: 0.984 NLL: 4.114 Brier: 17.613 +2025-10-20 04:33:39,485 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.018 FPR: 57.470 AUROC: 88.199 AUPR: 49.312 AURC: 24.544 EAURC: 17.060 AUPR Succ.: 98.111 ECE: 0.910 NLL: 4.152 Brier: 17.688 +2025-10-20 04:33:39,492 INFO Original Model Accuracy improved from 87.84 to 87.98!!! +2025-10-20 04:33:40,742 INFO EMA Model Accuracy improved from 87.82 to 88.02!!! +2025-10-20 04:33:41,939 INFO ####### --- Training Epoch 8 --- ####### +2025-10-20 04:37:14,464 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.266 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.559 +2025-10-20 04:39:34,610 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.248 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.530 +2025-10-20 04:41:55,852 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.286 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.626 +2025-10-20 04:44:16,320 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.268 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.553 +2025-10-20 04:46:36,727 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.279 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.612 +2025-10-20 04:48:58,550 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.298 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.634 +2025-10-20 04:51:19,055 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.276 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.597 +2025-10-20 04:53:40,494 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.278 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.594 +2025-10-20 04:56:01,025 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.249 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.556 +2025-10-20 04:58:21,669 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.265 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.551 +2025-10-20 05:00:43,113 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.267 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.554 +2025-10-20 05:03:03,574 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.289 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.624 +2025-10-20 05:05:25,139 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.259 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.534 +2025-10-20 05:07:45,842 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.266 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.550 +2025-10-20 05:10:06,488 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.272 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.577 +2025-10-20 05:12:27,969 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.278 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.615 +2025-10-20 05:14:48,330 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.277 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.585 +2025-10-20 05:17:09,685 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.241 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.526 +2025-10-20 05:19:30,463 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.255 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.552 +2025-10-20 05:21:51,437 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.234 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.511 +2025-10-20 05:24:12,941 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.253 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.533 +2025-10-20 05:26:33,460 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.256 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.550 +2025-10-20 05:28:55,475 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.283 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.613 +2025-10-20 05:31:16,120 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.244 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.519 +2025-10-20 05:33:37,190 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.281 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.589 +2025-10-20 05:35:58,372 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.256 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.549 +2025-10-20 05:38:18,934 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.246 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.521 +2025-10-20 05:40:40,287 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.250 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.535 +2025-10-20 05:43:00,932 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.269 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.560 +2025-10-20 05:45:22,657 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.278 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.582 +2025-10-20 05:47:43,357 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.243 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.514 +2025-10-20 05:50:03,928 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.246 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.526 +2025-10-20 05:52:25,285 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.256 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.539 +2025-10-20 05:54:45,732 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.258 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.522 +2025-10-20 05:57:07,083 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.259 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.541 +2025-10-20 05:59:27,602 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.247 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.533 +2025-10-20 06:01:47,992 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.250 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.519 +2025-10-20 06:04:09,271 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.268 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.564 +2025-10-20 06:06:29,937 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.263 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.563 +2025-10-20 06:08:51,432 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.256 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.536 +2025-10-20 06:11:12,188 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.260 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.524 +2025-10-20 06:13:32,620 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.262 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.529 +2025-10-20 06:15:53,967 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.269 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.550 +2025-10-20 06:18:14,642 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.256 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.526 +2025-10-20 06:20:36,016 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.255 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.524 +2025-10-20 06:22:56,603 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.235 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.483 +2025-10-20 06:25:17,065 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.264 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.559 +2025-10-20 06:27:38,361 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.249 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.511 +2025-10-20 06:29:59,097 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.279 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.570 +2025-10-20 06:32:20,486 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.245 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.497 +2025-10-20 06:34:59,772 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.086 FPR: 56.639 AUROC: 88.466 AUPR: 49.795 AURC: 23.937 EAURC: 16.539 AUPR Succ.: 98.170 ECE: 1.266 NLL: 4.077 Brier: 17.486 +2025-10-20 06:37:13,295 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.102 FPR: 57.337 AUROC: 88.378 AUPR: 49.922 AURC: 24.039 EAURC: 16.662 AUPR Succ.: 98.156 ECE: 1.010 NLL: 4.095 Brier: 17.500 +2025-10-20 06:37:13,303 INFO Original Model Accuracy improved from 87.98 to 88.09!!! +2025-10-20 06:37:14,496 INFO EMA Model Accuracy improved from 88.02 to 88.10!!! +2025-10-20 06:37:15,738 INFO ####### --- Training Epoch 9 --- ####### +2025-10-20 06:40:46,453 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.249 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.528 +2025-10-20 06:43:07,048 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.232 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.493 +2025-10-20 06:45:28,601 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.267 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.575 +2025-10-20 06:47:49,295 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.250 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.513 +2025-10-20 06:50:10,903 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.263 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.563 +2025-10-20 06:52:31,538 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.281 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.570 +2025-10-20 06:54:52,123 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.261 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.546 +2025-10-20 06:57:13,533 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.262 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.554 +2025-10-20 06:59:34,257 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.234 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.494 +2025-10-20 07:01:56,024 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.247 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.504 +2025-10-20 07:04:16,618 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.254 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.527 +2025-10-20 07:06:37,348 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.274 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.567 +2025-10-20 07:08:58,786 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.243 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.490 +2025-10-20 07:11:19,378 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.251 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.522 +2025-10-20 07:13:41,149 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.257 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.521 +2025-10-20 07:16:01,727 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.263 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.545 +2025-10-20 07:18:22,857 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.260 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.537 +2025-10-20 07:20:43,970 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.227 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.483 +2025-10-20 07:23:04,530 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.240 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.501 +2025-10-20 07:25:26,213 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.222 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.470 +2025-10-20 07:27:46,829 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.236 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.477 +2025-10-20 07:30:08,121 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.239 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.484 +2025-10-20 07:32:28,594 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.267 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.559 +2025-10-20 07:34:49,158 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.230 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.473 +2025-10-20 07:37:10,721 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.261 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.564 +2025-10-20 07:39:31,384 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.242 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.520 +2025-10-20 07:41:52,840 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.233 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.494 +2025-10-20 07:44:13,272 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.235 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.495 +2025-10-20 07:46:33,831 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.256 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.528 +2025-10-20 07:48:55,404 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.263 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.538 +2025-10-20 07:51:16,012 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.230 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.472 +2025-10-20 07:53:37,397 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.233 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.482 +2025-10-20 07:55:57,847 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.238 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.504 +2025-10-20 07:58:18,406 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.242 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.491 +2025-10-20 08:00:40,276 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.243 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.496 +2025-10-20 08:03:00,863 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.231 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.491 +2025-10-20 08:05:22,505 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.235 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.477 +2025-10-20 08:07:43,047 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.253 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.530 +2025-10-20 08:10:03,672 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.250 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.504 +2025-10-20 08:12:25,462 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.237 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.501 +2025-10-20 08:14:46,156 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.243 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.506 +2025-10-20 08:17:07,878 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.245 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.489 +2025-10-20 08:19:28,396 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.253 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.508 +2025-10-20 08:21:49,017 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.245 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.484 +2025-10-20 08:24:10,835 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.242 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.477 +2025-10-20 08:26:31,507 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.221 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.450 +2025-10-20 08:28:53,076 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.246 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.514 +2025-10-20 08:31:13,536 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.235 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.476 +2025-10-20 08:33:34,261 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.261 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.530 +2025-10-20 08:35:55,537 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.231 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.464 +2025-10-20 08:38:29,702 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.176 FPR: 56.512 AUROC: 88.536 AUPR: 50.075 AURC: 23.610 EAURC: 16.326 AUPR Succ.: 98.194 ECE: 1.364 NLL: 4.049 Brier: 17.367 +2025-10-20 08:40:52,011 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.252 FPR: 57.508 AUROC: 88.366 AUPR: 49.015 AURC: 23.633 EAURC: 16.445 AUPR Succ.: 98.183 ECE: 1.220 NLL: 4.056 Brier: 17.366 +2025-10-20 08:40:52,019 INFO Original Model Accuracy improved from 88.09 to 88.18!!! +2025-10-20 08:40:53,109 INFO EMA Model Accuracy improved from 88.10 to 88.25!!! +2025-10-20 08:40:54,325 INFO ####### --- Training Epoch 10 --- ####### +2025-10-20 08:44:25,623 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.234 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.483 +2025-10-20 08:46:46,946 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.219 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.456 +2025-10-20 08:49:07,636 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.252 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.519 +2025-10-20 08:51:28,152 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.236 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.481 +2025-10-20 08:53:49,588 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.248 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.540 +2025-10-20 08:56:10,099 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.269 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.536 +2025-10-20 08:58:31,737 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.245 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.511 +2025-10-20 09:00:52,425 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.247 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.499 +2025-10-20 09:03:13,052 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.221 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.462 +2025-10-20 09:05:34,256 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.467 +2025-10-20 09:07:54,775 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.239 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.490 +2025-10-20 09:10:16,436 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.515 +2025-10-20 09:12:37,171 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.231 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.451 +2025-10-20 09:14:58,394 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.236 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.473 +2025-10-20 09:17:19,464 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.484 +2025-10-20 09:19:40,332 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.245 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.506 +2025-10-20 09:22:02,284 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.245 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.489 +2025-10-20 09:24:23,055 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.212 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.438 +2025-10-20 09:26:44,379 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.224 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.483 +2025-10-20 09:29:05,045 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.210 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.442 +2025-10-20 09:31:25,807 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.225 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.455 +2025-10-20 09:33:47,467 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.229 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.469 +2025-10-20 09:36:08,139 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.251 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.518 +2025-10-20 09:38:29,779 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.218 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.458 +2025-10-20 09:40:50,420 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.244 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.500 +2025-10-20 09:43:10,973 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.226 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.457 +2025-10-20 09:45:32,653 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.220 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.454 +2025-10-20 09:47:53,343 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.222 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.449 +2025-10-20 09:50:14,694 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.240 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.491 +2025-10-20 09:52:34,988 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.249 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.505 +2025-10-20 09:54:55,651 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.216 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.442 +2025-10-20 09:57:17,023 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.218 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.444 +2025-10-20 09:59:37,706 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.468 +2025-10-20 10:01:59,371 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.230 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.452 +2025-10-20 10:04:19,890 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.230 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.471 +2025-10-20 10:06:40,713 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.217 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.442 +2025-10-20 10:09:02,620 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.223 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.442 +2025-10-20 10:11:23,299 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.240 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.482 +2025-10-20 10:13:44,925 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.235 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.474 +2025-10-20 10:16:05,512 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.226 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.456 +2025-10-20 10:18:26,138 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.228 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.465 +2025-10-20 10:20:47,899 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.234 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.467 +2025-10-20 10:23:08,476 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.238 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.480 +2025-10-20 10:25:29,985 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.228 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.444 +2025-10-20 10:27:50,545 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.228 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.472 +2025-10-20 10:30:11,231 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.207 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.422 +2025-10-20 10:32:32,783 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.236 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.497 +2025-10-20 10:34:53,402 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.220 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.440 +2025-10-20 10:37:15,050 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.250 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.493 +2025-10-20 10:39:35,424 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.217 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.422 +2025-10-20 10:42:03,713 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.260 FPR: 56.661 AUROC: 88.534 AUPR: 49.723 AURC: 23.405 EAURC: 16.227 AUPR Succ.: 98.207 ECE: 1.510 NLL: 4.035 Brier: 17.296 +2025-10-20 10:44:20,633 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.276 FPR: 57.233 AUROC: 88.502 AUPR: 49.543 AURC: 23.381 EAURC: 16.222 AUPR Succ.: 98.208 ECE: 1.419 NLL: 4.033 Brier: 17.273 +2025-10-20 10:44:20,640 INFO Original Model Accuracy improved from 88.18 to 88.26!!! +2025-10-20 10:44:21,917 INFO EMA Model Accuracy improved from 88.25 to 88.28!!! +2025-10-20 10:44:23,110 INFO ####### --- Training Epoch 11 --- ####### +2025-10-20 10:47:54,926 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.223 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.458 +2025-10-20 10:50:16,062 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.206 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.406 +2025-10-20 10:52:36,658 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.239 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.504 +2025-10-20 10:54:58,222 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.222 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.430 +2025-10-20 10:57:18,644 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.240 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.486 +2025-10-20 10:59:39,610 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.254 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.503 +2025-10-20 11:02:00,905 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.235 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.475 +2025-10-20 11:04:21,476 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.235 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.484 +2025-10-20 11:06:42,945 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.208 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.437 +2025-10-20 11:09:03,196 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.223 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.436 +2025-10-20 11:11:24,102 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.227 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.428 +2025-10-20 11:13:45,051 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.245 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.512 +2025-10-20 11:16:05,447 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.219 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.413 +2025-10-20 11:18:26,660 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.225 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.447 +2025-10-20 11:20:47,019 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.232 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.466 +2025-10-20 11:23:08,127 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.233 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.473 +2025-10-20 11:25:29,014 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.232 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.478 +2025-10-20 11:27:49,654 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.201 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.409 +2025-10-20 11:30:10,971 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.213 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.437 +2025-10-20 11:32:31,193 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.197 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.384 +2025-10-20 11:34:52,956 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.214 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.432 +2025-10-20 11:37:13,245 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.219 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.435 +2025-10-20 11:39:33,858 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.234 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.480 +2025-10-20 11:41:55,430 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.206 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.420 +2025-10-20 11:44:15,747 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.231 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.480 +2025-10-20 11:46:37,265 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.213 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.437 +2025-10-20 11:48:57,645 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.210 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.421 +2025-10-20 11:51:18,222 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.211 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.420 +2025-10-20 11:53:39,559 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.230 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.457 +2025-10-20 11:56:00,137 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.237 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.480 +2025-10-20 11:58:21,821 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.205 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.404 +2025-10-20 12:00:42,298 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.207 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.419 +2025-10-20 12:03:02,881 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.212 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.439 +2025-10-20 12:05:24,286 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.220 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.434 +2025-10-20 12:07:44,945 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.216 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.436 +2025-10-20 12:10:06,428 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.205 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.424 +2025-10-20 12:12:26,729 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.213 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.426 +2025-10-20 12:14:47,394 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.227 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.454 +2025-10-20 12:17:08,933 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.225 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.452 +2025-10-20 12:19:29,540 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.211 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.423 +2025-10-20 12:21:51,338 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.218 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.428 +2025-10-20 12:24:11,739 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.225 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.433 +2025-10-20 12:26:32,585 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.227 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.446 +2025-10-20 12:28:53,946 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.215 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.426 +2025-10-20 12:31:14,727 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.217 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.400 +2025-10-20 12:33:36,162 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.383 +2025-10-20 12:35:56,634 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.222 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.452 +2025-10-20 12:38:17,588 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.211 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.411 +2025-10-20 12:40:38,970 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.237 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.471 +2025-10-20 12:42:59,549 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.208 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.403 +2025-10-20 12:45:28,637 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.238 FPR: 56.300 AUROC: 88.626 AUPR: 50.337 AURC: 23.321 EAURC: 16.116 AUPR Succ.: 98.219 ECE: 1.678 NLL: 4.036 Brier: 17.287 +2025-10-20 12:47:42,071 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.286 FPR: 56.821 AUROC: 88.583 AUPR: 49.730 AURC: 23.241 EAURC: 16.096 AUPR Succ.: 98.222 ECE: 1.599 NLL: 4.023 Brier: 17.228 +2025-10-20 12:47:42,078 INFO EMA Model Accuracy improved from 88.28 to 88.29!!! +2025-10-20 12:47:43,394 INFO ####### --- Training Epoch 12 --- ####### +2025-10-20 12:51:15,686 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.211 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.415 +2025-10-20 12:53:35,839 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.195 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.386 +2025-10-20 12:55:56,739 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.226 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.474 +2025-10-20 12:58:17,597 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.211 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.417 +2025-10-20 13:00:38,035 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.228 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.460 +2025-10-20 13:02:59,472 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.242 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.472 +2025-10-20 13:05:20,028 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.224 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.448 +2025-10-20 13:07:41,087 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.225 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.437 +2025-10-20 13:10:02,203 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.197 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.414 +2025-10-20 13:12:22,749 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.211 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.416 +2025-10-20 13:14:44,118 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.215 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.423 +2025-10-20 13:17:04,544 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.232 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.478 +2025-10-20 13:19:25,778 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.392 +2025-10-20 13:21:46,560 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.214 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.418 +2025-10-20 13:24:07,049 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.223 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.423 +2025-10-20 13:26:28,528 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.219 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.434 +2025-10-20 13:28:48,921 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.224 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.445 +2025-10-20 13:31:10,561 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.195 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.404 +2025-10-20 13:33:31,079 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.203 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.410 +2025-10-20 13:35:51,596 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.187 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 1.374 +2025-10-20 13:38:13,246 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.203 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.397 +2025-10-20 13:40:33,667 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.208 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.412 +2025-10-20 13:42:55,321 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.225 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.451 +2025-10-20 13:45:15,754 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.382 +2025-10-20 13:47:36,380 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.218 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.440 +2025-10-20 13:49:58,110 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.202 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.411 +2025-10-20 13:52:18,553 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.202 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.399 +2025-10-20 13:54:40,451 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.201 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.388 +2025-10-20 13:57:01,043 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.218 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.425 +2025-10-20 13:59:21,731 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.227 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.422 +2025-10-20 14:01:43,591 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.196 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.398 +2025-10-20 14:04:04,185 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.398 +2025-10-20 14:06:26,078 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.202 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.417 +2025-10-20 14:08:46,583 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.210 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.397 +2025-10-20 14:11:07,463 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.205 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.401 +2025-10-20 14:13:28,908 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.197 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.400 +2025-10-20 14:15:49,331 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.203 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.384 +2025-10-20 14:18:11,226 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.217 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.419 +2025-10-20 14:20:31,854 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.214 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.441 +2025-10-20 14:22:52,812 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.401 +2025-10-20 14:25:14,357 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.208 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.425 +2025-10-20 14:27:34,926 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.215 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.411 +2025-10-20 14:29:57,125 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.218 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.426 +2025-10-20 14:32:17,651 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.206 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.388 +2025-10-20 14:34:38,436 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.207 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.387 +2025-10-20 14:37:00,209 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.186 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.366 +2025-10-20 14:39:20,865 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.213 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.435 +2025-10-20 14:41:42,856 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.200 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.385 +2025-10-20 14:44:03,306 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.227 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.426 +2025-10-20 14:46:24,218 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.200 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.372 +2025-10-20 14:49:02,912 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.292 FPR: 56.269 AUROC: 88.565 AUPR: 49.784 AURC: 23.279 EAURC: 16.141 AUPR Succ.: 98.217 ECE: 1.822 NLL: 4.034 Brier: 17.261 +2025-10-20 14:51:13,814 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.330 FPR: 56.607 AUROC: 88.578 AUPR: 49.691 AURC: 23.139 EAURC: 16.048 AUPR Succ.: 98.228 ECE: 1.716 NLL: 4.020 Brier: 17.199 +2025-10-20 14:51:13,822 INFO Original Model Accuracy improved from 88.26 to 88.29!!! +2025-10-20 14:51:15,069 INFO EMA Model Accuracy improved from 88.29 to 88.33!!! +2025-10-20 14:51:16,346 INFO ####### --- Training Epoch 13 --- ####### +2025-10-20 14:54:47,540 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.203 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.386 +2025-10-20 14:57:07,726 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.187 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.361 +2025-10-20 14:59:29,377 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.217 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.452 +2025-10-20 15:01:49,622 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.201 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.401 +2025-10-20 15:04:10,597 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.429 +2025-10-20 15:06:31,643 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.233 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.455 +2025-10-20 15:08:52,062 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.217 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.427 +2025-10-20 15:11:13,572 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.213 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.393 +2025-10-20 15:13:33,796 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.190 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.393 +2025-10-20 15:15:54,862 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.204 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.397 +2025-10-20 15:18:15,482 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.205 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.387 +2025-10-20 15:20:35,750 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.225 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.457 +2025-10-20 15:22:57,228 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.198 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.384 +2025-10-20 15:25:17,717 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.204 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.399 +2025-10-20 15:27:39,051 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.215 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.422 +2025-10-20 15:29:59,692 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.210 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.417 +2025-10-20 15:32:20,033 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.214 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.413 +2025-10-20 15:34:41,654 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.185 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.346 +2025-10-20 15:37:02,037 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.193 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.386 +2025-10-20 15:39:23,474 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.182 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.362 +2025-10-20 15:41:43,953 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.195 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.378 +2025-10-20 15:44:04,295 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.199 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.393 +2025-10-20 15:46:25,998 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.216 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.426 +2025-10-20 15:48:46,279 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.355 +2025-10-20 15:51:07,660 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.209 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.417 +2025-10-20 15:53:28,130 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.192 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.392 +2025-10-20 15:55:48,572 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.381 +2025-10-20 15:58:10,086 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.194 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.379 +2025-10-20 16:00:30,471 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.210 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.409 +2025-10-20 16:02:52,309 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.220 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.414 +2025-10-20 16:05:12,725 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.186 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.371 +2025-10-20 16:07:33,086 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.189 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.378 +2025-10-20 16:09:54,593 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.383 +2025-10-20 16:12:15,005 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.201 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.369 +2025-10-20 16:14:36,426 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.383 +2025-10-20 16:16:56,703 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.187 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.384 +2025-10-20 16:19:17,175 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.197 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.358 +2025-10-20 16:21:38,482 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.402 +2025-10-20 16:23:58,841 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.205 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.395 +2025-10-20 16:26:20,373 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.192 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.383 +2025-10-20 16:28:40,805 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 1.387 +2025-10-20 16:31:01,666 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.206 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.394 +2025-10-20 16:33:22,770 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.210 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.413 +2025-10-20 16:35:43,189 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.197 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.370 +2025-10-20 16:38:05,022 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.199 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.384 +2025-10-20 16:40:25,392 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.359 +2025-10-20 16:42:46,418 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.202 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.397 +2025-10-20 16:45:07,596 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.194 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.366 +2025-10-20 16:47:28,080 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.219 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.421 +2025-10-20 16:49:49,892 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.190 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.367 +2025-10-20 16:52:23,123 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.298 FPR: 55.973 AUROC: 88.621 AUPR: 49.839 AURC: 23.193 EAURC: 16.063 AUPR Succ.: 98.225 ECE: 1.945 NLL: 4.033 Brier: 17.232 +2025-10-20 16:54:39,404 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.376 FPR: 56.710 AUROC: 88.522 AUPR: 49.141 AURC: 23.101 EAURC: 16.067 AUPR Succ.: 98.227 ECE: 1.872 NLL: 4.023 Brier: 17.193 +2025-10-20 16:54:39,412 INFO Original Model Accuracy improved from 88.29 to 88.30!!! +2025-10-20 16:54:40,556 INFO EMA Model Accuracy improved from 88.33 to 88.38!!! +2025-10-20 16:54:41,860 INFO ####### --- Training Epoch 14 --- ####### +2025-10-20 16:58:14,212 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.195 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.376 +2025-10-20 17:00:35,431 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.340 +2025-10-20 17:02:56,617 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.208 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.406 +2025-10-20 17:05:17,076 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.194 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.365 +2025-10-20 17:07:38,937 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.210 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.422 +2025-10-20 17:09:59,444 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.437 +2025-10-20 17:12:20,780 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.207 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.406 +2025-10-20 17:14:41,565 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.208 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.407 +2025-10-20 17:17:01,869 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.180 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.366 +2025-10-20 17:19:23,487 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.197 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.387 +2025-10-20 17:21:43,801 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.199 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.368 +2025-10-20 17:24:05,209 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.217 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.416 +2025-10-20 17:26:26,157 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.193 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.361 +2025-10-20 17:28:46,651 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.198 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.368 +2025-10-20 17:31:08,205 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.208 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.389 +2025-10-20 17:33:28,667 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.200 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.395 +2025-10-20 17:35:49,840 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.205 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.400 +2025-10-20 17:38:10,759 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.179 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.363 +2025-10-20 17:40:31,281 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.186 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.380 +2025-10-20 17:42:52,489 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 1.325 +2025-10-20 17:45:12,806 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.188 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.370 +2025-10-20 17:47:34,119 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.373 +2025-10-20 17:49:54,767 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.402 +2025-10-20 17:52:15,086 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.343 +2025-10-20 17:54:36,588 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.202 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.401 +2025-10-20 17:56:56,900 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.368 +2025-10-20 17:59:18,129 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.186 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.379 +2025-10-20 18:01:38,839 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.187 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.368 +2025-10-20 18:03:59,290 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.203 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.399 +2025-10-20 18:06:20,897 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.210 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.398 +2025-10-20 18:08:41,220 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.181 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.346 +2025-10-20 18:11:02,774 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 1.341 +2025-10-20 18:13:23,277 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.189 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.368 +2025-10-20 18:15:43,662 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.196 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.360 +2025-10-20 18:18:05,302 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.189 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.373 +2025-10-20 18:20:25,601 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.181 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.366 +2025-10-20 18:22:46,885 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.346 +2025-10-20 18:25:07,412 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.200 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.400 +2025-10-20 18:27:27,831 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.198 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.390 +2025-10-20 18:29:49,329 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.184 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.358 +2025-10-20 18:32:09,608 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.193 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.361 +2025-10-20 18:34:31,035 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.198 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.387 +2025-10-20 18:36:51,437 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.204 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.406 +2025-10-20 18:39:11,823 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.187 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.337 +2025-10-20 18:41:33,202 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.193 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.346 +2025-10-20 18:43:53,579 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.172 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.332 +2025-10-20 18:46:14,944 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.197 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.392 +2025-10-20 18:48:35,384 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.188 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.355 +2025-10-20 18:50:56,161 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.212 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.394 +2025-10-20 18:53:17,653 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.350 +2025-10-20 18:55:48,462 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.326 FPR: 56.039 AUROC: 88.569 AUPR: 49.775 AURC: 23.214 EAURC: 16.118 AUPR Succ.: 98.220 ECE: 1.995 NLL: 4.037 Brier: 17.232 +2025-10-20 18:58:08,441 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.376 FPR: 56.762 AUROC: 88.533 AUPR: 49.241 AURC: 23.097 EAURC: 16.063 AUPR Succ.: 98.227 ECE: 2.003 NLL: 4.028 Brier: 17.193 +2025-10-20 18:58:08,449 INFO Original Model Accuracy improved from 88.30 to 88.33!!! +2025-10-20 18:58:09,713 INFO ####### --- Training Epoch 15 --- ####### +2025-10-20 19:01:38,612 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.335 +2025-10-20 19:04:00,264 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.327 +2025-10-20 19:06:20,631 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.200 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.399 +2025-10-20 19:08:41,832 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 1.347 +2025-10-20 19:11:02,587 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.204 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.386 +2025-10-20 19:13:22,933 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.218 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.418 +2025-10-20 19:15:44,844 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.200 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.367 +2025-10-20 19:18:05,261 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.201 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.407 +2025-10-20 19:20:26,609 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.175 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.342 +2025-10-20 19:22:47,351 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.191 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.361 +2025-10-20 19:25:07,849 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.193 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.356 +2025-10-20 19:27:29,126 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.210 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.405 +2025-10-20 19:29:49,509 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.187 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.352 +2025-10-20 19:32:10,804 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.193 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.368 +2025-10-20 19:34:31,422 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.200 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.374 +2025-10-20 19:36:51,977 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.195 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.381 +2025-10-20 19:39:13,182 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.387 +2025-10-20 19:41:33,697 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.171 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.334 +2025-10-20 19:43:55,194 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.352 +2025-10-20 19:46:15,920 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.167 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.323 +2025-10-20 19:48:36,597 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.184 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.340 +2025-10-20 19:50:57,971 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.188 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.363 +2025-10-20 19:53:18,470 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.200 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.394 +2025-10-20 19:55:39,817 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.174 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.345 +2025-10-20 19:58:00,715 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.195 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.397 +2025-10-20 20:00:21,346 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.178 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.347 +2025-10-20 20:02:43,031 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.348 +2025-10-20 20:05:03,730 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.341 +2025-10-20 20:07:25,158 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.374 +2025-10-20 20:09:46,011 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.204 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.383 +2025-10-20 20:12:06,625 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.331 +2025-10-20 20:14:28,100 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.177 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.348 +2025-10-20 20:16:48,493 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.180 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.343 +2025-10-20 20:19:09,851 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.191 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.354 +2025-10-20 20:21:30,626 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.181 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.358 +2025-10-20 20:23:51,257 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.325 +2025-10-20 20:26:12,847 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.185 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.337 +2025-10-20 20:28:33,470 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.197 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.373 +2025-10-20 20:30:55,002 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.193 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.360 +2025-10-20 20:33:15,843 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.177 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.340 +2025-10-20 20:35:36,381 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.187 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.348 +2025-10-20 20:37:58,286 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.196 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.354 +2025-10-20 20:40:18,900 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.197 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.366 +2025-10-20 20:42:40,476 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.186 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.349 +2025-10-20 20:45:01,294 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.186 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.347 +2025-10-20 20:47:22,473 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.166 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.311 +2025-10-20 20:49:43,558 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.190 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.370 +2025-10-20 20:52:04,039 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.332 +2025-10-20 20:54:25,718 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.206 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.392 +2025-10-20 20:56:46,270 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.179 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.325 +2025-10-20 20:59:14,606 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.332 FPR: 56.256 AUROC: 88.550 AUPR: 49.676 AURC: 23.218 EAURC: 16.130 AUPR Succ.: 98.219 ECE: 2.109 NLL: 4.047 Brier: 17.244 +2025-10-20 21:01:49,535 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.368 FPR: 56.534 AUROC: 88.540 AUPR: 49.343 AURC: 23.119 EAURC: 16.076 AUPR Succ.: 98.225 ECE: 2.065 NLL: 4.036 Brier: 17.203 +2025-10-20 21:01:49,542 INFO Original Model Accuracy improved from 88.33 to 88.33!!! +2025-10-20 21:01:50,809 INFO ####### --- Training Epoch 16 --- ####### +2025-10-20 21:05:23,539 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.349 +2025-10-20 21:07:44,111 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.168 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.316 +2025-10-20 21:10:04,357 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.195 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.409 +2025-10-20 21:12:25,536 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.184 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.337 +2025-10-20 21:14:46,018 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.200 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.381 +2025-10-20 21:17:07,419 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.212 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.389 +2025-10-20 21:19:28,019 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.194 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.376 +2025-10-20 21:21:48,472 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.196 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.371 +2025-10-20 21:24:09,691 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.349 +2025-10-20 21:26:30,390 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.185 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.359 +2025-10-20 21:28:51,885 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.188 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.338 +2025-10-20 21:31:12,559 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.203 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.399 +2025-10-20 21:33:32,919 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.181 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.319 +2025-10-20 21:35:54,141 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.186 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.348 +2025-10-20 21:38:14,641 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.195 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.370 +2025-10-20 21:40:35,737 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.188 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.368 +2025-10-20 21:42:56,255 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.195 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.372 +2025-10-20 21:45:16,797 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.169 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.308 +2025-10-20 21:47:37,901 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.174 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.327 +2025-10-20 21:49:58,521 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.165 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 1.307 +2025-10-20 21:52:19,871 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.179 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.330 +2025-10-20 21:54:40,371 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.343 +2025-10-20 21:57:00,968 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.386 +2025-10-20 21:59:22,170 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.170 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.337 +2025-10-20 22:01:42,600 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.190 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.363 +2025-10-20 22:04:03,806 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.174 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.341 +2025-10-20 22:06:24,421 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.177 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.333 +2025-10-20 22:08:45,043 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.175 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.341 +2025-10-20 22:11:06,468 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.192 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.358 +2025-10-20 22:13:26,940 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.199 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.371 +2025-10-20 22:15:48,689 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.319 +2025-10-20 22:18:09,184 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.333 +2025-10-20 22:20:29,949 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.176 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.343 +2025-10-20 22:22:51,061 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.188 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.337 +2025-10-20 22:25:11,561 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.178 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.353 +2025-10-20 22:27:33,049 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.171 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.341 +2025-10-20 22:29:53,554 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.182 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.331 +2025-10-20 22:32:14,748 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.192 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.366 +2025-10-20 22:34:35,602 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.345 +2025-10-20 22:36:56,162 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.173 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.335 +2025-10-20 22:39:17,700 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.337 +2025-10-20 22:41:38,168 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.188 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.357 +2025-10-20 22:43:59,293 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.192 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.365 +2025-10-20 22:46:20,233 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.179 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.323 +2025-10-20 22:48:40,694 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.184 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.333 +2025-10-20 22:51:02,118 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.162 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.309 +2025-10-20 22:53:22,714 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.185 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.363 +2025-10-20 22:55:44,241 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.322 +2025-10-20 22:58:05,244 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.203 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.380 +2025-10-20 23:00:25,778 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.176 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.314 +2025-10-20 23:02:57,611 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.340 FPR: 56.123 AUROC: 88.551 AUPR: 49.599 AURC: 23.196 EAURC: 16.118 AUPR Succ.: 98.220 ECE: 2.190 NLL: 4.049 Brier: 17.237 +2025-10-20 23:05:08,740 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.356 FPR: 56.235 AUROC: 88.546 AUPR: 49.445 AURC: 23.152 EAURC: 16.094 AUPR Succ.: 98.223 ECE: 2.138 NLL: 4.045 Brier: 17.217 +2025-10-20 23:05:08,747 INFO Original Model Accuracy improved from 88.33 to 88.34!!! +2025-10-20 23:05:09,995 INFO ####### --- Training Epoch 17 --- ####### +2025-10-20 23:08:41,250 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.180 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.353 +2025-10-20 23:11:01,603 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.310 +2025-10-20 23:13:22,910 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.190 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.376 +2025-10-20 23:15:43,876 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.178 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.329 +2025-10-20 23:18:04,406 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.193 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.365 +2025-10-20 23:20:25,694 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.206 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.386 +2025-10-20 23:22:46,381 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.190 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.350 +2025-10-20 23:25:07,856 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.358 +2025-10-20 23:27:28,736 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.165 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.330 +2025-10-20 23:29:49,478 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.331 +2025-10-20 23:32:10,895 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.185 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.331 +2025-10-20 23:34:31,682 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.374 +2025-10-20 23:36:53,257 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.176 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.323 +2025-10-20 23:39:14,214 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.183 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.350 +2025-10-20 23:41:34,968 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.370 +2025-10-20 23:43:56,318 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.186 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.357 +2025-10-20 23:46:17,022 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.191 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.369 +2025-10-20 23:48:38,458 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.167 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.305 +2025-10-20 23:50:59,418 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.171 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.313 +2025-10-20 23:53:19,892 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.161 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.307 +2025-10-20 23:55:41,384 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.175 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.324 +2025-10-20 23:58:02,191 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.339 +2025-10-21 00:00:23,680 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.373 +2025-10-21 00:02:44,303 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.167 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.323 +2025-10-21 00:05:05,043 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.186 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.367 +2025-10-21 00:07:26,582 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.170 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.330 +2025-10-21 00:09:47,025 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.174 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.331 +2025-10-21 00:12:08,628 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.331 +2025-10-21 00:14:29,144 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.190 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.360 +2025-10-21 00:16:50,109 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.374 +2025-10-21 00:19:10,902 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.166 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.305 +2025-10-21 00:21:31,378 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.310 +2025-10-21 00:23:52,908 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.333 +2025-10-21 00:26:13,453 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.185 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.326 +2025-10-21 00:28:34,344 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.174 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.336 +2025-10-21 00:30:55,253 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.168 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.327 +2025-10-21 00:33:15,856 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.178 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.328 +2025-10-21 00:35:37,299 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.190 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.345 +2025-10-21 00:37:57,879 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.364 +2025-10-21 00:40:18,836 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.171 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.304 +2025-10-21 00:42:39,649 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.179 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.331 +2025-10-21 00:45:00,088 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.185 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.360 +2025-10-21 00:47:21,803 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.343 +2025-10-21 00:49:42,385 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.180 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 1.317 +2025-10-21 00:52:03,653 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.180 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.339 +2025-10-21 00:54:24,512 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.160 Mixup Loss: 1.126 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.286 +2025-10-21 00:56:45,188 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.183 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.352 +2025-10-21 00:59:06,912 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.177 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.320 +2025-10-21 01:01:27,441 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.200 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.380 +2025-10-21 01:03:48,657 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.173 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.310 +2025-10-21 01:06:17,090 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.310 FPR: 55.928 AUROC: 88.571 AUPR: 49.869 AURC: 23.263 EAURC: 16.147 AUPR Succ.: 98.216 ECE: 2.232 NLL: 4.058 Brier: 17.248 +2025-10-21 01:08:28,681 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.338 FPR: 56.165 AUROC: 88.562 AUPR: 49.651 AURC: 23.190 EAURC: 16.109 AUPR Succ.: 98.221 ECE: 2.224 NLL: 4.053 Brier: 17.229 +2025-10-21 01:08:28,690 INFO ####### --- Training Epoch 18 --- ####### +2025-10-21 01:12:00,707 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.320 +2025-10-21 01:14:21,317 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.163 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.297 +2025-10-21 01:16:42,532 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.368 +2025-10-21 01:19:03,253 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.178 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.326 +2025-10-21 01:21:24,465 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.191 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.374 +2025-10-21 01:23:44,973 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.205 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.392 +2025-10-21 01:26:05,782 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.186 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.349 +2025-10-21 01:28:27,299 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.191 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.360 +2025-10-21 01:30:47,845 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.163 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.331 +2025-10-21 01:33:09,197 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.179 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.323 +2025-10-21 01:35:29,992 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.179 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.321 +2025-10-21 01:37:50,827 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.197 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.392 +2025-10-21 01:40:12,250 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.314 +2025-10-21 01:42:32,696 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.339 +2025-10-21 01:44:54,233 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.189 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.365 +2025-10-21 01:47:14,699 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.183 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.343 +2025-10-21 01:49:35,321 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.189 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.360 +2025-10-21 01:51:56,624 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.161 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.322 +2025-10-21 01:54:17,374 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.170 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.322 +2025-10-21 01:56:39,020 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.160 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.301 +2025-10-21 01:58:59,435 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.173 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.330 +2025-10-21 02:01:20,549 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.178 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.339 +2025-10-21 02:03:41,655 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.378 +2025-10-21 02:06:02,299 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.164 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.321 +2025-10-21 02:08:23,775 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.184 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.374 +2025-10-21 02:10:44,207 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.168 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.332 +2025-10-21 02:13:05,496 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.174 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.322 +2025-10-21 02:15:26,366 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.170 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.325 +2025-10-21 02:17:46,791 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.187 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.350 +2025-10-21 02:20:08,295 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.357 +2025-10-21 02:22:28,567 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.164 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.312 +2025-10-21 02:24:49,608 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.165 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.312 +2025-10-21 02:27:10,509 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.171 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 1.333 +2025-10-21 02:29:30,910 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.184 Mixup Loss: 1.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.313 +2025-10-21 02:31:52,379 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.172 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.343 +2025-10-21 02:34:12,635 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.165 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.320 +2025-10-21 02:36:33,807 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.177 Mixup Loss: 1.129 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.306 +2025-10-21 02:38:54,498 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.187 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.345 +2025-10-21 02:41:14,866 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.185 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.354 +2025-10-21 02:43:36,547 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.168 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.305 +2025-10-21 02:45:57,004 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.341 +2025-10-21 02:48:18,133 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.185 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.329 +2025-10-21 02:50:39,010 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.187 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.344 +2025-10-21 02:52:59,709 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.323 +2025-10-21 02:55:21,207 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.177 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.315 +2025-10-21 02:57:41,514 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.157 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.291 +2025-10-21 03:00:03,060 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.181 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.356 +2025-10-21 03:02:23,995 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.174 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.332 +2025-10-21 03:04:45,025 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.199 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.377 +2025-10-21 03:07:06,575 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.118 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.289 +2025-10-21 03:09:37,907 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.330 FPR: 56.298 AUROC: 88.551 AUPR: 49.747 AURC: 23.233 EAURC: 16.142 AUPR Succ.: 98.217 ECE: 2.296 NLL: 4.063 Brier: 17.250 +2025-10-21 03:11:48,257 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.352 FPR: 56.370 AUROC: 88.524 AUPR: 49.564 AURC: 23.211 EAURC: 16.148 AUPR Succ.: 98.217 ECE: 2.249 NLL: 4.059 Brier: 17.239 +2025-10-21 03:11:48,267 INFO ####### --- Training Epoch 19 --- ####### +2025-10-21 03:15:20,266 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.325 +2025-10-21 03:17:41,778 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.313 +2025-10-21 03:20:02,163 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.367 +2025-10-21 03:22:22,746 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.175 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.314 +2025-10-21 03:24:44,260 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.188 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.350 +2025-10-21 03:27:04,617 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.202 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.371 +2025-10-21 03:29:26,467 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.185 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.359 +2025-10-21 03:31:47,033 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.347 +2025-10-21 03:34:07,969 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.162 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 1.329 +2025-10-21 03:36:29,440 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.179 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.325 +2025-10-21 03:38:49,926 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.179 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.332 +2025-10-21 03:41:11,885 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.196 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.378 +2025-10-21 03:43:32,390 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.172 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.327 +2025-10-21 03:45:53,653 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.320 +2025-10-21 03:48:14,837 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.346 +2025-10-21 03:50:35,287 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.181 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.333 +2025-10-21 03:52:57,461 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.187 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.350 +2025-10-21 03:55:17,984 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.160 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.314 +2025-10-21 03:57:39,301 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.169 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.312 +2025-10-21 04:00:00,521 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.158 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.307 +2025-10-21 04:02:21,020 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.172 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.315 +2025-10-21 04:04:42,858 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.175 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.331 +2025-10-21 04:07:03,373 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.370 +2025-10-21 04:09:24,561 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.162 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.321 +2025-10-21 04:11:45,707 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.183 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.364 +2025-10-21 04:14:06,135 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.167 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.325 +2025-10-21 04:16:27,913 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.170 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.321 +2025-10-21 04:18:48,206 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.168 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.320 +2025-10-21 04:21:09,579 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.344 +2025-10-21 04:23:30,475 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.365 +2025-10-21 04:25:50,851 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.163 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.299 +2025-10-21 04:28:12,739 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.167 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.311 +2025-10-21 04:30:33,290 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.169 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.329 +2025-10-21 04:32:54,476 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.327 +2025-10-21 04:35:15,341 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.170 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.324 +2025-10-21 04:37:35,833 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.164 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.312 +2025-10-21 04:39:57,478 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.316 +2025-10-21 04:42:17,662 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.352 +2025-10-21 04:44:39,095 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.367 +2025-10-21 04:46:59,822 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.316 +2025-10-21 04:49:20,352 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.176 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.323 +2025-10-21 04:51:41,943 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.344 +2025-10-21 04:54:02,251 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.187 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.348 +2025-10-21 04:56:24,059 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.173 Mixup Loss: 1.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.306 +2025-10-21 04:58:44,568 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.176 Mixup Loss: 1.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.303 +2025-10-21 05:01:05,106 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.157 Mixup Loss: 1.118 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.275 +2025-10-21 05:03:26,796 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.358 +2025-10-21 05:05:47,135 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.172 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.313 +2025-10-21 05:08:08,913 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.196 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.360 +2025-10-21 05:10:29,480 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.299 +2025-10-21 05:13:03,628 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.318 FPR: 56.206 AUROC: 88.570 AUPR: 49.842 AURC: 23.240 EAURC: 16.135 AUPR Succ.: 98.218 ECE: 2.327 NLL: 4.065 Brier: 17.251 +2025-10-21 05:15:14,250 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.334 FPR: 56.506 AUROC: 88.549 AUPR: 49.633 AURC: 23.226 EAURC: 16.140 AUPR Succ.: 98.217 ECE: 2.309 NLL: 4.063 Brier: 17.243 +2025-10-21 05:15:14,259 INFO ####### --- Training Epoch 20 --- ####### +2025-10-21 05:18:47,131 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.173 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.318 +2025-10-21 05:21:08,241 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.301 +2025-10-21 05:23:28,569 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.184 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.359 +2025-10-21 05:25:50,097 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.173 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.317 +2025-10-21 05:28:10,501 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.367 +2025-10-21 05:30:31,370 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.200 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.376 +2025-10-21 05:32:52,151 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.354 +2025-10-21 05:35:12,441 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.354 +2025-10-21 05:37:33,789 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.160 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.310 +2025-10-21 05:39:54,055 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.178 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.322 +2025-10-21 05:42:14,863 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.178 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.313 +2025-10-21 05:44:35,919 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.192 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.390 +2025-10-21 05:46:56,280 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.298 +2025-10-21 05:49:17,888 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.333 +2025-10-21 05:51:38,444 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.347 +2025-10-21 05:53:59,483 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.181 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.332 +2025-10-21 05:56:20,738 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.186 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.335 +2025-10-21 05:58:41,288 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.320 +2025-10-21 06:01:03,225 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.327 +2025-10-21 06:03:23,788 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.158 Mixup Loss: 1.121 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.279 +2025-10-21 06:05:44,856 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.172 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.318 +2025-10-21 06:08:05,752 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.175 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.329 +2025-10-21 06:10:26,086 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.185 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.359 +2025-10-21 06:12:48,021 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.161 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.296 +2025-10-21 06:15:08,601 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.182 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.347 +2025-10-21 06:17:29,781 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.165 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.307 +2025-10-21 06:19:50,837 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.169 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.329 +2025-10-21 06:22:11,387 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.168 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.321 +2025-10-21 06:24:32,990 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.184 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.343 +2025-10-21 06:26:53,522 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.191 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.354 +2025-10-21 06:29:15,035 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.161 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.303 +2025-10-21 06:31:36,168 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.307 +2025-10-21 06:33:56,780 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.168 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.337 +2025-10-21 06:36:18,537 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.180 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.323 +2025-10-21 06:38:39,183 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.172 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.336 +2025-10-21 06:41:00,951 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.164 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.300 +2025-10-21 06:43:21,786 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.174 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.305 +2025-10-21 06:45:42,491 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.339 +2025-10-21 06:48:04,096 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.355 +2025-10-21 06:50:24,499 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.313 +2025-10-21 06:52:46,093 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.175 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.321 +2025-10-21 06:55:06,508 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.343 +2025-10-21 06:57:26,954 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.335 +2025-10-21 06:59:48,453 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.169 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.303 +2025-10-21 07:02:08,879 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.178 Mixup Loss: 1.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.306 +2025-10-21 07:04:30,478 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.155 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.300 +2025-10-21 07:06:50,936 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.337 +2025-10-21 07:09:11,406 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.310 +2025-10-21 07:11:32,985 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.195 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.358 +2025-10-21 07:13:53,170 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.169 Mixup Loss: 1.122 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.291 +2025-10-21 07:16:23,192 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.310 FPR: 56.356 AUROC: 88.576 AUPR: 49.918 AURC: 23.255 EAURC: 16.140 AUPR Succ.: 98.217 ECE: 2.362 NLL: 4.069 Brier: 17.255 +2025-10-21 07:18:37,974 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.320 FPR: 56.404 AUROC: 88.569 AUPR: 49.830 AURC: 23.237 EAURC: 16.134 AUPR Succ.: 98.218 ECE: 2.329 NLL: 4.066 Brier: 17.249 +2025-10-21 07:18:37,983 INFO ####### --- Training Epoch 21 --- ####### +2025-10-21 07:22:10,232 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.172 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.313 +2025-10-21 07:24:30,423 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.159 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.290 +2025-10-21 07:26:51,129 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.182 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.362 +2025-10-21 07:29:12,019 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.175 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.321 +2025-10-21 07:31:32,229 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.187 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.359 +2025-10-21 07:33:53,684 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.374 +2025-10-21 07:36:13,936 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.350 +2025-10-21 07:38:34,679 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.187 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.339 +2025-10-21 07:40:55,750 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.161 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 1.292 +2025-10-21 07:43:16,302 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.176 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.321 +2025-10-21 07:45:38,192 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.178 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.332 +2025-10-21 07:47:58,660 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.192 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.383 +2025-10-21 07:50:19,632 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.170 Mixup Loss: 1.119 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.289 +2025-10-21 07:52:40,989 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.175 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.317 +2025-10-21 07:55:01,355 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.349 +2025-10-21 07:57:23,398 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.180 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.349 +2025-10-21 07:59:43,880 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.185 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.353 +2025-10-21 08:02:04,864 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.161 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.310 +2025-10-21 08:04:26,019 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.167 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.303 +2025-10-21 08:06:46,498 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.155 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.294 +2025-10-21 08:09:08,416 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.170 Mixup Loss: 1.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.301 +2025-10-21 08:11:28,992 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.334 +2025-10-21 08:13:50,401 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.183 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.360 +2025-10-21 08:16:11,075 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.162 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.298 +2025-10-21 08:18:31,489 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.181 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.355 +2025-10-21 08:20:53,374 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.164 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.314 +2025-10-21 08:23:13,783 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.169 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 1.309 +2025-10-21 08:25:35,134 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.165 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.299 +2025-10-21 08:27:56,158 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.185 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.350 +2025-10-21 08:30:16,688 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.191 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.344 +2025-10-21 08:32:38,562 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.160 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.299 +2025-10-21 08:34:59,118 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.165 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.305 +2025-10-21 08:37:20,865 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.169 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.331 +2025-10-21 08:39:41,535 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.327 +2025-10-21 08:42:02,108 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.170 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.334 +2025-10-21 08:44:24,110 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.164 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 1.305 +2025-10-21 08:46:44,713 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.175 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.311 +2025-10-21 08:49:06,385 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.183 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.358 +2025-10-21 08:51:27,104 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.181 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.334 +2025-10-21 08:53:47,864 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.311 +2025-10-21 08:56:09,677 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.321 +2025-10-21 08:58:30,226 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.322 +2025-10-21 09:00:51,950 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.340 +2025-10-21 09:03:12,594 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.173 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.312 +2025-10-21 09:05:33,277 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.176 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.314 +2025-10-21 09:07:54,619 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.154 Mixup Loss: 1.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.281 +2025-10-21 09:10:15,110 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.178 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.350 +2025-10-21 09:12:36,962 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.318 +2025-10-21 09:14:57,616 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.196 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.359 +2025-10-21 09:17:18,511 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.168 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. 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#################################################################################################### +1 / 1 Running +2025-10-15 09:58:04,118 INFO ####### --- Training Epoch 1 --- ####### +2025-10-15 10:00:14,674 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.281 CLS Loss: 6.910 Mixup Loss: 6.921 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.910 Tot. Loss: 13.831 +2025-10-15 10:01:03,143 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.531 CLS Loss: 6.831 Mixup Loss: 6.878 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.838 Tot. Loss: 13.710 +2025-10-15 10:01:51,538 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.812 CLS Loss: 6.770 Mixup Loss: 6.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.779 Tot. Loss: 13.612 +2025-10-15 10:02:39,897 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.594 CLS Loss: 6.690 Mixup Loss: 6.798 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.703 Tot. Loss: 13.487 +2025-10-15 10:03:28,428 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 2.906 CLS Loss: 6.622 Mixup Loss: 6.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.646 Tot. Loss: 13.381 +2025-10-15 10:04:16,896 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.750 CLS Loss: 6.541 Mixup Loss: 6.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.571 Tot. Loss: 13.252 +2025-10-15 10:05:05,441 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.781 CLS Loss: 6.474 Mixup Loss: 6.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.509 Tot. Loss: 13.154 +2025-10-15 10:05:53,977 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.656 CLS Loss: 6.414 Mixup Loss: 6.632 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.457 Tot. Loss: 13.047 +2025-10-15 10:06:42,663 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.219 CLS Loss: 6.334 Mixup Loss: 6.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.381 Tot. Loss: 12.936 +2025-10-15 10:07:31,327 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.625 CLS Loss: 6.262 Mixup Loss: 6.550 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.313 Tot. Loss: 12.812 +2025-10-15 10:08:20,135 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 31.062 CLS Loss: 6.180 Mixup Loss: 6.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.234 Tot. Loss: 12.689 +2025-10-15 10:09:08,816 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 35.094 CLS Loss: 6.109 Mixup Loss: 6.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.179 Tot. Loss: 12.568 +2025-10-15 10:09:57,698 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.375 CLS Loss: 6.050 Mixup Loss: 6.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.110 Tot. Loss: 12.479 +2025-10-15 10:10:46,475 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.219 CLS Loss: 5.960 Mixup Loss: 6.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.042 Tot. Loss: 12.345 +2025-10-15 10:11:35,575 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 50.938 CLS Loss: 5.896 Mixup Loss: 6.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.977 Tot. Loss: 12.247 +2025-10-15 10:12:24,356 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.531 CLS Loss: 5.828 Mixup Loss: 6.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.909 Tot. Loss: 12.137 +2025-10-15 10:13:13,136 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.781 CLS Loss: 5.755 Mixup Loss: 6.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.843 Tot. Loss: 12.015 +2025-10-15 10:14:01,958 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.438 CLS Loss: 5.685 Mixup Loss: 6.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.784 Tot. Loss: 11.922 +2025-10-15 10:14:50,723 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.906 CLS Loss: 5.613 Mixup Loss: 6.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.718 Tot. Loss: 11.790 +2025-10-15 10:15:39,529 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.469 CLS Loss: 5.537 Mixup Loss: 6.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.643 Tot. Loss: 11.682 +2025-10-15 10:16:28,250 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.281 CLS Loss: 5.482 Mixup Loss: 6.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.602 Tot. Loss: 11.593 +2025-10-15 10:17:17,041 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.469 CLS Loss: 5.397 Mixup Loss: 6.055 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.521 Tot. Loss: 11.452 +2025-10-15 10:18:06,075 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.156 CLS Loss: 5.333 Mixup Loss: 6.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.448 Tot. Loss: 11.346 +2025-10-15 10:18:54,727 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.031 CLS Loss: 5.246 Mixup Loss: 5.971 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.377 Tot. Loss: 11.218 +2025-10-15 10:19:43,419 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.094 CLS Loss: 5.191 Mixup Loss: 5.937 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.344 Tot. Loss: 11.128 +2025-10-15 10:20:32,013 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.062 CLS Loss: 5.112 Mixup Loss: 5.908 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.263 Tot. Loss: 11.020 +2025-10-15 10:21:20,753 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.438 CLS Loss: 5.052 Mixup Loss: 5.862 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.206 Tot. Loss: 10.914 +2025-10-15 10:22:09,433 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.969 CLS Loss: 4.980 Mixup Loss: 5.834 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.128 Tot. Loss: 10.813 +2025-10-15 10:22:58,047 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.750 CLS Loss: 4.928 Mixup Loss: 5.789 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.085 Tot. Loss: 10.718 +2025-10-15 10:23:46,696 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.500 CLS Loss: 4.862 Mixup Loss: 5.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.019 Tot. Loss: 10.629 +2025-10-15 10:24:35,346 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.750 CLS Loss: 4.761 Mixup Loss: 5.682 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.932 Tot. Loss: 10.442 +2025-10-15 10:25:23,974 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.031 CLS Loss: 4.698 Mixup Loss: 5.661 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.876 Tot. Loss: 10.359 +2025-10-15 10:26:12,755 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.469 CLS Loss: 4.630 Mixup Loss: 5.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.812 Tot. Loss: 10.239 +2025-10-15 10:27:01,627 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.406 CLS Loss: 4.553 Mixup Loss: 5.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.751 Tot. Loss: 10.143 +2025-10-15 10:27:50,283 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.406 CLS Loss: 4.513 Mixup Loss: 5.547 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.717 Tot. Loss: 10.060 +2025-10-15 10:28:38,996 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.406 CLS Loss: 4.399 Mixup Loss: 5.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.597 Tot. Loss: 9.882 +2025-10-15 10:29:28,074 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.812 CLS Loss: 4.346 Mixup Loss: 5.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.559 Tot. Loss: 9.809 +2025-10-15 10:30:16,785 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.469 CLS Loss: 4.284 Mixup Loss: 5.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.486 Tot. Loss: 9.694 +2025-10-15 10:31:05,589 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.188 CLS Loss: 4.236 Mixup Loss: 5.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.460 Tot. Loss: 9.606 +2025-10-15 10:31:54,325 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.594 CLS Loss: 4.191 Mixup Loss: 5.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.420 Tot. Loss: 9.577 +2025-10-15 10:32:43,077 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.406 CLS Loss: 4.120 Mixup Loss: 5.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.357 Tot. Loss: 9.445 +2025-10-15 10:33:31,826 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 79.969 CLS Loss: 4.017 Mixup Loss: 5.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.269 Tot. Loss: 9.285 +2025-10-15 10:34:20,533 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.938 CLS Loss: 3.951 Mixup Loss: 5.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.185 Tot. Loss: 9.184 +2025-10-15 10:35:09,275 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 3.894 Mixup Loss: 5.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.123 Tot. Loss: 9.086 +2025-10-15 10:35:58,169 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.000 CLS Loss: 3.820 Mixup Loss: 5.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.077 Tot. Loss: 8.953 +2025-10-15 10:36:46,945 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.094 CLS Loss: 3.789 Mixup Loss: 5.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.046 Tot. Loss: 8.916 +2025-10-15 10:37:35,821 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.062 CLS Loss: 3.757 Mixup Loss: 5.123 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.005 Tot. Loss: 8.879 +2025-10-15 10:38:24,664 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.000 CLS Loss: 3.626 Mixup Loss: 5.034 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.873 Tot. Loss: 8.661 +2025-10-15 10:39:13,419 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.000 CLS Loss: 3.594 Mixup Loss: 5.014 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.866 Tot. Loss: 8.608 +2025-10-15 10:40:02,028 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.406 CLS Loss: 3.521 Mixup Loss: 4.988 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.786 Tot. Loss: 8.509 +2025-10-15 10:42:23,875 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.620 FPR: 71.880 AUROC: 77.667 AUPR: 51.546 AURC: 92.292 EAURC: 67.608 AUPR Succ.: 91.873 ECE: 72.370 NLL: 35.747 Brier: 89.199 +2025-10-15 10:44:34,404 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.604 FPR: 71.836 AUROC: 77.671 AUPR: 51.604 AURC: 92.379 EAURC: 67.656 AUPR Succ.: 91.866 ECE: 72.405 NLL: 35.812 Brier: 89.281 +2025-10-15 10:44:34,410 INFO Original Model Accuracy improved from 0.00 to 78.62!!! +2025-10-15 10:44:35,621 INFO EMA Model Accuracy improved from 0.00 to 78.60!!! +2025-10-15 10:44:37,479 INFO ####### --- Training Epoch 2 --- ####### +2025-10-15 10:48:22,844 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.375 CLS Loss: 2.929 Mixup Loss: 4.537 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.206 Tot. Loss: 7.466 +2025-10-15 10:50:43,371 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.094 CLS Loss: 2.452 Mixup Loss: 4.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.717 Tot. Loss: 6.675 +2025-10-15 10:53:03,973 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.406 CLS Loss: 2.178 Mixup Loss: 4.028 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.490 Tot. Loss: 6.206 +2025-10-15 10:55:25,115 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.719 CLS Loss: 1.941 Mixup Loss: 3.814 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.244 Tot. Loss: 5.755 +2025-10-15 10:57:46,143 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.594 CLS Loss: 1.764 Mixup Loss: 3.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.071 Tot. Loss: 5.484 +2025-10-15 11:00:07,344 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 81.812 CLS Loss: 1.629 Mixup Loss: 3.568 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.925 Tot. Loss: 5.196 +2025-10-15 11:02:28,405 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.531 CLS Loss: 1.460 Mixup Loss: 3.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.800 Tot. Loss: 4.903 +2025-10-15 11:04:49,439 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.781 CLS Loss: 1.359 Mixup Loss: 3.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.696 Tot. Loss: 4.691 +2025-10-15 11:07:10,768 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 1.242 Mixup Loss: 3.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.586 Tot. Loss: 4.454 +2025-10-15 11:09:31,866 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.000 CLS Loss: 1.170 Mixup Loss: 3.112 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.494 Tot. Loss: 4.283 +2025-10-15 11:11:53,130 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.375 CLS Loss: 1.071 Mixup Loss: 3.046 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.441 Tot. Loss: 4.116 +2025-10-15 11:14:14,365 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.125 CLS Loss: 1.073 Mixup Loss: 3.018 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.455 Tot. Loss: 4.091 +2025-10-15 11:16:35,435 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 84.781 CLS Loss: 0.980 Mixup Loss: 2.905 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.344 Tot. Loss: 3.885 +2025-10-15 11:18:57,117 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.916 Mixup Loss: 2.810 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 3.727 +2025-10-15 11:21:18,209 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.871 Mixup Loss: 2.806 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 3.677 +2025-10-15 11:23:39,632 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.856 Mixup Loss: 2.713 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 3.569 +2025-10-15 11:26:00,852 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.688 CLS Loss: 0.825 Mixup Loss: 2.671 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.201 Tot. Loss: 3.496 +2025-10-15 11:28:21,791 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.758 Mixup Loss: 2.592 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 3.351 +2025-10-15 11:30:43,121 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.312 CLS Loss: 0.753 Mixup Loss: 2.538 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 3.291 +2025-10-15 11:33:04,245 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.500 CLS Loss: 0.718 Mixup Loss: 2.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.096 Tot. Loss: 3.241 +2025-10-15 11:35:25,740 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.707 Mixup Loss: 2.481 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 3.189 +2025-10-15 11:37:46,897 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.375 CLS Loss: 0.678 Mixup Loss: 2.458 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.092 Tot. Loss: 3.136 +2025-10-15 11:40:07,968 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.500 CLS Loss: 0.693 Mixup Loss: 2.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.077 Tot. Loss: 3.113 +2025-10-15 11:42:29,270 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.562 CLS Loss: 0.653 Mixup Loss: 2.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.050 Tot. Loss: 3.025 +2025-10-15 11:44:50,362 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.670 Mixup Loss: 2.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.064 Tot. Loss: 3.056 +2025-10-15 11:47:11,881 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.632 Mixup Loss: 2.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.028 Tot. Loss: 2.935 +2025-10-15 11:49:32,930 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.597 Mixup Loss: 2.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.014 Tot. Loss: 2.876 +2025-10-15 11:51:54,134 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.589 Mixup Loss: 2.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.998 Tot. Loss: 2.844 +2025-10-15 11:54:15,800 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.603 Mixup Loss: 2.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.014 Tot. Loss: 2.846 +2025-10-15 11:56:37,142 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.031 CLS Loss: 0.607 Mixup Loss: 2.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.018 Tot. Loss: 2.806 +2025-10-15 11:58:58,651 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.552 Mixup Loss: 2.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.999 Tot. Loss: 2.695 +2025-10-15 12:01:19,854 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.548 Mixup Loss: 2.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.985 Tot. Loss: 2.682 +2025-10-15 12:03:41,107 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.562 Mixup Loss: 2.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.005 Tot. Loss: 2.712 +2025-10-15 12:06:02,720 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.548 Mixup Loss: 2.073 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 2.621 +2025-10-15 12:08:23,987 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 85.906 CLS Loss: 0.572 Mixup Loss: 2.124 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.997 Tot. Loss: 2.696 +2025-10-15 12:10:45,666 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.527 Mixup Loss: 2.092 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.978 Tot. Loss: 2.619 +2025-10-15 12:13:06,845 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.523 Mixup Loss: 2.011 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 2.534 +2025-10-15 12:15:28,199 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.530 Mixup Loss: 2.030 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.004 Tot. Loss: 2.560 +2025-10-15 12:17:49,554 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.524 Mixup Loss: 2.035 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.949 Tot. Loss: 2.559 +2025-10-15 12:20:10,742 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.531 Mixup Loss: 2.019 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.009 Tot. Loss: 2.549 +2025-10-15 12:22:32,203 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.521 Mixup Loss: 1.996 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.981 Tot. Loss: 2.518 +2025-10-15 12:24:53,418 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.506 Mixup Loss: 1.972 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 2.478 +2025-10-15 12:27:14,664 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.514 Mixup Loss: 1.932 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.950 Tot. Loss: 2.447 +2025-10-15 12:29:35,966 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.508 Mixup Loss: 1.927 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.435 +2025-10-15 12:31:57,053 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.485 Mixup Loss: 1.931 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.416 +2025-10-15 12:34:18,471 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.469 Mixup Loss: 1.921 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.390 +2025-10-15 12:36:39,600 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.503 Mixup Loss: 1.923 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.974 Tot. Loss: 2.426 +2025-10-15 12:39:00,934 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.463 Mixup Loss: 1.876 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.340 +2025-10-15 12:41:22,463 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.503 Mixup Loss: 1.875 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.007 Tot. Loss: 2.377 +2025-10-15 12:43:43,520 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.463 Mixup Loss: 1.872 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.335 +2025-10-15 12:46:12,876 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.004 FPR: 62.318 AUROC: 86.591 AUPR: 49.115 AURC: 33.342 EAURC: 23.056 AUPR Succ.: 97.403 ECE: 4.279 NLL: 5.383 Brier: 21.131 +2025-10-15 12:48:24,116 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.104 FPR: 62.622 AUROC: 86.500 AUPR: 48.914 AURC: 33.198 EAURC: 23.062 AUPR Succ.: 97.404 ECE: 4.604 NLL: 5.402 Brier: 21.137 +2025-10-15 12:48:24,122 INFO Original Model Accuracy improved from 78.62 to 86.00!!! +2025-10-15 12:48:25,378 INFO EMA Model Accuracy improved from 78.60 to 86.10!!! +2025-10-15 12:48:26,508 INFO ####### --- Training Epoch 3 --- ####### +2025-10-15 12:51:57,325 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.467 Mixup Loss: 1.835 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.301 +2025-10-15 12:54:17,898 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.444 Mixup Loss: 1.828 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.930 Tot. Loss: 2.272 +2025-10-15 12:56:38,959 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.487 Mixup Loss: 1.900 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.934 Tot. Loss: 2.386 +2025-10-15 12:59:00,263 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.455 Mixup Loss: 1.818 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.273 +2025-10-15 13:01:21,490 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.476 Mixup Loss: 1.865 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.342 +2025-10-15 13:03:43,021 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.501 Mixup Loss: 1.828 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.329 +2025-10-15 13:06:04,231 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.450 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.252 +2025-10-15 13:08:25,545 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.462 Mixup Loss: 1.786 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.247 +2025-10-15 13:10:47,249 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.429 Mixup Loss: 1.783 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 2.212 +2025-10-15 13:13:08,535 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.433 Mixup Loss: 1.746 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 2.179 +2025-10-15 13:15:29,868 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.432 Mixup Loss: 1.750 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.182 +2025-10-15 13:17:50,986 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.475 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 2.277 +2025-10-15 13:20:12,487 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.432 Mixup Loss: 1.744 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.176 +2025-10-15 13:22:33,612 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.435 Mixup Loss: 1.731 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.166 +2025-10-15 13:24:55,089 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.430 Mixup Loss: 1.750 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.180 +2025-10-15 13:27:16,423 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.452 Mixup Loss: 1.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.209 +2025-10-15 13:29:37,705 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.444 Mixup Loss: 1.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.960 Tot. Loss: 2.184 +2025-10-15 13:31:59,373 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.397 Mixup Loss: 1.702 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.099 +2025-10-15 13:34:20,674 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.418 Mixup Loss: 1.691 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.109 +2025-10-15 13:36:41,976 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.394 Mixup Loss: 1.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 2.109 +2025-10-15 13:39:03,650 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.410 Mixup Loss: 1.701 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 2.111 +2025-10-15 13:41:24,737 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.415 Mixup Loss: 1.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.099 +2025-10-15 13:43:46,271 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.442 Mixup Loss: 1.734 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.177 +2025-10-15 13:46:07,110 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.405 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.077 +2025-10-15 13:48:28,454 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.443 Mixup Loss: 1.721 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.942 Tot. Loss: 2.164 +2025-10-15 13:50:49,646 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.419 Mixup Loss: 1.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.098 +2025-10-15 13:53:10,527 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.390 Mixup Loss: 1.675 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.066 +2025-10-15 13:55:31,879 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.390 Mixup Loss: 1.649 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 2.039 +2025-10-15 13:57:52,986 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.415 Mixup Loss: 1.673 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.087 +2025-10-15 14:00:14,182 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.431 Mixup Loss: 1.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.090 +2025-10-15 14:02:35,356 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.390 Mixup Loss: 1.614 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 2.003 +2025-10-15 14:04:56,391 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.387 Mixup Loss: 1.648 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.035 +2025-10-15 14:07:17,802 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.408 Mixup Loss: 1.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.048 +2025-10-15 14:09:38,867 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.397 Mixup Loss: 1.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.012 +2025-10-15 14:12:00,084 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.410 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.082 +2025-10-15 14:14:21,365 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.391 Mixup Loss: 1.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.032 +2025-10-15 14:16:42,406 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.393 Mixup Loss: 1.601 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.994 +2025-10-15 14:19:03,903 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.401 Mixup Loss: 1.643 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.044 +2025-10-15 14:21:24,904 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.396 Mixup Loss: 1.632 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 2.028 +2025-10-15 14:23:46,033 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.404 Mixup Loss: 1.638 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.043 +2025-10-15 14:26:07,329 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.401 Mixup Loss: 1.625 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.026 +2025-10-15 14:28:28,221 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.394 Mixup Loss: 1.588 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 1.982 +2025-10-15 14:30:49,539 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.404 Mixup Loss: 1.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.018 +2025-10-15 14:33:10,536 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.401 Mixup Loss: 1.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.979 +2025-10-15 14:35:31,718 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.385 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.956 +2025-10-15 14:37:53,078 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.363 Mixup Loss: 1.579 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.942 +2025-10-15 14:40:14,235 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.401 Mixup Loss: 1.618 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.019 +2025-10-15 14:42:35,558 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.369 Mixup Loss: 1.569 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.938 +2025-10-15 14:44:56,561 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.414 Mixup Loss: 1.605 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.019 +2025-10-15 14:47:17,680 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.372 Mixup Loss: 1.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.948 +2025-10-15 14:49:45,484 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.974 FPR: 60.018 AUROC: 87.393 AUPR: 49.755 AURC: 28.909 EAURC: 20.031 AUPR Succ.: 97.762 ECE: 1.322 NLL: 4.663 Brier: 19.291 +2025-10-15 14:51:55,755 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.918 FPR: 59.486 AUROC: 87.406 AUPR: 49.922 AURC: 29.093 EAURC: 20.136 AUPR Succ.: 97.748 ECE: 1.534 NLL: 4.713 Brier: 19.358 +2025-10-15 14:51:55,761 INFO Original Model Accuracy improved from 86.00 to 86.97!!! +2025-10-15 14:51:57,185 INFO EMA Model Accuracy improved from 86.10 to 86.92!!! +2025-10-15 14:51:58,486 INFO ####### --- Training Epoch 4 --- ####### +2025-10-15 14:55:28,332 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.378 Mixup Loss: 1.558 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.936 +2025-10-15 14:57:48,806 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.359 Mixup Loss: 1.577 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.936 +2025-10-15 15:00:10,016 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.402 Mixup Loss: 1.597 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.999 +2025-10-15 15:02:31,028 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.373 Mixup Loss: 1.558 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.931 +2025-10-15 15:04:52,783 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.394 Mixup Loss: 1.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 1.970 +2025-10-15 15:07:13,724 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.415 Mixup Loss: 1.586 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.001 +2025-10-15 15:09:34,835 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.380 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.946 +2025-10-15 15:11:56,293 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.385 Mixup Loss: 1.554 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.939 +2025-10-15 15:14:17,215 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.356 Mixup Loss: 1.584 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.940 +2025-10-15 15:16:38,715 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.366 Mixup Loss: 1.526 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.892 +2025-10-15 15:18:59,636 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.366 Mixup Loss: 1.527 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.892 +2025-10-15 15:21:20,767 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.401 Mixup Loss: 1.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.962 Tot. Loss: 1.972 +2025-10-15 15:23:42,332 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.360 Mixup Loss: 1.516 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.876 +2025-10-15 15:26:03,455 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.367 Mixup Loss: 1.535 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.901 +2025-10-15 15:28:25,152 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.365 Mixup Loss: 1.544 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.909 +2025-10-15 15:30:46,354 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.387 Mixup Loss: 1.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.928 +2025-10-15 15:33:07,487 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.380 Mixup Loss: 1.543 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.923 +2025-10-15 15:35:29,041 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.336 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.845 +2025-10-15 15:37:50,134 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.356 Mixup Loss: 1.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.885 +2025-10-15 15:40:11,735 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.336 Mixup Loss: 1.516 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.852 +2025-10-15 15:42:32,702 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.353 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.863 +2025-10-15 15:44:53,946 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.357 Mixup Loss: 1.521 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.878 +2025-10-15 15:47:15,410 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.381 Mixup Loss: 1.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 1.892 +2025-10-15 15:49:36,527 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.345 Mixup Loss: 1.504 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.849 +2025-10-15 15:51:58,460 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.387 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.927 +2025-10-15 15:54:19,715 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.358 Mixup Loss: 1.527 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.885 +2025-10-15 15:56:40,869 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.337 Mixup Loss: 1.505 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.842 +2025-10-15 15:59:02,670 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.341 Mixup Loss: 1.488 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.829 +2025-10-15 16:01:23,789 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.360 Mixup Loss: 1.521 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.881 +2025-10-15 16:03:45,377 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.377 Mixup Loss: 1.510 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.887 +2025-10-15 16:06:06,382 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.341 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.811 +2025-10-15 16:08:27,538 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.339 Mixup Loss: 1.493 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.832 +2025-10-15 16:10:49,063 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.350 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.841 +2025-10-15 16:13:10,115 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.346 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.827 +2025-10-15 16:15:31,875 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.356 Mixup Loss: 1.504 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.860 +2025-10-15 16:17:53,042 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.343 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.837 +2025-10-15 16:20:14,494 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.340 Mixup Loss: 1.485 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.825 +2025-10-15 16:22:36,244 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.357 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.849 +2025-10-15 16:24:57,328 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.348 Mixup Loss: 1.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.856 +2025-10-15 16:27:19,178 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.354 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.840 +2025-10-15 16:29:40,439 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.350 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.833 +2025-10-15 16:32:01,796 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.350 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.827 +2025-10-15 16:34:23,278 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.358 Mixup Loss: 1.496 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.853 +2025-10-15 16:36:44,491 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.358 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.811 +2025-10-15 16:39:06,006 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.344 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.792 +2025-10-15 16:41:27,132 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.323 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.783 +2025-10-15 16:43:48,482 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.358 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.850 +2025-10-15 16:46:10,062 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.329 Mixup Loss: 1.440 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.770 +2025-10-15 16:48:31,528 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.367 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.847 +2025-10-15 16:50:53,217 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.328 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.781 +2025-10-15 16:53:20,834 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.416 FPR: 59.107 AUROC: 87.759 AUPR: 49.224 AURC: 26.935 EAURC: 18.662 AUPR Succ.: 97.923 ECE: 0.896 NLL: 4.414 Brier: 18.587 +2025-10-15 16:55:33,173 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.312 FPR: 58.827 AUROC: 87.662 AUPR: 49.848 AURC: 27.464 EAURC: 19.051 AUPR Succ.: 97.877 ECE: 1.034 NLL: 4.498 Brier: 18.757 +2025-10-15 16:55:33,179 INFO Original Model Accuracy improved from 86.97 to 87.42!!! +2025-10-15 16:55:34,593 INFO EMA Model Accuracy improved from 86.92 to 87.31!!! +2025-10-15 16:55:35,896 INFO ####### --- Training Epoch 5 --- ####### +2025-10-15 16:59:03,914 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.334 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.770 +2025-10-15 17:01:25,368 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.317 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.764 +2025-10-15 17:03:46,064 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.359 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.848 +2025-10-15 17:06:07,291 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.331 Mixup Loss: 1.453 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.784 +2025-10-15 17:08:29,253 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.354 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.842 +2025-10-15 17:10:50,504 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.371 Mixup Loss: 1.473 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 1.844 +2025-10-15 17:13:12,551 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.339 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.787 +2025-10-15 17:15:33,659 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.345 Mixup Loss: 1.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.801 +2025-10-15 17:17:54,967 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.316 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.779 +2025-10-15 17:20:16,661 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.330 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.770 +2025-10-15 17:22:37,711 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.332 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.774 +2025-10-15 17:24:59,717 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.363 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 1.829 +2025-10-15 17:27:20,810 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.321 Mixup Loss: 1.422 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.743 +2025-10-15 17:29:42,142 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.332 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.759 +2025-10-15 17:32:04,083 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.329 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.745 +2025-10-15 17:34:25,358 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.349 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.803 +2025-10-15 17:36:47,386 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.346 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 1.792 +2025-10-15 17:39:08,536 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.305 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.741 +2025-10-15 17:41:29,799 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.322 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.737 +2025-10-15 17:43:51,514 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.301 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.724 +2025-10-15 17:46:12,638 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.317 Mixup Loss: 1.438 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.755 +2025-10-15 17:48:34,571 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.321 Mixup Loss: 1.435 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.756 +2025-10-15 17:50:55,623 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.344 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.786 +2025-10-15 17:53:16,915 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.310 Mixup Loss: 1.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.725 +2025-10-15 17:55:38,934 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.352 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.813 +2025-10-15 17:58:00,114 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.326 Mixup Loss: 1.441 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.768 +2025-10-15 18:00:21,939 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.305 Mixup Loss: 1.428 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.733 +2025-10-15 18:02:43,191 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.309 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.735 +2025-10-15 18:05:04,718 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.333 Mixup Loss: 1.438 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.770 +2025-10-15 18:07:26,381 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.343 Mixup Loss: 1.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.772 +2025-10-15 18:09:47,785 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.309 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.700 +2025-10-15 18:12:09,643 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.307 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.718 +2025-10-15 18:14:30,889 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.321 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.729 +2025-10-15 18:16:52,260 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.317 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.711 +2025-10-15 18:19:14,030 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.324 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.770 +2025-10-15 18:21:35,393 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.310 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.730 +2025-10-15 18:23:57,515 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.310 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.671 +2025-10-15 18:26:18,788 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.327 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.742 +2025-10-15 18:28:40,811 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.322 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.726 +2025-10-15 18:31:02,248 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.320 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.722 +2025-10-15 18:33:23,652 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.316 Mixup Loss: 1.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.729 +2025-10-15 18:35:45,415 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.319 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.711 +2025-10-15 18:38:06,731 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.328 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.749 +2025-10-15 18:40:28,891 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.324 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.711 +2025-10-15 18:42:50,173 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.314 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.697 +2025-10-15 18:45:11,601 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.294 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.684 +2025-10-15 18:47:33,519 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.325 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.729 +2025-10-15 18:49:54,814 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.302 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.702 +2025-10-15 18:52:16,926 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.339 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 1.752 +2025-10-15 18:54:38,019 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.302 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.674 +2025-10-15 18:57:06,604 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.684 FPR: 58.249 AUROC: 88.072 AUPR: 49.661 AURC: 25.656 EAURC: 17.740 AUPR Succ.: 98.030 ECE: 0.742 NLL: 4.267 Brier: 18.123 +2025-10-15 18:59:17,018 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.596 FPR: 58.401 AUROC: 87.863 AUPR: 49.390 AURC: 26.285 EAURC: 18.253 AUPR Succ.: 97.971 ECE: 0.880 NLL: 4.353 Brier: 18.326 +2025-10-15 18:59:17,024 INFO Original Model Accuracy improved from 87.42 to 87.68!!! +2025-10-15 18:59:18,220 INFO EMA Model Accuracy improved from 87.31 to 87.60!!! +2025-10-15 18:59:19,427 INFO ####### --- Training Epoch 6 --- ####### +2025-10-15 19:02:50,129 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.304 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.686 +2025-10-15 19:05:11,524 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.288 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.649 +2025-10-15 19:07:32,426 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.329 Mixup Loss: 1.435 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 1.764 +2025-10-15 19:09:54,213 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.305 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.686 +2025-10-15 19:12:15,246 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.323 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.731 +2025-10-15 19:14:36,478 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.343 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.751 +2025-10-15 19:16:58,679 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.317 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.710 +2025-10-15 19:19:19,795 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.317 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.685 +2025-10-15 19:21:41,704 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.290 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.679 +2025-10-15 19:24:02,842 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.303 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.670 +2025-10-15 19:26:24,016 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.306 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.667 +2025-10-15 19:28:45,941 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.332 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.743 +2025-10-15 19:31:07,155 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.295 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.656 +2025-10-15 19:33:29,168 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.307 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.694 +2025-10-15 19:35:50,172 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.306 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.687 +2025-10-15 19:38:11,336 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.321 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.709 +2025-10-15 19:40:33,179 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.318 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.700 +2025-10-15 19:42:54,593 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.279 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.638 +2025-10-15 19:45:16,735 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.295 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.652 +2025-10-15 19:47:37,812 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.275 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.629 +2025-10-15 19:49:59,084 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.290 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.642 +2025-10-15 19:52:20,767 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.296 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.667 +2025-10-15 19:54:42,047 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.322 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.718 +2025-10-15 19:57:04,152 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.283 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.650 +2025-10-15 19:59:25,228 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.323 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.722 +2025-10-15 20:01:46,413 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.300 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.674 +2025-10-15 20:04:08,145 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.283 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.646 +2025-10-15 20:06:29,549 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.283 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.652 +2025-10-15 20:08:51,373 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.305 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.674 +2025-10-15 20:11:12,464 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.320 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.699 +2025-10-15 20:13:34,493 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.282 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.628 +2025-10-15 20:15:56,148 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.283 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.630 +2025-10-15 20:18:17,348 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.291 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.661 +2025-10-15 20:20:39,038 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.292 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.637 +2025-10-15 20:23:00,231 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.300 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.653 +2025-10-15 20:25:22,379 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.287 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.647 +2025-10-15 20:27:43,405 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.283 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.612 +2025-10-15 20:30:04,583 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.305 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.666 +2025-10-15 20:32:26,461 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.298 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.660 +2025-10-15 20:34:47,615 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.295 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.651 +2025-10-15 20:37:09,684 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.294 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.632 +2025-10-15 20:39:30,845 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.296 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.647 +2025-10-15 20:41:52,170 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.305 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.654 +2025-10-15 20:44:14,223 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.297 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.641 +2025-10-15 20:46:35,322 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.292 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.627 +2025-10-15 20:48:57,281 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.272 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.583 +2025-10-15 20:51:18,318 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.300 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.678 +2025-10-15 20:53:39,414 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.281 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.604 +2025-10-15 20:56:01,269 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.318 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.681 +2025-10-15 20:58:22,341 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.280 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.587 +2025-10-15 21:00:49,311 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.924 FPR: 57.652 AUROC: 88.159 AUPR: 49.237 AURC: 24.835 EAURC: 17.231 AUPR Succ.: 98.091 ECE: 1.060 NLL: 4.176 Brier: 17.815 +2025-10-15 21:03:00,130 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.850 FPR: 58.074 AUROC: 88.015 AUPR: 49.178 AURC: 25.305 EAURC: 17.605 AUPR Succ.: 98.048 ECE: 0.988 NLL: 4.238 Brier: 17.963 +2025-10-15 21:03:00,136 INFO Original Model Accuracy improved from 87.68 to 87.92!!! +2025-10-15 21:03:01,783 INFO EMA Model Accuracy improved from 87.60 to 87.85!!! +2025-10-15 21:03:03,029 INFO ####### --- Training Epoch 7 --- ####### +2025-10-15 21:06:33,465 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.284 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.619 +2025-10-15 21:08:54,012 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.265 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.586 +2025-10-15 21:11:14,935 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.307 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.690 +2025-10-15 21:13:36,408 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.284 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.628 +2025-10-15 21:15:57,680 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.300 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.676 +2025-10-15 21:18:19,805 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.319 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.682 +2025-10-15 21:20:40,886 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.294 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.637 +2025-10-15 21:23:02,130 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.297 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.626 +2025-10-15 21:25:23,883 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.269 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.613 +2025-10-15 21:27:45,140 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.281 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.603 +2025-10-15 21:30:06,811 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.287 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.621 +2025-10-15 21:32:27,899 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.312 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.689 +2025-10-15 21:34:49,179 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.274 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.572 +2025-10-15 21:37:10,902 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.286 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.631 +2025-10-15 21:39:32,174 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.288 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.617 +2025-10-15 21:41:53,826 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.297 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.642 +2025-10-15 21:44:14,899 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.296 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.635 +2025-10-15 21:46:36,512 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.261 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.589 +2025-10-15 21:48:57,904 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.272 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.591 +2025-10-15 21:51:19,173 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.257 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.563 +2025-10-15 21:53:40,707 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.269 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.570 +2025-10-15 21:56:01,842 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.275 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.584 +2025-10-15 21:58:23,539 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.300 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.658 +2025-10-15 22:00:44,797 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.267 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.588 +2025-10-15 22:03:06,120 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.302 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.648 +2025-10-15 22:05:27,881 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.276 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.602 +2025-10-15 22:07:49,065 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.264 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.583 +2025-10-15 22:10:10,783 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.266 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.588 +2025-10-15 22:12:31,961 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.290 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.614 +2025-10-15 22:14:53,245 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.297 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.630 +2025-10-15 22:17:15,316 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.262 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.560 +2025-10-15 22:19:36,462 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.263 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.579 +2025-10-15 22:21:58,513 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.270 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.593 +2025-10-15 22:24:19,831 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.272 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.568 +2025-10-15 22:26:41,072 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.275 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.594 +2025-10-15 22:29:03,031 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.265 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.583 +2025-10-15 22:31:24,293 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.267 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.564 +2025-10-15 22:33:46,386 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.285 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.610 +2025-10-15 22:36:07,580 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.276 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.595 +2025-10-15 22:38:28,907 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.272 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.591 +2025-10-15 22:40:50,645 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.275 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.580 +2025-10-15 22:43:11,781 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.279 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.599 +2025-10-15 22:45:34,049 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.285 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.585 +2025-10-15 22:47:55,155 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.277 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.573 +2025-10-15 22:50:16,331 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.275 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.562 +2025-10-15 22:52:37,989 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.253 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.538 +2025-10-15 22:54:59,243 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.280 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.606 +2025-10-15 22:57:21,066 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.264 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.561 +2025-10-15 22:59:42,162 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.293 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.607 +2025-10-15 23:02:03,336 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.262 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.558 +2025-10-15 23:04:30,606 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.038 FPR: 57.231 AUROC: 88.371 AUPR: 49.987 AURC: 24.226 EAURC: 16.768 AUPR Succ.: 98.144 ECE: 0.959 NLL: 4.111 Brier: 17.582 +2025-10-15 23:06:40,804 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.054 FPR: 57.408 AUROC: 88.136 AUPR: 48.865 AURC: 24.532 EAURC: 17.095 AUPR Succ.: 98.108 ECE: 0.910 NLL: 4.152 Brier: 17.681 +2025-10-15 23:06:40,810 INFO Original Model Accuracy improved from 87.92 to 88.04!!! +2025-10-15 23:06:42,198 INFO EMA Model Accuracy improved from 87.85 to 88.05!!! +2025-10-15 23:06:43,639 INFO ####### --- Training Epoch 8 --- ####### +2025-10-15 23:10:14,549 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.267 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.564 +2025-10-15 23:12:35,068 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.247 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.533 +2025-10-15 23:14:56,804 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.286 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.615 +2025-10-15 23:17:17,683 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.266 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.557 +2025-10-15 23:19:38,819 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.279 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.616 +2025-10-15 23:22:00,658 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.298 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.630 +2025-10-15 23:24:21,918 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.275 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.589 +2025-10-15 23:26:43,595 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.275 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.579 +2025-10-15 23:29:04,787 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.248 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.547 +2025-10-15 23:31:26,505 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.264 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.546 +2025-10-15 23:33:48,190 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.268 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.547 +2025-10-15 23:36:09,463 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.289 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.624 +2025-10-15 23:38:31,359 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.256 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.517 +2025-10-15 23:40:52,481 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.266 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.546 +2025-10-15 23:43:14,454 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.273 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.573 +2025-10-15 23:45:35,717 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.277 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.597 +2025-10-15 23:47:56,977 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.278 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.587 +2025-10-15 23:50:18,888 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.244 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.528 +2025-10-15 23:52:39,923 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.255 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.537 +2025-10-15 23:55:01,730 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.237 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.517 +2025-10-15 23:57:22,852 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.252 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.540 +2025-10-15 23:59:44,060 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.259 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.550 +2025-10-16 00:02:05,723 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.281 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.603 +2025-10-16 00:04:26,758 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.246 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.527 +2025-10-16 00:06:48,662 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.278 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.584 +2025-10-16 00:09:09,624 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.257 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.552 +2025-10-16 00:11:30,818 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.249 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.538 +2025-10-16 00:13:52,658 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.248 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.529 +2025-10-16 00:16:13,665 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.269 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.558 +2025-10-16 00:18:35,692 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.280 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.583 +2025-10-16 00:20:56,666 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.243 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.523 +2025-10-16 00:23:17,883 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.246 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.523 +2025-10-16 00:25:39,669 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.253 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.537 +2025-10-16 00:28:00,689 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.256 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.516 +2025-10-16 00:30:22,697 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.257 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.545 +2025-10-16 00:32:43,886 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.245 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.531 +2025-10-16 00:35:05,322 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.249 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.515 +2025-10-16 00:37:27,184 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.266 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.570 +2025-10-16 00:39:48,294 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.260 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.557 +2025-10-16 00:42:10,286 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.254 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.527 +2025-10-16 00:44:31,364 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.520 +2025-10-16 00:46:52,520 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.260 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.529 +2025-10-16 00:49:14,327 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.266 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.557 +2025-10-16 00:51:35,570 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.258 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.536 +2025-10-16 00:53:57,288 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.254 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.521 +2025-10-16 00:56:18,256 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.232 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.478 +2025-10-16 00:58:39,358 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.262 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.554 +2025-10-16 01:01:01,187 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.248 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.511 +2025-10-16 01:03:22,377 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.278 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.574 +2025-10-16 01:05:44,212 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.498 +2025-10-16 01:08:12,440 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.170 FPR: 57.109 AUROC: 88.366 AUPR: 49.084 AURC: 23.853 EAURC: 16.562 AUPR Succ.: 98.169 ECE: 1.274 NLL: 4.070 Brier: 17.448 +2025-10-16 01:10:23,832 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.166 FPR: 57.428 AUROC: 88.277 AUPR: 49.258 AURC: 24.010 EAURC: 16.714 AUPR Succ.: 98.152 ECE: 1.065 NLL: 4.093 Brier: 17.484 +2025-10-16 01:10:23,838 INFO Original Model Accuracy improved from 88.04 to 88.17!!! +2025-10-16 01:10:25,058 INFO EMA Model Accuracy improved from 88.05 to 88.17!!! +2025-10-16 01:10:26,201 INFO ####### --- Training Epoch 9 --- ####### +2025-10-16 01:13:57,018 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.247 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.538 +2025-10-16 01:16:18,120 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.231 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.484 +2025-10-16 01:18:39,379 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.270 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.579 +2025-10-16 01:21:00,404 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.249 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.518 +2025-10-16 01:23:22,304 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.263 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.571 +2025-10-16 01:25:43,473 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.282 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.573 +2025-10-16 01:28:05,371 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.259 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.544 +2025-10-16 01:30:26,316 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.261 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.559 +2025-10-16 01:32:47,437 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.232 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.490 +2025-10-16 01:35:09,424 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.250 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.504 +2025-10-16 01:37:30,349 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.252 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.525 +2025-10-16 01:39:52,341 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.274 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.571 +2025-10-16 01:42:13,445 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.241 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.491 +2025-10-16 01:44:34,780 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.249 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.518 +2025-10-16 01:46:56,787 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.256 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.529 +2025-10-16 01:49:17,882 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.264 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.548 +2025-10-16 01:51:39,752 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.260 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.534 +2025-10-16 01:54:00,903 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.230 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.492 +2025-10-16 01:56:22,239 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.238 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.498 +2025-10-16 01:58:44,077 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.221 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.474 +2025-10-16 02:01:05,274 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.237 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.475 +2025-10-16 02:03:27,541 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.243 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.495 +2025-10-16 02:05:48,627 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.263 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.560 +2025-10-16 02:08:09,947 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.231 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.470 +2025-10-16 02:10:32,017 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.262 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.553 +2025-10-16 02:12:53,250 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.244 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.521 +2025-10-16 02:15:16,010 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.232 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.488 +2025-10-16 02:17:37,217 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.234 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.487 +2025-10-16 02:19:58,613 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.255 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.526 +2025-10-16 02:22:20,824 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.263 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.539 +2025-10-16 02:24:42,211 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.228 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.471 +2025-10-16 02:27:04,396 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.232 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.485 +2025-10-16 02:29:25,605 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.239 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.518 +2025-10-16 02:31:47,000 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.241 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.482 +2025-10-16 02:34:09,156 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.241 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.500 +2025-10-16 02:36:30,468 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.231 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.486 +2025-10-16 02:38:52,564 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.235 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.477 +2025-10-16 02:41:13,668 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.254 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.529 +2025-10-16 02:43:34,908 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.245 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.492 +2025-10-16 02:45:57,115 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.239 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.502 +2025-10-16 02:48:18,504 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.243 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.507 +2025-10-16 02:50:40,390 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.245 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.494 +2025-10-16 02:53:01,462 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.251 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.514 +2025-10-16 02:55:22,723 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.239 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.471 +2025-10-16 02:57:44,844 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.241 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.476 +2025-10-16 03:00:06,091 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.217 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.453 +2025-10-16 03:02:28,218 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.248 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.509 +2025-10-16 03:04:49,319 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.232 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.467 +2025-10-16 03:07:10,913 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.260 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.529 +2025-10-16 03:09:32,560 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.229 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.466 +2025-10-16 03:12:00,672 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.172 FPR: 56.493 AUROC: 88.500 AUPR: 50.206 AURC: 23.664 EAURC: 16.375 AUPR Succ.: 98.189 ECE: 1.318 NLL: 4.061 Brier: 17.399 +2025-10-16 03:14:16,039 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.216 FPR: 57.010 AUROC: 88.419 AUPR: 49.667 AURC: 23.661 EAURC: 16.428 AUPR Succ.: 98.184 ECE: 1.213 NLL: 4.058 Brier: 17.367 +2025-10-16 03:14:16,046 INFO Original Model Accuracy improved from 88.17 to 88.17!!! +2025-10-16 03:14:17,229 INFO EMA Model Accuracy improved from 88.17 to 88.22!!! +2025-10-16 03:14:18,404 INFO ####### --- Training Epoch 10 --- ####### +2025-10-16 03:17:50,310 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.232 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.473 +2025-10-16 03:20:11,551 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.216 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.447 +2025-10-16 03:22:32,374 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.254 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.538 +2025-10-16 03:24:54,329 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.235 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.477 +2025-10-16 03:27:15,471 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.249 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.539 +2025-10-16 03:29:36,695 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.268 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.539 +2025-10-16 03:31:58,550 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.246 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.509 +2025-10-16 03:34:19,718 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.246 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.492 +2025-10-16 03:36:41,978 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.221 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.464 +2025-10-16 03:39:03,123 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.235 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.466 +2025-10-16 03:41:24,321 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.239 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.489 +2025-10-16 03:43:46,300 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.261 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.517 +2025-10-16 03:46:07,460 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.228 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.447 +2025-10-16 03:48:29,139 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.236 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.478 +2025-10-16 03:50:50,164 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.244 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.471 +2025-10-16 03:53:11,392 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.245 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.504 +2025-10-16 03:55:33,249 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.244 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.499 +2025-10-16 03:57:54,565 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.218 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.446 +2025-10-16 04:00:16,324 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.222 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.468 +2025-10-16 04:02:37,393 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.443 +2025-10-16 04:04:58,609 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.225 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.450 +2025-10-16 04:07:20,619 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.229 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.477 +2025-10-16 04:09:41,856 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.251 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.513 +2025-10-16 04:12:03,795 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.216 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.451 +2025-10-16 04:14:24,855 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.245 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.505 +2025-10-16 04:16:46,122 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.227 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.455 +2025-10-16 04:19:07,882 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.220 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.461 +2025-10-16 04:21:29,045 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.221 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.460 +2025-10-16 04:23:50,912 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.240 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.485 +2025-10-16 04:26:11,941 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.248 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.495 +2025-10-16 04:28:33,133 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.219 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.446 +2025-10-16 04:30:54,967 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.218 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.454 +2025-10-16 04:33:16,236 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.223 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.471 +2025-10-16 04:35:38,297 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.230 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.448 +2025-10-16 04:37:59,443 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.227 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.469 +2025-10-16 04:40:21,114 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.215 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.445 +2025-10-16 04:42:43,182 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.223 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.438 +2025-10-16 04:45:04,559 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.237 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.475 +2025-10-16 04:47:26,740 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.233 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.467 +2025-10-16 04:49:48,023 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.224 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.453 +2025-10-16 04:52:10,104 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.229 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.463 +2025-10-16 04:54:31,762 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.234 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.464 +2025-10-16 04:56:53,203 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.238 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.477 +2025-10-16 04:59:15,239 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.230 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.449 +2025-10-16 05:01:36,456 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.226 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.463 +2025-10-16 05:03:58,790 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.207 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.405 +2025-10-16 05:06:20,173 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.234 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.484 +2025-10-16 05:08:41,558 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.221 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.446 +2025-10-16 05:11:03,578 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.246 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.489 +2025-10-16 05:13:24,645 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.215 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.430 +2025-10-16 05:15:51,544 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.264 FPR: 56.476 AUROC: 88.506 AUPR: 49.630 AURC: 23.453 EAURC: 16.280 AUPR Succ.: 98.201 ECE: 1.478 NLL: 4.036 Brier: 17.292 +2025-10-16 05:18:05,946 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.260 FPR: 56.354 AUROC: 88.502 AUPR: 49.719 AURC: 23.429 EAURC: 16.251 AUPR Succ.: 98.204 ECE: 1.380 NLL: 4.036 Brier: 17.281 +2025-10-16 05:18:05,952 INFO Original Model Accuracy improved from 88.17 to 88.26!!! +2025-10-16 05:18:07,234 INFO EMA Model Accuracy improved from 88.22 to 88.26!!! +2025-10-16 05:18:08,419 INFO ####### --- Training Epoch 11 --- ####### +2025-10-16 05:21:39,703 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.454 +2025-10-16 05:24:00,209 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.207 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.414 +2025-10-16 05:26:21,251 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.239 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.500 +2025-10-16 05:28:43,286 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.220 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.425 +2025-10-16 05:31:04,367 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.236 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.480 +2025-10-16 05:33:26,577 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.504 +2025-10-16 05:35:47,796 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.234 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.471 +2025-10-16 05:38:09,325 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.234 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.487 +2025-10-16 05:40:31,360 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.209 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.442 +2025-10-16 05:42:52,546 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.224 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.449 +2025-10-16 05:45:14,859 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.226 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.440 +2025-10-16 05:47:35,995 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.245 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.514 +2025-10-16 05:49:57,274 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.216 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.405 +2025-10-16 05:52:19,150 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.441 +2025-10-16 05:54:40,202 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.230 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.470 +2025-10-16 05:57:02,212 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.233 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.468 +2025-10-16 05:59:23,284 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.232 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.486 +2025-10-16 06:01:44,394 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.204 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.410 +2025-10-16 06:04:06,215 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.211 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.433 +2025-10-16 06:06:27,294 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.195 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.387 +2025-10-16 06:08:49,138 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.214 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.435 +2025-10-16 06:11:10,134 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.219 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.435 +2025-10-16 06:13:31,422 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.237 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.474 +2025-10-16 06:15:53,533 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.205 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.411 +2025-10-16 06:18:14,937 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.229 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.475 +2025-10-16 06:20:36,911 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.214 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.433 +2025-10-16 06:22:58,047 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.209 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.426 +2025-10-16 06:25:19,901 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.211 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.424 +2025-10-16 06:27:41,593 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.228 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.458 +2025-10-16 06:30:02,896 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.237 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.479 +2025-10-16 06:32:24,831 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.204 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.405 +2025-10-16 06:34:45,996 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.422 +2025-10-16 06:37:07,698 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.212 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.432 +2025-10-16 06:39:29,205 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.222 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.428 +2025-10-16 06:41:50,430 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.214 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.438 +2025-10-16 06:44:12,280 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.206 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.424 +2025-10-16 06:46:33,264 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.212 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.411 +2025-10-16 06:48:55,171 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.226 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.451 +2025-10-16 06:51:16,308 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.223 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.443 +2025-10-16 06:53:37,612 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.211 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.421 +2025-10-16 06:55:59,728 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.218 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.426 +2025-10-16 06:58:20,878 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.222 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.432 +2025-10-16 07:00:42,882 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.227 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.453 +2025-10-16 07:03:03,981 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.221 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.438 +2025-10-16 07:05:25,236 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.216 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.404 +2025-10-16 07:07:47,131 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.195 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.383 +2025-10-16 07:10:08,264 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.222 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.453 +2025-10-16 07:12:30,368 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.208 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.406 +2025-10-16 07:14:51,488 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.236 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.476 +2025-10-16 07:17:12,839 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.207 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.404 +2025-10-16 07:19:39,781 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.310 FPR: 57.074 AUROC: 88.478 AUPR: 49.313 AURC: 23.354 EAURC: 16.239 AUPR Succ.: 98.207 ECE: 1.675 NLL: 4.033 Brier: 17.266 +2025-10-16 07:21:52,718 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.328 FPR: 56.751 AUROC: 88.498 AUPR: 49.355 AURC: 23.261 EAURC: 16.167 AUPR Succ.: 98.215 ECE: 1.530 NLL: 4.023 Brier: 17.219 +2025-10-16 07:21:52,724 INFO Original Model Accuracy improved from 88.26 to 88.31!!! +2025-10-16 07:21:53,954 INFO EMA Model Accuracy improved from 88.26 to 88.33!!! +2025-10-16 07:21:55,223 INFO ####### --- Training Epoch 12 --- ####### +2025-10-16 07:25:26,059 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.212 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.431 +2025-10-16 07:27:46,578 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.193 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.383 +2025-10-16 07:30:08,415 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.228 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.466 +2025-10-16 07:32:29,384 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.210 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.410 +2025-10-16 07:34:50,616 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.227 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.448 +2025-10-16 07:37:12,519 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.244 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.480 +2025-10-16 07:39:33,445 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.224 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.446 +2025-10-16 07:41:55,323 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.225 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.433 +2025-10-16 07:44:16,394 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.199 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.420 +2025-10-16 07:46:37,533 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.422 +2025-10-16 07:48:59,582 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.216 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.414 +2025-10-16 07:51:20,605 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.234 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.489 +2025-10-16 07:53:42,696 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.207 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.393 +2025-10-16 07:56:03,699 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.214 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.415 +2025-10-16 07:58:24,886 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.221 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.428 +2025-10-16 08:00:46,991 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.222 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.433 +2025-10-16 08:03:08,187 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.224 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.441 +2025-10-16 08:05:30,440 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.195 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.404 +2025-10-16 08:07:51,671 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.201 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.417 +2025-10-16 08:10:13,430 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.189 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.376 +2025-10-16 08:12:35,005 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.203 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.393 +2025-10-16 08:14:56,288 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.209 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.423 +2025-10-16 08:17:18,255 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.225 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.447 +2025-10-16 08:19:39,391 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.196 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.389 +2025-10-16 08:22:01,127 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.221 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.445 +2025-10-16 08:24:22,358 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.201 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.414 +2025-10-16 08:26:43,651 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.202 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.394 +2025-10-16 08:29:05,722 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.390 +2025-10-16 08:31:26,891 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.217 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.426 +2025-10-16 08:33:49,161 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.226 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.431 +2025-10-16 08:36:10,246 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.193 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.383 +2025-10-16 08:38:31,410 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.391 +2025-10-16 08:40:53,251 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.204 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.418 +2025-10-16 08:43:14,460 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.212 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.397 +2025-10-16 08:45:36,679 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.204 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.396 +2025-10-16 08:47:57,827 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.193 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.397 +2025-10-16 08:50:19,070 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.202 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.379 +2025-10-16 08:52:41,075 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.422 +2025-10-16 08:55:02,189 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.209 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.428 +2025-10-16 08:57:24,230 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.200 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.406 +2025-10-16 08:59:45,378 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.208 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.418 +2025-10-16 09:02:06,739 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.211 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.400 +2025-10-16 09:04:28,866 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.218 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.430 +2025-10-16 09:06:50,032 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.207 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.392 +2025-10-16 09:09:12,078 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.209 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.389 +2025-10-16 09:11:33,252 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.185 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.361 +2025-10-16 09:13:54,573 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.211 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.427 +2025-10-16 09:16:16,640 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.202 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.389 +2025-10-16 09:18:37,767 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.223 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.433 +2025-10-16 09:20:59,687 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.369 +2025-10-16 09:23:26,472 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.348 FPR: 56.591 AUROC: 88.475 AUPR: 49.412 AURC: 23.274 EAURC: 16.206 AUPR Succ.: 98.211 ECE: 1.788 NLL: 4.031 Brier: 17.233 +2025-10-16 09:25:36,938 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.386 FPR: 56.966 AUROC: 88.452 AUPR: 49.008 AURC: 23.184 EAURC: 16.162 AUPR Succ.: 98.216 ECE: 1.689 NLL: 4.021 Brier: 17.194 +2025-10-16 09:25:36,945 INFO Original Model Accuracy improved from 88.31 to 88.35!!! +2025-10-16 09:25:38,355 INFO EMA Model Accuracy improved from 88.33 to 88.39!!! +2025-10-16 09:25:39,691 INFO ####### --- Training Epoch 13 --- ####### +2025-10-16 09:29:09,358 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.202 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.387 +2025-10-16 09:31:29,816 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.186 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.354 +2025-10-16 09:33:51,066 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.216 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.456 +2025-10-16 09:36:11,774 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.203 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.406 +2025-10-16 09:38:33,546 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.215 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.431 +2025-10-16 09:40:54,569 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.232 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.456 +2025-10-16 09:43:15,639 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.214 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.420 +2025-10-16 09:45:37,159 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.214 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.394 +2025-10-16 09:47:58,059 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.190 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.385 +2025-10-16 09:50:19,763 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.205 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.394 +2025-10-16 09:52:40,805 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.207 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.390 +2025-10-16 09:55:02,402 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.225 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.458 +2025-10-16 09:57:23,535 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.196 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.383 +2025-10-16 09:59:44,554 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.205 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.401 +2025-10-16 10:02:06,199 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.213 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.420 +2025-10-16 10:04:27,213 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.210 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.416 +2025-10-16 10:06:49,124 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.213 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.415 +2025-10-16 10:09:10,019 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.187 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.358 +2025-10-16 10:11:31,337 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.189 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.394 +2025-10-16 10:13:53,369 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.180 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.362 +2025-10-16 10:16:14,512 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.196 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.376 +2025-10-16 10:18:36,459 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.390 +2025-10-16 10:20:57,680 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.217 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.427 +2025-10-16 10:23:18,982 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.357 +2025-10-16 10:25:41,094 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.207 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.420 +2025-10-16 10:28:02,294 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.192 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.397 +2025-10-16 10:30:24,574 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.395 +2025-10-16 10:32:45,803 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.193 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.386 +2025-10-16 10:35:07,158 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.208 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.409 +2025-10-16 10:37:29,086 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.218 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.418 +2025-10-16 10:39:50,151 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.185 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.361 +2025-10-16 10:42:12,211 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.191 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.379 +2025-10-16 10:44:33,253 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.192 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.382 +2025-10-16 10:46:54,448 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.203 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.382 +2025-10-16 10:49:16,291 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.195 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.387 +2025-10-16 10:51:37,419 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.188 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.374 +2025-10-16 10:53:59,338 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.197 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.357 +2025-10-16 10:56:20,414 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.207 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.409 +2025-10-16 10:58:41,615 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.203 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.393 +2025-10-16 11:01:03,499 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.384 +2025-10-16 11:03:24,632 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.384 +2025-10-16 11:05:46,607 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.205 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.391 +2025-10-16 11:08:07,653 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.209 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.400 +2025-10-16 11:10:28,920 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.195 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.368 +2025-10-16 11:12:50,816 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.199 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.384 +2025-10-16 11:15:11,924 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.351 +2025-10-16 11:17:33,916 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.202 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.400 +2025-10-16 11:19:54,892 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.192 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.368 +2025-10-16 11:22:16,064 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.218 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.414 +2025-10-16 11:24:37,853 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.191 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.362 +2025-10-16 11:27:06,540 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.330 FPR: 55.818 AUROC: 88.513 AUPR: 49.736 AURC: 23.286 EAURC: 16.195 AUPR Succ.: 98.211 ECE: 1.883 NLL: 4.038 Brier: 17.235 +2025-10-16 11:29:28,737 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.392 FPR: 56.409 AUROC: 88.471 AUPR: 49.175 AURC: 23.153 EAURC: 16.139 AUPR Succ.: 98.219 ECE: 1.837 NLL: 4.025 Brier: 17.185 +2025-10-16 11:29:28,743 INFO EMA Model Accuracy improved from 88.39 to 88.39!!! +2025-10-16 11:29:29,956 INFO ####### --- Training Epoch 14 --- ####### +2025-10-16 11:32:59,583 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.191 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.371 +2025-10-16 11:35:20,784 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.345 +2025-10-16 11:37:41,515 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.206 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.414 +2025-10-16 11:40:03,221 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.193 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.362 +2025-10-16 11:42:24,259 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.208 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.415 +2025-10-16 11:44:45,148 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.226 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.444 +2025-10-16 11:47:06,930 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.207 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.395 +2025-10-16 11:49:27,953 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.207 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.398 +2025-10-16 11:51:49,701 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.182 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.372 +2025-10-16 11:54:10,592 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.198 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.377 +2025-10-16 11:56:31,612 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.197 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.377 +2025-10-16 11:58:53,551 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.217 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.413 +2025-10-16 12:01:14,572 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.191 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.361 +2025-10-16 12:03:36,287 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.197 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.366 +2025-10-16 12:05:57,143 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.208 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.379 +2025-10-16 12:08:18,307 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.204 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.412 +2025-10-16 12:10:40,383 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.207 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.397 +2025-10-16 12:13:01,470 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.181 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.359 +2025-10-16 12:15:23,488 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.187 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.371 +2025-10-16 12:17:44,726 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.176 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.330 +2025-10-16 12:20:05,745 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.189 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.363 +2025-10-16 12:22:27,692 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.195 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.374 +2025-10-16 12:24:48,811 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.207 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.406 +2025-10-16 12:27:10,830 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.180 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.340 +2025-10-16 12:29:31,897 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.201 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.392 +2025-10-16 12:31:52,898 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.185 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.362 +2025-10-16 12:34:14,800 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.185 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.376 +2025-10-16 12:36:35,880 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.187 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.362 +2025-10-16 12:38:58,153 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.393 +2025-10-16 12:41:19,226 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.210 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.400 +2025-10-16 12:43:40,310 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.178 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.341 +2025-10-16 12:46:02,349 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.182 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.337 +2025-10-16 12:48:23,391 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.184 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.361 +2025-10-16 12:50:45,389 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.195 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.360 +2025-10-16 12:53:06,449 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.187 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.361 +2025-10-16 12:55:27,765 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.180 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.354 +2025-10-16 12:57:49,900 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.190 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.354 +2025-10-16 13:00:11,037 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.198 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.391 +2025-10-16 13:02:33,003 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.194 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.397 +2025-10-16 13:04:54,122 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.358 +2025-10-16 13:07:15,436 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.194 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.365 +2025-10-16 13:09:37,303 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.199 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.383 +2025-10-16 13:11:58,400 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.201 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.389 +2025-10-16 13:14:20,547 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.189 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.344 +2025-10-16 13:16:41,615 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.193 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.349 +2025-10-16 13:19:03,011 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.172 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.330 +2025-10-16 13:21:24,693 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.196 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.393 +2025-10-16 13:23:45,679 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.358 +2025-10-16 13:26:07,754 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.211 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.395 +2025-10-16 13:28:28,840 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.185 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.352 +2025-10-16 13:30:56,511 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.318 FPR: 55.744 AUROC: 88.559 AUPR: 49.832 AURC: 23.272 EAURC: 16.166 AUPR Succ.: 98.214 ECE: 2.021 NLL: 4.044 Brier: 17.230 +2025-10-16 13:33:09,715 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.412 FPR: 56.213 AUROC: 88.441 AUPR: 48.987 AURC: 23.153 EAURC: 16.163 AUPR Succ.: 98.216 ECE: 1.990 NLL: 4.033 Brier: 17.190 +2025-10-16 13:33:09,721 INFO EMA Model Accuracy improved from 88.39 to 88.41!!! +2025-10-16 13:33:11,042 INFO ####### --- Training Epoch 15 --- ####### +2025-10-16 13:36:43,071 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.188 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.349 +2025-10-16 13:39:03,452 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.173 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.323 +2025-10-16 13:41:24,141 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.199 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.390 +2025-10-16 13:43:45,854 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.187 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.354 +2025-10-16 13:46:06,767 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.203 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.389 +2025-10-16 13:48:28,805 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.217 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.411 +2025-10-16 13:50:49,893 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.382 +2025-10-16 13:53:10,984 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.401 +2025-10-16 13:55:32,854 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.175 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.349 +2025-10-16 13:57:53,876 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.190 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.366 +2025-10-16 14:00:16,129 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.192 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.360 +2025-10-16 14:02:37,048 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.211 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.412 +2025-10-16 14:04:58,014 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.184 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.349 +2025-10-16 14:07:19,966 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.363 +2025-10-16 14:09:40,927 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.203 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.385 +2025-10-16 14:12:02,874 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.196 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.388 +2025-10-16 14:14:23,782 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.200 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.398 +2025-10-16 14:16:44,913 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.176 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.337 +2025-10-16 14:19:07,221 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.178 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.355 +2025-10-16 14:21:28,333 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.168 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.340 +2025-10-16 14:23:50,449 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.182 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.340 +2025-10-16 14:26:11,569 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.188 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.363 +2025-10-16 14:28:32,667 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.199 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.390 +2025-10-16 14:30:54,911 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.342 +2025-10-16 14:33:15,924 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.194 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.394 +2025-10-16 14:35:38,133 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.179 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.360 +2025-10-16 14:37:59,328 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.181 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.355 +2025-10-16 14:40:20,344 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.181 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.339 +2025-10-16 14:42:42,453 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.195 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.373 +2025-10-16 14:45:03,540 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.205 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.383 +2025-10-16 14:47:25,834 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.328 +2025-10-16 14:49:46,980 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.344 +2025-10-16 14:52:08,262 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.181 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.348 +2025-10-16 14:54:30,217 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.190 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.357 +2025-10-16 14:56:51,283 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.363 +2025-10-16 14:59:13,488 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.335 +2025-10-16 15:01:34,518 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.346 +2025-10-16 15:03:56,059 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.193 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.373 +2025-10-16 15:06:17,742 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.190 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.356 +2025-10-16 15:08:38,907 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.337 +2025-10-16 15:11:01,030 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.349 +2025-10-16 15:13:22,258 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.194 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.356 +2025-10-16 15:15:44,567 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.197 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.372 +2025-10-16 15:18:05,855 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.183 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.344 +2025-10-16 15:20:27,108 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.185 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.344 +2025-10-16 15:22:49,336 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.165 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.311 +2025-10-16 15:25:10,498 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.191 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.380 +2025-10-16 15:27:32,913 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.332 +2025-10-16 15:29:53,951 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.206 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.389 +2025-10-16 15:32:15,022 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.178 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.320 +2025-10-16 15:34:45,338 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.352 FPR: 56.525 AUROC: 88.485 AUPR: 49.650 AURC: 23.286 EAURC: 16.222 AUPR Succ.: 98.209 ECE: 2.126 NLL: 4.051 Brier: 17.232 +2025-10-16 15:36:57,605 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.394 FPR: 56.247 AUROC: 88.460 AUPR: 49.416 AURC: 23.192 EAURC: 16.180 AUPR Succ.: 98.214 ECE: 2.056 NLL: 4.042 Brier: 17.200 +2025-10-16 15:36:57,612 INFO Original Model Accuracy improved from 88.35 to 88.35!!! +2025-10-16 15:36:59,066 INFO ####### --- Training Epoch 16 --- ####### +2025-10-16 15:40:31,319 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.339 +2025-10-16 15:42:52,019 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.168 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.309 +2025-10-16 15:45:14,156 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.195 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.397 +2025-10-16 15:47:35,333 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.182 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.339 +2025-10-16 15:49:56,664 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.197 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.374 +2025-10-16 15:52:18,992 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.212 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.388 +2025-10-16 15:54:40,258 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.196 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.383 +2025-10-16 15:57:02,732 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.195 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.368 +2025-10-16 15:59:24,042 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.171 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.353 +2025-10-16 16:01:45,308 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.364 +2025-10-16 16:04:07,872 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.189 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.338 +2025-10-16 16:06:29,093 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.206 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.400 +2025-10-16 16:08:51,453 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.178 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.318 +2025-10-16 16:11:12,751 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.187 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.351 +2025-10-16 16:13:33,990 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.196 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.369 +2025-10-16 16:15:56,339 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.191 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.385 +2025-10-16 16:18:17,555 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.193 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.379 +2025-10-16 16:20:39,715 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.171 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.313 +2025-10-16 16:23:00,808 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.324 +2025-10-16 16:25:22,098 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.163 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.298 +2025-10-16 16:27:44,604 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.179 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.344 +2025-10-16 16:30:05,766 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.185 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.346 +2025-10-16 16:32:28,548 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.385 +2025-10-16 16:34:49,760 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.170 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.346 +2025-10-16 16:37:11,311 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.192 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.368 +2025-10-16 16:39:33,395 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.175 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.341 +2025-10-16 16:41:54,452 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.178 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.339 +2025-10-16 16:44:16,775 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.340 +2025-10-16 16:46:38,095 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.191 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.357 +2025-10-16 16:49:00,066 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.199 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.371 +2025-10-16 16:51:21,591 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.169 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.314 +2025-10-16 16:53:42,792 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.173 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.331 +2025-10-16 16:56:05,121 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.178 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.335 +2025-10-16 16:58:26,338 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.188 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.351 +2025-10-16 17:00:48,900 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.177 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.355 +2025-10-16 17:03:10,104 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.171 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.332 +2025-10-16 17:05:31,350 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.330 +2025-10-16 17:07:53,730 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.188 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.369 +2025-10-16 17:10:15,014 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.189 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.354 +2025-10-16 17:12:37,630 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.173 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.329 +2025-10-16 17:14:59,021 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.183 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.335 +2025-10-16 17:17:20,314 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.353 +2025-10-16 17:19:42,656 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.192 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.357 +2025-10-16 17:22:03,802 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.181 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 1.320 +2025-10-16 17:24:26,274 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.184 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 1.334 +2025-10-16 17:26:47,416 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.162 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.309 +2025-10-16 17:29:08,480 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.186 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.371 +2025-10-16 17:31:31,007 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.178 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.317 +2025-10-16 17:33:52,020 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.202 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.371 +2025-10-16 17:36:14,267 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.316 +2025-10-16 17:38:42,542 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.350 FPR: 56.069 AUROC: 88.514 AUPR: 49.949 AURC: 23.242 EAURC: 16.176 AUPR Succ.: 98.214 ECE: 2.130 NLL: 4.053 Brier: 17.230 +2025-10-16 17:40:55,191 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.392 FPR: 56.151 AUROC: 88.457 AUPR: 49.537 AURC: 23.210 EAURC: 16.196 AUPR Succ.: 98.212 ECE: 2.117 NLL: 4.049 Brier: 17.210 +2025-10-16 17:40:55,198 INFO ####### --- Training Epoch 17 --- ####### +2025-10-16 17:44:25,740 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.348 +2025-10-16 17:46:46,149 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.305 +2025-10-16 17:49:07,850 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.190 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.378 +2025-10-16 17:51:28,864 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.181 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.340 +2025-10-16 17:53:51,185 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.379 +2025-10-16 17:56:12,340 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.209 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.392 +2025-10-16 17:58:33,450 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.190 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.356 +2025-10-16 18:00:55,565 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.191 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.355 +2025-10-16 18:03:16,671 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.167 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.329 +2025-10-16 18:05:38,806 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.180 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.332 +2025-10-16 18:08:00,032 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.185 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.323 +2025-10-16 18:10:21,378 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.200 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.393 +2025-10-16 18:12:43,552 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.325 +2025-10-16 18:15:04,563 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.351 +2025-10-16 18:17:26,411 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.362 +2025-10-16 18:19:47,443 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.187 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.365 +2025-10-16 18:22:08,516 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.190 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.370 +2025-10-16 18:24:30,482 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.167 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.315 +2025-10-16 18:26:51,471 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.318 +2025-10-16 18:29:13,476 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.162 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 1.304 +2025-10-16 18:31:34,427 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.176 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.320 +2025-10-16 18:33:56,201 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.339 +2025-10-16 18:36:17,681 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.373 +2025-10-16 18:38:38,909 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.165 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.319 +2025-10-16 18:41:01,287 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.186 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.360 +2025-10-16 18:43:22,490 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.171 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.322 +2025-10-16 18:45:44,543 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.175 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.340 +2025-10-16 18:48:05,785 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.338 +2025-10-16 18:50:27,065 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.189 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.366 +2025-10-16 18:52:49,548 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.360 +2025-10-16 18:55:10,703 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.165 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.311 +2025-10-16 18:57:33,036 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.170 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.313 +2025-10-16 18:59:54,257 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.172 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.340 +2025-10-16 19:02:15,581 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.184 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.331 +2025-10-16 19:04:37,795 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.175 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.338 +2025-10-16 19:06:59,028 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.166 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.323 +2025-10-16 19:09:21,373 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.326 +2025-10-16 19:11:42,580 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.334 +2025-10-16 19:14:03,874 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.184 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.355 +2025-10-16 19:16:26,102 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.172 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.308 +2025-10-16 19:18:47,456 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.328 +2025-10-16 19:21:09,851 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.356 +2025-10-16 19:23:30,989 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.347 +2025-10-16 19:25:52,228 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.312 +2025-10-16 19:28:14,505 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.181 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.336 +2025-10-16 19:30:35,925 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.157 Mixup Loss: 1.121 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.279 +2025-10-16 19:32:58,167 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.183 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.351 +2025-10-16 19:35:19,375 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.175 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.319 +2025-10-16 19:37:40,549 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.199 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.377 +2025-10-16 19:40:02,892 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.311 +2025-10-16 19:42:30,750 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.358 FPR: 56.279 AUROC: 88.481 AUPR: 49.850 AURC: 23.285 EAURC: 16.228 AUPR Succ.: 98.208 ECE: 2.194 NLL: 4.061 Brier: 17.245 +2025-10-16 19:44:45,302 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.372 FPR: 56.123 AUROC: 88.481 AUPR: 49.771 AURC: 23.238 EAURC: 16.199 AUPR Succ.: 98.211 ECE: 2.178 NLL: 4.056 Brier: 17.224 +2025-10-16 19:44:45,308 INFO Original Model Accuracy improved from 88.35 to 88.36!!! +2025-10-16 19:44:46,552 INFO ####### --- Training Epoch 18 --- ####### +2025-10-16 19:48:15,169 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.317 +2025-10-16 19:50:36,684 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.162 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.301 +2025-10-16 19:52:57,730 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.187 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.368 +2025-10-16 19:55:18,864 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.178 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.324 +2025-10-16 19:57:40,819 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.368 +2025-10-16 20:00:01,942 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.205 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.387 +2025-10-16 20:02:24,095 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.190 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.360 +2025-10-16 20:04:45,347 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.353 +2025-10-16 20:07:06,983 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.164 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.320 +2025-10-16 20:09:28,805 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.180 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 1.328 +2025-10-16 20:11:49,962 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.181 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.328 +2025-10-16 20:14:12,570 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.392 +2025-10-16 20:16:33,822 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.173 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.311 +2025-10-16 20:18:55,913 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.178 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.336 +2025-10-16 20:21:17,238 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.191 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.367 +2025-10-16 20:23:38,410 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.185 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.342 +2025-10-16 20:26:00,650 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.187 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.352 +2025-10-16 20:28:21,907 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.162 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.325 +2025-10-16 20:30:44,064 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.168 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.319 +2025-10-16 20:33:05,524 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.159 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.299 +2025-10-16 20:35:26,718 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.175 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.332 +2025-10-16 20:37:48,729 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.178 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.349 +2025-10-16 20:40:10,034 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.187 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.378 +2025-10-16 20:42:32,418 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.311 +2025-10-16 20:44:53,544 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.183 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.375 +2025-10-16 20:47:14,771 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.167 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.317 +2025-10-16 20:49:36,995 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.171 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.323 +2025-10-16 20:51:58,242 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.169 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.324 +2025-10-16 20:54:20,322 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.352 +2025-10-16 20:56:41,527 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.196 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.357 +2025-10-16 20:59:02,771 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.164 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.301 +2025-10-16 21:01:24,716 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.166 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.318 +2025-10-16 21:03:45,833 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.169 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.323 +2025-10-16 21:06:07,860 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.181 Mixup Loss: 1.126 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.307 +2025-10-16 21:08:29,102 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.171 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.339 +2025-10-16 21:10:50,378 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.166 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.325 +2025-10-16 21:13:12,724 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.125 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.299 +2025-10-16 21:15:34,007 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.185 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.346 +2025-10-16 21:17:56,242 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.339 +2025-10-16 21:20:17,482 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.311 +2025-10-16 21:22:38,626 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.177 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.342 +2025-10-16 21:25:01,058 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.337 +2025-10-16 21:27:22,327 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.186 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.341 +2025-10-16 21:29:44,619 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.174 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.329 +2025-10-16 21:32:05,733 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.177 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.313 +2025-10-16 21:34:26,839 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.153 Mixup Loss: 1.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.282 +2025-10-16 21:36:49,019 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.179 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.347 +2025-10-16 21:39:10,220 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.173 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.319 +2025-10-16 21:41:32,837 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.196 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.375 +2025-10-16 21:43:54,045 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.170 Mixup Loss: 1.125 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.295 +2025-10-16 21:46:21,540 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.372 FPR: 56.725 AUROC: 88.441 AUPR: 49.550 AURC: 23.299 EAURC: 16.260 AUPR Succ.: 98.205 ECE: 2.228 NLL: 4.067 Brier: 17.255 +2025-10-16 21:48:32,024 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.364 FPR: 56.119 AUROC: 88.474 AUPR: 49.743 AURC: 23.273 EAURC: 16.224 AUPR Succ.: 98.209 ECE: 2.236 NLL: 4.063 Brier: 17.240 +2025-10-16 21:48:32,030 INFO Original Model Accuracy improved from 88.36 to 88.37!!! +2025-10-16 21:48:33,456 INFO ####### --- Training Epoch 19 --- ####### +2025-10-16 21:52:04,688 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.172 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.324 +2025-10-16 21:54:25,507 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.160 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.310 +2025-10-16 21:56:46,177 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.367 +2025-10-16 21:59:08,426 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.174 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.316 +2025-10-16 22:01:29,339 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.351 +2025-10-16 22:03:51,450 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.203 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.376 +2025-10-16 22:06:12,619 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.186 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.363 +2025-10-16 22:08:33,606 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.186 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.338 +2025-10-16 22:10:55,672 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.163 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.337 +2025-10-16 22:13:16,686 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.179 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.322 +2025-10-16 22:15:38,738 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.179 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.331 +2025-10-16 22:18:00,106 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.195 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.378 +2025-10-16 22:20:21,296 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.170 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.314 +2025-10-16 22:22:43,416 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.176 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.320 +2025-10-16 22:25:04,445 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.342 +2025-10-16 22:27:26,530 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.334 +2025-10-16 22:29:47,623 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.186 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.342 +2025-10-16 22:32:08,521 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.164 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.307 +2025-10-16 22:34:30,649 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.168 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.311 +2025-10-16 22:36:51,616 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.156 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.305 +2025-10-16 22:39:13,445 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.171 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.306 +2025-10-16 22:41:34,599 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.176 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.337 +2025-10-16 22:43:55,580 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.368 +2025-10-16 22:46:17,899 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.318 +2025-10-16 22:48:38,902 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.181 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.354 +2025-10-16 22:51:00,665 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.166 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.312 +2025-10-16 22:53:21,770 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.169 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.320 +2025-10-16 22:55:42,744 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.168 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.315 +2025-10-16 22:58:04,927 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.186 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.333 +2025-10-16 23:00:25,929 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.362 +2025-10-16 23:02:48,035 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.162 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.299 +2025-10-16 23:05:09,194 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.307 +2025-10-16 23:07:30,165 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.170 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.332 +2025-10-16 23:09:52,161 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.331 +2025-10-16 23:12:13,254 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.170 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.319 +2025-10-16 23:14:35,666 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.162 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.315 +2025-10-16 23:16:56,842 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.175 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.310 +2025-10-16 23:19:17,956 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.347 +2025-10-16 23:21:39,958 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.181 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.356 +2025-10-16 23:24:01,002 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.166 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.306 +2025-10-16 23:26:23,650 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.176 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.326 +2025-10-16 23:28:45,036 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.344 +2025-10-16 23:31:06,520 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.187 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.355 +2025-10-16 23:33:28,889 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.172 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.318 +2025-10-16 23:35:50,257 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.176 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.315 +2025-10-16 23:38:12,807 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.154 Mixup Loss: 1.121 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.275 +2025-10-16 23:40:34,167 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.179 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.354 +2025-10-16 23:42:56,042 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.316 +2025-10-16 23:45:17,956 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.355 +2025-10-16 23:47:39,200 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.303 +2025-10-16 23:50:06,718 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.348 FPR: 56.402 AUROC: 88.475 AUPR: 49.675 AURC: 23.320 EAURC: 16.251 AUPR Succ.: 98.205 ECE: 2.288 NLL: 4.070 Brier: 17.259 +2025-10-16 23:52:18,423 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.370 FPR: 56.337 AUROC: 88.452 AUPR: 49.641 AURC: 23.292 EAURC: 16.251 AUPR Succ.: 98.206 ECE: 2.248 NLL: 4.068 Brier: 17.248 +2025-10-16 23:52:18,431 INFO ####### --- Training Epoch 20 --- ####### +2025-10-16 23:55:49,721 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.309 +2025-10-16 23:58:10,285 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 1.132 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 1.290 +2025-10-17 00:00:32,081 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.183 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.351 +2025-10-17 00:02:53,328 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.173 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.318 +2025-10-17 00:05:14,460 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.185 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.360 +2025-10-17 00:07:36,811 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.200 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.380 +2025-10-17 00:09:58,023 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.184 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.354 +2025-10-17 00:12:20,078 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.350 +2025-10-17 00:14:41,506 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.161 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.303 +2025-10-17 00:17:02,945 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.176 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.327 +2025-10-17 00:19:25,365 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.178 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.316 +2025-10-17 00:21:46,445 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.194 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.384 +2025-10-17 00:24:08,281 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.168 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.299 +2025-10-17 00:26:29,610 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.175 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.327 +2025-10-17 00:28:50,652 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.352 +2025-10-17 00:31:12,679 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.340 +2025-10-17 00:33:33,767 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.185 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.333 +2025-10-17 00:35:55,831 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.162 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.306 +2025-10-17 00:38:17,132 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.166 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.324 +2025-10-17 00:40:38,251 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.156 Mixup Loss: 1.117 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.272 +2025-10-17 00:43:00,291 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.172 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.323 +2025-10-17 00:45:21,564 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.177 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.330 +2025-10-17 00:47:43,735 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.187 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.356 +2025-10-17 00:50:05,125 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.306 +2025-10-17 00:52:26,317 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.182 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.338 +2025-10-17 00:54:48,329 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.165 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.314 +2025-10-17 00:57:09,591 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.170 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.332 +2025-10-17 00:59:31,717 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.166 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.314 +2025-10-17 01:01:53,152 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.337 +2025-10-17 01:04:14,442 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.191 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.357 +2025-10-17 01:06:36,643 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.161 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.303 +2025-10-17 01:08:57,731 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.164 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.302 +2025-10-17 01:11:19,417 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.169 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.329 +2025-10-17 01:13:40,626 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.181 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.330 +2025-10-17 01:16:02,080 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.170 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.324 +2025-10-17 01:18:24,155 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.162 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.299 +2025-10-17 01:20:45,352 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.304 +2025-10-17 01:23:07,393 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.181 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.337 +2025-10-17 01:25:28,801 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.352 +2025-10-17 01:27:50,881 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.166 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.318 +2025-10-17 01:30:12,384 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.318 +2025-10-17 01:32:33,710 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.337 +2025-10-17 01:34:56,023 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.186 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.339 +2025-10-17 01:37:17,201 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.313 +2025-10-17 01:39:39,185 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.130 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.305 +2025-10-17 01:42:00,439 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.154 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.289 +2025-10-17 01:44:21,606 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.178 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.335 +2025-10-17 01:46:44,011 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 1.313 +2025-10-17 01:49:05,262 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.196 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.361 +2025-10-17 01:51:27,287 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.169 Mixup Loss: 1.116 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.286 +2025-10-17 01:53:57,458 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.338 FPR: 56.080 AUROC: 88.488 AUPR: 49.948 AURC: 23.333 EAURC: 16.252 AUPR Succ.: 98.205 ECE: 2.306 NLL: 4.074 Brier: 17.262 +2025-10-17 01:56:09,506 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.352 FPR: 56.147 AUROC: 88.474 AUPR: 49.812 AURC: 23.312 EAURC: 16.248 AUPR Succ.: 98.206 ECE: 2.288 NLL: 4.070 Brier: 17.254 +2025-10-17 01:56:09,514 INFO ####### --- Training Epoch 21 --- ####### +2025-10-17 01:59:38,730 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.171 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.312 +2025-10-17 02:01:59,307 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.158 Mixup Loss: 1.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.291 +2025-10-17 02:04:21,186 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.182 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.365 +2025-10-17 02:06:42,217 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.174 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.322 +2025-10-17 02:09:04,472 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.188 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.352 +2025-10-17 02:11:25,689 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.201 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.380 +2025-10-17 02:13:46,699 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.184 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.357 +2025-10-17 02:16:09,022 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.337 +2025-10-17 02:18:29,978 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.161 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.298 +2025-10-17 02:20:52,049 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.335 +2025-10-17 02:23:13,350 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.178 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.334 +2025-10-17 02:25:34,639 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.194 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.377 +2025-10-17 02:27:57,101 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.126 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.295 +2025-10-17 02:30:18,160 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.177 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.322 +2025-10-17 02:32:40,188 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.186 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.335 +2025-10-17 02:35:01,430 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.180 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.348 +2025-10-17 02:37:22,686 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.185 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.355 +2025-10-17 02:39:45,118 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.161 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.311 +2025-10-17 02:42:06,302 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.165 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.303 +2025-10-17 02:44:28,865 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.154 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.293 +2025-10-17 02:46:50,124 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.170 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.304 +2025-10-17 02:49:11,453 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.175 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.345 +2025-10-17 02:51:33,894 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.186 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.359 +2025-10-17 02:53:55,218 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.163 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.307 +2025-10-17 02:56:18,102 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.182 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.360 +2025-10-17 02:58:39,532 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.165 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.312 +2025-10-17 03:01:01,210 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.170 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.312 +2025-10-17 03:03:23,237 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.166 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.297 +2025-10-17 03:05:44,707 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.351 +2025-10-17 03:08:07,222 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.189 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.349 +2025-10-17 03:10:28,458 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.161 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.295 +2025-10-17 03:12:50,680 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.166 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.305 +2025-10-17 03:15:12,309 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.168 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.333 +2025-10-17 03:17:33,645 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.180 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.333 +2025-10-17 03:19:56,170 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.170 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.328 +2025-10-17 03:22:17,351 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.163 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.308 +2025-10-17 03:24:39,797 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.175 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.316 +2025-10-17 03:27:01,140 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.347 +2025-10-17 03:29:22,313 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.180 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.348 +2025-10-17 03:31:44,430 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.305 +2025-10-17 03:34:05,606 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.137 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.312 +2025-10-17 03:36:27,843 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.181 Mixup Loss: 1.141 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.322 +2025-10-17 03:38:49,272 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.186 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.338 +2025-10-17 03:41:10,453 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.170 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.304 +2025-10-17 03:43:32,849 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.312 +2025-10-17 03:45:53,964 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.156 Mixup Loss: 1.126 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.282 +2025-10-17 03:48:16,078 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.178 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.345 +2025-10-17 03:50:37,473 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.171 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.321 +2025-10-17 03:52:58,722 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.195 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.351 +2025-10-17 03:55:21,456 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.167 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.298 +2025-10-17 03:57:53,864 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.340 FPR: 56.106 AUROC: 88.484 AUPR: 49.939 AURC: 23.335 EAURC: 16.256 AUPR Succ.: 98.204 ECE: 2.307 NLL: 4.074 Brier: 17.262 +2025-10-17 04:00:07,162 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.350 FPR: 56.172 AUROC: 88.477 AUPR: 49.893 AURC: 23.316 EAURC: 16.250 AUPR Succ.: 98.205 ECE: 2.290 NLL: 4.072 Brier: 17.256 diff --git a/SURE_1e-5/imagenet1k_dinov3_l16_ce_fmfp-mixup_1.0-crl_1.0-pixmix_0.0-cutmix_0.0_usecos_True_act_relu/best_acc_net_ema_1.pth b/SURE_1e-5/imagenet1k_dinov3_l16_ce_fmfp-mixup_1.0-crl_1.0-pixmix_0.0-cutmix_0.0_usecos_True_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..6002c37a49b6f04908d5542b785d6b23d6e5a77e --- /dev/null +++ b/SURE_1e-5/imagenet1k_dinov3_l16_ce_fmfp-mixup_1.0-crl_1.0-pixmix_0.0-cutmix_0.0_usecos_True_act_relu/best_acc_net_ema_1.pth @@ -0,0 +1,3 @@ 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"/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": true, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-08 11:12:16,885 INFO #################################################################################################### +1 / 1 Running +2025-10-08 11:12:28,852 INFO ####### --- Training Epoch 1 --- ####### +2025-10-08 11:14:38,786 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.344 CLS Loss: 8.600 Mixup Loss: 8.681 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 8.613 Tot. Loss: 17.280 +2025-10-08 11:15:25,767 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 8.070 Mixup Loss: 8.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 8.120 Tot. Loss: 16.448 +2025-10-08 11:16:12,753 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.875 CLS Loss: 7.667 Mixup Loss: 8.116 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 7.761 Tot. Loss: 15.783 +2025-10-08 11:16:59,757 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.656 CLS Loss: 7.155 Mixup Loss: 7.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 7.219 Tot. Loss: 14.948 +2025-10-08 11:17:46,804 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.125 CLS Loss: 6.698 Mixup Loss: 7.535 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.858 Tot. Loss: 14.233 +2025-10-08 11:18:33,976 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.500 CLS Loss: 6.190 Mixup Loss: 7.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.343 Tot. Loss: 13.407 +2025-10-08 11:19:21,128 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.781 CLS Loss: 5.776 Mixup Loss: 6.987 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.964 Tot. Loss: 12.763 +2025-10-08 11:20:08,393 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.219 CLS Loss: 5.418 Mixup Loss: 6.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.653 Tot. Loss: 12.114 +2025-10-08 11:20:55,674 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.438 CLS Loss: 4.943 Mixup Loss: 6.504 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.177 Tot. Loss: 11.447 +2025-10-08 11:21:42,836 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.938 CLS Loss: 4.552 Mixup Loss: 6.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.747 Tot. Loss: 10.764 +2025-10-08 11:22:30,030 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 30.719 CLS Loss: 4.104 Mixup Loss: 5.980 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.372 Tot. Loss: 10.084 +2025-10-08 11:23:17,320 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 35.406 CLS Loss: 3.769 Mixup Loss: 5.713 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.097 Tot. Loss: 9.483 +2025-10-08 11:24:04,621 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.344 CLS Loss: 3.536 Mixup Loss: 5.609 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.844 Tot. Loss: 9.145 +2025-10-08 11:24:51,914 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 46.906 CLS Loss: 3.136 Mixup Loss: 5.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.453 Tot. Loss: 8.541 +2025-10-08 11:25:39,334 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 51.125 CLS Loss: 2.928 Mixup Loss: 5.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.318 Tot. Loss: 8.227 +2025-10-08 11:26:26,601 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.938 CLS Loss: 2.708 Mixup Loss: 5.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.064 Tot. Loss: 7.852 +2025-10-08 11:27:13,891 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.094 CLS Loss: 2.504 Mixup Loss: 5.006 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.846 Tot. Loss: 7.511 +2025-10-08 11:28:01,195 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.531 CLS Loss: 2.322 Mixup Loss: 4.971 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.717 Tot. Loss: 7.292 +2025-10-08 11:28:48,443 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.781 CLS Loss: 2.181 Mixup Loss: 4.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.537 Tot. Loss: 6.993 +2025-10-08 11:29:35,771 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 65.969 CLS Loss: 2.023 Mixup Loss: 4.780 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.408 Tot. Loss: 6.803 +2025-10-08 11:30:23,174 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.125 CLS Loss: 1.962 Mixup Loss: 4.709 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.380 Tot. Loss: 6.671 +2025-10-08 11:31:10,525 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 68.781 CLS Loss: 1.810 Mixup Loss: 4.575 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.222 Tot. Loss: 6.385 +2025-10-08 11:31:57,873 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.375 CLS Loss: 1.747 Mixup Loss: 4.553 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.131 Tot. Loss: 6.299 +2025-10-08 11:32:45,211 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.281 CLS Loss: 1.644 Mixup Loss: 4.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.055 Tot. Loss: 6.155 +2025-10-08 11:33:32,630 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 70.844 CLS Loss: 1.593 Mixup Loss: 4.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.004 Tot. Loss: 6.065 +2025-10-08 11:34:20,033 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.219 CLS Loss: 1.561 Mixup Loss: 4.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.934 Tot. Loss: 6.048 +2025-10-08 11:35:07,324 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 73.438 CLS Loss: 1.476 Mixup Loss: 4.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.898 Tot. Loss: 5.880 +2025-10-08 11:35:54,582 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.844 CLS Loss: 1.390 Mixup Loss: 4.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.737 Tot. Loss: 5.820 +2025-10-08 11:36:41,846 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.094 CLS Loss: 1.413 Mixup Loss: 4.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.779 Tot. Loss: 5.804 +2025-10-08 11:37:29,192 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.625 CLS Loss: 1.365 Mixup Loss: 4.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.715 Tot. Loss: 5.729 +2025-10-08 11:38:16,494 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.469 CLS Loss: 1.224 Mixup Loss: 4.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.625 Tot. Loss: 5.458 +2025-10-08 11:39:03,767 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.719 CLS Loss: 1.231 Mixup Loss: 4.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.647 Tot. Loss: 5.531 +2025-10-08 11:39:51,058 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.000 CLS Loss: 1.212 Mixup Loss: 4.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.582 Tot. Loss: 5.469 +2025-10-08 11:40:38,389 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.812 CLS Loss: 1.188 Mixup Loss: 4.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.537 Tot. Loss: 5.471 +2025-10-08 11:41:25,742 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.812 CLS Loss: 1.235 Mixup Loss: 4.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.584 Tot. Loss: 5.531 +2025-10-08 11:42:13,102 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.531 CLS Loss: 1.113 Mixup Loss: 4.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.512 Tot. Loss: 5.325 +2025-10-08 11:43:00,445 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.656 CLS Loss: 1.109 Mixup Loss: 4.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.491 Tot. Loss: 5.282 +2025-10-08 11:43:47,882 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 78.531 CLS Loss: 1.121 Mixup Loss: 4.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.465 Tot. Loss: 5.337 +2025-10-08 11:44:35,231 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.844 CLS Loss: 1.105 Mixup Loss: 4.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.504 Tot. Loss: 5.233 +2025-10-08 11:45:22,625 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.094 CLS Loss: 1.122 Mixup Loss: 4.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.550 Tot. Loss: 5.385 +2025-10-08 11:46:10,018 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.406 CLS Loss: 1.057 Mixup Loss: 4.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.414 Tot. Loss: 5.219 +2025-10-08 11:46:57,438 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.594 CLS Loss: 1.012 Mixup Loss: 4.123 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.363 Tot. Loss: 5.135 +2025-10-08 11:47:44,774 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 1.020 Mixup Loss: 4.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.370 Tot. Loss: 5.158 +2025-10-08 11:48:32,171 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.844 CLS Loss: 0.999 Mixup Loss: 4.040 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.378 Tot. Loss: 5.039 +2025-10-08 11:49:19,476 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.344 CLS Loss: 0.985 Mixup Loss: 4.086 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 5.071 +2025-10-08 11:50:06,847 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.531 CLS Loss: 0.991 Mixup Loss: 4.094 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.368 Tot. Loss: 5.086 +2025-10-08 11:50:54,181 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 0.999 Mixup Loss: 4.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.362 Tot. Loss: 5.144 +2025-10-08 11:51:41,603 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.062 CLS Loss: 0.933 Mixup Loss: 4.074 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 5.007 +2025-10-08 11:52:28,993 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.562 CLS Loss: 0.945 Mixup Loss: 4.030 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 4.975 +2025-10-08 11:53:16,218 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.750 CLS Loss: 0.910 Mixup Loss: 4.109 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 5.018 +2025-10-08 11:56:37,282 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.822 FPR: 59.430 AUROC: 84.735 AUPR: 62.336 AURC: 67.217 EAURC: 43.016 AUPR Succ.: 94.784 ECE: 6.377 NLL: 10.572 Brier: 31.759 +2025-10-08 11:58:47,259 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-08 11:58:47,265 INFO Original Model Accuracy improved from 0.00 to 78.82!!! +2025-10-08 11:58:48,385 INFO EMA Model Accuracy improved from 0.00 to 0.12!!! +2025-10-08 11:58:50,338 INFO ####### --- Training Epoch 2 --- ####### +2025-10-08 12:02:40,603 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 82.125 CLS Loss: 0.821 Mixup Loss: 3.569 CRL Loss: 0.006 CutMix Loss: 0.000 PixMix Loss: 1.193 Tot. Loss: 4.396 +2025-10-08 12:05:03,917 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 84.219 CLS Loss: 0.721 Mixup Loss: 3.245 CRL Loss: 0.009 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 3.974 +2025-10-08 12:07:27,746 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 83.156 CLS Loss: 0.712 Mixup Loss: 3.090 CRL Loss: 0.015 CutMix Loss: 0.000 PixMix Loss: 1.106 Tot. Loss: 3.817 +2025-10-08 12:09:51,783 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 84.719 CLS Loss: 0.658 Mixup Loss: 2.954 CRL Loss: 0.029 CutMix Loss: 0.000 PixMix Loss: 1.044 Tot. Loss: 3.641 +2025-10-08 12:12:15,603 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 84.625 CLS Loss: 0.642 Mixup Loss: 2.909 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.063 Tot. Loss: 3.603 +2025-10-08 12:14:39,510 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 84.250 CLS Loss: 0.652 Mixup Loss: 2.806 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 1.034 Tot. Loss: 3.549 +2025-10-08 12:17:03,778 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 85.094 CLS Loss: 0.598 Mixup Loss: 2.764 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.989 Tot. Loss: 3.508 +2025-10-08 12:19:27,523 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 85.969 CLS Loss: 0.574 Mixup Loss: 2.672 CRL Loss: 0.188 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 3.433 +2025-10-08 12:21:51,153 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.552 Mixup Loss: 2.636 CRL Loss: 0.252 CutMix Loss: 0.000 PixMix Loss: 0.953 Tot. Loss: 3.440 +2025-10-08 12:24:14,936 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.557 Mixup Loss: 2.538 CRL Loss: 0.320 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 3.415 +2025-10-08 12:26:39,467 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.549 Mixup Loss: 2.546 CRL Loss: 0.377 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 3.472 +2025-10-08 12:29:03,519 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 85.156 CLS Loss: 0.590 Mixup Loss: 2.569 CRL Loss: 0.390 CutMix Loss: 0.000 PixMix Loss: 1.004 Tot. Loss: 3.549 +2025-10-08 12:31:27,569 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 86.031 CLS Loss: 0.532 Mixup Loss: 2.449 CRL Loss: 0.404 CutMix Loss: 0.000 PixMix Loss: 0.987 Tot. Loss: 3.385 +2025-10-08 12:33:51,428 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.519 Mixup Loss: 2.425 CRL Loss: 0.424 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 3.368 +2025-10-08 12:36:15,897 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.532 Mixup Loss: 2.478 CRL Loss: 0.419 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 3.429 +2025-10-08 12:38:39,881 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.553 Mixup Loss: 2.423 CRL Loss: 0.409 CutMix Loss: 0.000 PixMix Loss: 0.980 Tot. Loss: 3.384 +2025-10-08 12:41:03,931 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.540 Mixup Loss: 2.385 CRL Loss: 0.410 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 3.335 +2025-10-08 12:43:28,025 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.471 Mixup Loss: 2.312 CRL Loss: 0.391 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 3.175 +2025-10-08 12:45:52,762 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.515 Mixup Loss: 2.312 CRL Loss: 0.357 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 3.184 +2025-10-08 12:48:16,845 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 87.062 CLS Loss: 0.492 Mixup Loss: 2.328 CRL Loss: 0.348 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 3.168 +2025-10-08 12:50:40,862 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.493 Mixup Loss: 2.298 CRL Loss: 0.345 CutMix Loss: 0.000 PixMix Loss: 0.967 Tot. Loss: 3.136 +2025-10-08 12:53:05,531 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.482 Mixup Loss: 2.297 CRL Loss: 0.342 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 3.121 +2025-10-08 12:55:29,481 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.532 Mixup Loss: 2.268 CRL Loss: 0.321 CutMix Loss: 0.000 PixMix Loss: 0.991 Tot. Loss: 3.121 +2025-10-08 12:57:53,521 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.475 Mixup Loss: 2.253 CRL Loss: 0.323 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 3.051 +2025-10-08 13:00:17,567 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.281 CLS Loss: 0.528 Mixup Loss: 2.291 CRL Loss: 0.317 CutMix Loss: 0.000 PixMix Loss: 0.972 Tot. Loss: 3.135 +2025-10-08 13:02:42,142 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.501 Mixup Loss: 2.236 CRL Loss: 0.306 CutMix Loss: 0.000 PixMix Loss: 0.959 Tot. Loss: 3.043 +2025-10-08 13:05:06,161 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.451 Mixup Loss: 2.186 CRL Loss: 0.273 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 2.911 +2025-10-08 13:07:30,243 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.457 Mixup Loss: 2.179 CRL Loss: 0.294 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.930 +2025-10-08 13:09:54,271 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.487 Mixup Loss: 2.176 CRL Loss: 0.299 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.962 +2025-10-08 13:12:18,780 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.490 Mixup Loss: 2.153 CRL Loss: 0.290 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.933 +2025-10-08 13:14:42,577 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.444 Mixup Loss: 2.106 CRL Loss: 0.265 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.816 +2025-10-08 13:17:06,772 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.460 Mixup Loss: 2.159 CRL Loss: 0.268 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.886 +2025-10-08 13:19:30,735 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.474 Mixup Loss: 2.170 CRL Loss: 0.258 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.902 +2025-10-08 13:21:55,495 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.456 Mixup Loss: 2.067 CRL Loss: 0.260 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.784 +2025-10-08 13:24:19,689 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.490 Mixup Loss: 2.123 CRL Loss: 0.266 CutMix Loss: 0.000 PixMix Loss: 0.962 Tot. Loss: 2.879 +2025-10-08 13:26:44,123 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.439 Mixup Loss: 2.119 CRL Loss: 0.250 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.808 +2025-10-08 13:29:08,910 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.456 Mixup Loss: 2.027 CRL Loss: 0.256 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.740 +2025-10-08 13:31:32,553 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.460 Mixup Loss: 2.079 CRL Loss: 0.257 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.796 +2025-10-08 13:33:56,536 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.456 Mixup Loss: 2.069 CRL Loss: 0.242 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 2.767 +2025-10-08 13:36:20,643 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.467 Mixup Loss: 2.059 CRL Loss: 0.247 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 2.772 +2025-10-08 13:38:45,374 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.454 Mixup Loss: 2.027 CRL Loss: 0.243 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.725 +2025-10-08 13:41:09,678 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.442 Mixup Loss: 2.012 CRL Loss: 0.232 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.686 +2025-10-08 13:43:33,785 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.462 Mixup Loss: 1.989 CRL Loss: 0.237 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.688 +2025-10-08 13:45:57,870 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.455 Mixup Loss: 1.996 CRL Loss: 0.239 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.690 +2025-10-08 13:48:22,677 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.447 Mixup Loss: 2.027 CRL Loss: 0.229 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.703 +2025-10-08 13:50:46,795 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.410 Mixup Loss: 1.997 CRL Loss: 0.229 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 2.635 +2025-10-08 13:53:10,880 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.451 Mixup Loss: 1.983 CRL Loss: 0.245 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.679 +2025-10-08 13:55:34,668 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.417 Mixup Loss: 1.949 CRL Loss: 0.221 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 2.586 +2025-10-08 13:57:58,969 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.456 Mixup Loss: 1.969 CRL Loss: 0.221 CutMix Loss: 0.000 PixMix Loss: 0.975 Tot. Loss: 2.647 +2025-10-08 14:00:22,560 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.416 Mixup Loss: 1.946 CRL Loss: 0.207 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.569 +2025-10-08 14:02:50,075 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.190 FPR: 58.103 AUROC: 87.440 AUPR: 52.518 AURC: 31.404 EAURC: 21.396 AUPR Succ.: 97.590 ECE: 2.567 NLL: 5.152 Brier: 20.435 +2025-10-08 14:05:02,834 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-08 14:05:02,841 INFO Original Model Accuracy improved from 78.82 to 86.19!!! +2025-10-08 14:05:04,122 INFO ####### --- Training Epoch 3 --- ####### +2025-10-08 14:08:35,987 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.414 Mixup Loss: 1.922 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.414 +2025-10-08 14:10:59,839 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.392 Mixup Loss: 1.930 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 2.393 +2025-10-08 14:13:23,838 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.430 Mixup Loss: 1.999 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.504 +2025-10-08 14:15:47,491 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.412 Mixup Loss: 1.914 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.399 +2025-10-08 14:18:11,482 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.418 Mixup Loss: 1.969 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.475 +2025-10-08 14:20:36,094 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.450 Mixup Loss: 1.928 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.482 +2025-10-08 14:22:59,938 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.414 Mixup Loss: 1.930 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.474 +2025-10-08 14:25:23,903 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.403 Mixup Loss: 1.894 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.448 +2025-10-08 14:27:47,929 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.384 Mixup Loss: 1.867 CRL Loss: 0.185 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.437 +2025-10-08 14:30:12,340 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.401 Mixup Loss: 1.859 CRL Loss: 0.214 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 2.473 +2025-10-08 14:32:36,424 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.401 Mixup Loss: 1.870 CRL Loss: 0.242 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.513 +2025-10-08 14:35:00,652 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.429 Mixup Loss: 1.926 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.610 +2025-10-08 14:37:24,884 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.386 Mixup Loss: 1.841 CRL Loss: 0.255 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 2.482 +2025-10-08 14:39:49,486 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.399 Mixup Loss: 1.832 CRL Loss: 0.262 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 2.493 +2025-10-08 14:42:13,392 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.401 Mixup Loss: 1.879 CRL Loss: 0.265 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.545 +2025-10-08 14:44:37,129 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.423 Mixup Loss: 1.887 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.564 +2025-10-08 14:47:01,386 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.420 Mixup Loss: 1.868 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 0.988 Tot. Loss: 2.542 +2025-10-08 14:49:25,307 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.372 Mixup Loss: 1.828 CRL Loss: 0.238 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.438 +2025-10-08 14:51:49,276 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.401 Mixup Loss: 1.821 CRL Loss: 0.229 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 2.451 +2025-10-08 14:54:13,374 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.382 Mixup Loss: 1.836 CRL Loss: 0.219 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.436 +2025-10-08 14:56:37,875 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.394 Mixup Loss: 1.843 CRL Loss: 0.222 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.459 +2025-10-08 14:59:01,842 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.388 Mixup Loss: 1.829 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.425 +2025-10-08 15:01:25,720 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.431 Mixup Loss: 1.854 CRL Loss: 0.211 CutMix Loss: 0.000 PixMix Loss: 0.934 Tot. Loss: 2.496 +2025-10-08 15:03:49,534 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.380 Mixup Loss: 1.792 CRL Loss: 0.205 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.377 +2025-10-08 15:06:14,063 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.427 Mixup Loss: 1.857 CRL Loss: 0.208 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 2.492 +2025-10-08 15:08:38,001 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.408 Mixup Loss: 1.813 CRL Loss: 0.200 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.421 +2025-10-08 15:11:01,928 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.372 Mixup Loss: 1.785 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 2.333 +2025-10-08 15:13:25,851 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.382 Mixup Loss: 1.775 CRL Loss: 0.185 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.343 +2025-10-08 15:15:50,382 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.403 Mixup Loss: 1.794 CRL Loss: 0.193 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 2.389 +2025-10-08 15:18:14,443 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.415 Mixup Loss: 1.799 CRL Loss: 0.190 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.404 +2025-10-08 15:20:38,348 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.377 Mixup Loss: 1.747 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.294 +2025-10-08 15:23:02,696 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.387 Mixup Loss: 1.785 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.349 +2025-10-08 15:25:26,729 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.397 Mixup Loss: 1.761 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.334 +2025-10-08 15:27:50,617 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.390 Mixup Loss: 1.745 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.305 +2025-10-08 15:30:14,671 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.405 Mixup Loss: 1.794 CRL Loss: 0.179 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 2.378 +2025-10-08 15:32:38,862 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.376 Mixup Loss: 1.785 CRL Loss: 0.166 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 2.327 +2025-10-08 15:35:03,117 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.381 Mixup Loss: 1.729 CRL Loss: 0.178 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.288 +2025-10-08 15:37:26,577 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.393 Mixup Loss: 1.767 CRL Loss: 0.171 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.331 +2025-10-08 15:39:50,272 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.398 Mixup Loss: 1.761 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 2.313 +2025-10-08 15:42:14,632 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.406 Mixup Loss: 1.763 CRL Loss: 0.165 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.333 +2025-10-08 15:44:38,444 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.394 Mixup Loss: 1.754 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.970 Tot. Loss: 2.312 +2025-10-08 15:47:02,435 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.383 Mixup Loss: 1.735 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 2.276 +2025-10-08 15:49:26,438 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.393 Mixup Loss: 1.722 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.272 +2025-10-08 15:51:50,940 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.396 Mixup Loss: 1.702 CRL Loss: 0.158 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 2.256 +2025-10-08 15:54:14,805 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.391 Mixup Loss: 1.690 CRL Loss: 0.160 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.241 +2025-10-08 15:56:38,819 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.358 Mixup Loss: 1.682 CRL Loss: 0.155 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 2.195 +2025-10-08 15:59:03,174 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.394 Mixup Loss: 1.734 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.951 Tot. Loss: 2.293 +2025-10-08 16:01:27,387 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.367 Mixup Loss: 1.689 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 2.206 +2025-10-08 16:03:51,324 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.405 Mixup Loss: 1.720 CRL Loss: 0.158 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.283 +2025-10-08 16:06:15,017 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.366 Mixup Loss: 1.689 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 2.197 +2025-10-08 16:09:28,084 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.108 FPR: 59.525 AUROC: 87.410 AUPR: 49.344 AURC: 28.672 EAURC: 19.980 AUPR Succ.: 97.769 ECE: 1.836 NLL: 4.774 Brier: 19.256 +2025-10-08 16:11:40,464 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-08 16:11:40,470 INFO Original Model Accuracy improved from 86.19 to 87.11!!! +2025-10-08 16:11:41,678 INFO ####### --- Training Epoch 4 --- ####### +2025-10-08 16:15:16,512 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.363 Mixup Loss: 1.696 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.140 +2025-10-08 16:17:40,078 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.342 Mixup Loss: 1.686 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.100 +2025-10-08 16:20:03,770 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.382 Mixup Loss: 1.719 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.974 Tot. Loss: 2.180 +2025-10-08 16:22:27,505 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.362 Mixup Loss: 1.670 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 2.107 +2025-10-08 16:24:52,030 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.366 Mixup Loss: 1.695 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.148 +2025-10-08 16:27:16,177 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.393 Mixup Loss: 1.698 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 2.190 +2025-10-08 16:29:40,399 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.372 Mixup Loss: 1.682 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.167 +2025-10-08 16:32:04,409 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.362 Mixup Loss: 1.677 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 2.164 +2025-10-08 16:34:28,837 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.342 Mixup Loss: 1.707 CRL Loss: 0.153 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.202 +2025-10-08 16:36:52,694 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.358 Mixup Loss: 1.644 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 2.170 +2025-10-08 16:39:16,473 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.357 Mixup Loss: 1.640 CRL Loss: 0.184 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.181 +2025-10-08 16:41:40,708 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.391 Mixup Loss: 1.685 CRL Loss: 0.193 CutMix Loss: 0.000 PixMix Loss: 0.968 Tot. Loss: 2.269 +2025-10-08 16:44:04,832 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.348 Mixup Loss: 1.637 CRL Loss: 0.190 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 2.174 +2025-10-08 16:46:28,853 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.360 Mixup Loss: 1.646 CRL Loss: 0.197 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.203 +2025-10-08 16:48:52,616 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.363 Mixup Loss: 1.661 CRL Loss: 0.199 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.223 +2025-10-08 16:51:16,713 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.379 Mixup Loss: 1.661 CRL Loss: 0.192 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.232 +2025-10-08 16:53:40,669 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.373 Mixup Loss: 1.666 CRL Loss: 0.189 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.228 +2025-10-08 16:56:04,554 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.342 Mixup Loss: 1.644 CRL Loss: 0.178 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.163 +2025-10-08 16:58:28,515 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.360 Mixup Loss: 1.646 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.183 +2025-10-08 17:00:52,783 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.340 Mixup Loss: 1.640 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.147 +2025-10-08 17:03:16,956 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.345 Mixup Loss: 1.632 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.153 +2025-10-08 17:05:40,950 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.349 Mixup Loss: 1.639 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.150 +2025-10-08 17:08:04,951 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.386 Mixup Loss: 1.636 CRL Loss: 0.174 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.195 +2025-10-08 17:10:29,607 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.339 Mixup Loss: 1.629 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 2.132 +2025-10-08 17:12:53,464 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.383 Mixup Loss: 1.656 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.206 +2025-10-08 17:15:17,244 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.364 Mixup Loss: 1.628 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.152 +2025-10-08 17:17:41,427 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.329 Mixup Loss: 1.610 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 2.081 +2025-10-08 17:20:05,699 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.340 Mixup Loss: 1.583 CRL Loss: 0.150 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 2.073 +2025-10-08 17:22:29,510 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.361 Mixup Loss: 1.635 CRL Loss: 0.160 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.156 +2025-10-08 17:24:53,623 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.374 Mixup Loss: 1.610 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.140 +2025-10-08 17:27:18,047 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.336 Mixup Loss: 1.580 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.054 +2025-10-08 17:29:42,336 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.344 Mixup Loss: 1.614 CRL Loss: 0.148 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.106 +2025-10-08 17:32:06,096 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.349 Mixup Loss: 1.616 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 2.110 +2025-10-08 17:34:29,874 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.345 Mixup Loss: 1.594 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.934 Tot. Loss: 2.080 +2025-10-08 17:36:53,742 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.353 Mixup Loss: 1.601 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 2.105 +2025-10-08 17:39:17,620 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.337 Mixup Loss: 1.597 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.073 +2025-10-08 17:41:41,628 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.338 Mixup Loss: 1.589 CRL Loss: 0.152 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.079 +2025-10-08 17:44:05,775 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.351 Mixup Loss: 1.603 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 2.099 +2025-10-08 17:46:30,318 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.355 Mixup Loss: 1.610 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.094 +2025-10-08 17:48:54,241 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.360 Mixup Loss: 1.602 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.102 +2025-10-08 17:51:18,078 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.348 Mixup Loss: 1.605 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 2.094 +2025-10-08 17:53:42,003 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.346 Mixup Loss: 1.580 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.063 +2025-10-08 17:56:06,194 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.353 Mixup Loss: 1.587 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 2.073 +2025-10-08 17:58:29,723 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.352 Mixup Loss: 1.554 CRL Loss: 0.135 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 2.041 +2025-10-08 18:00:53,586 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.348 Mixup Loss: 1.545 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 2.034 +2025-10-08 18:03:18,126 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.319 Mixup Loss: 1.580 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 2.028 +2025-10-08 18:05:42,465 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.354 Mixup Loss: 1.592 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.967 Tot. Loss: 2.089 +2025-10-08 18:08:06,719 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.327 Mixup Loss: 1.552 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 2.008 +2025-10-08 18:10:31,009 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.363 Mixup Loss: 1.582 CRL Loss: 0.138 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.083 +2025-10-08 18:12:55,476 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.328 Mixup Loss: 1.558 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 2.010 +2025-10-08 18:17:56,826 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.450 FPR: 58.422 AUROC: 87.929 AUPR: 50.669 AURC: 26.805 EAURC: 18.578 AUPR Succ.: 97.931 ECE: 1.376 NLL: 4.514 Brier: 18.547 +2025-10-09 13:51:01,384 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 1.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 1.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "fmfp", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/SURE_1e-5", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": true, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-09 13:51:56,867 INFO #################################################################################################### +1 / 1 Running +2025-10-09 13:52:13,622 INFO ####### --- Training Epoch 1 --- ####### +2025-10-09 13:54:20,664 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 8.601 Mixup Loss: 8.687 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 8.600 Tot. Loss: 17.289 +2025-10-09 13:55:07,773 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.438 CLS Loss: 8.072 Mixup Loss: 8.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 8.110 Tot. Loss: 16.449 +2025-10-09 13:55:54,997 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.938 CLS Loss: 7.666 Mixup Loss: 8.113 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 7.774 Tot. Loss: 15.779 +2025-10-09 13:56:42,279 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.625 CLS Loss: 7.153 Mixup Loss: 7.816 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 7.252 Tot. Loss: 14.969 +2025-10-09 13:57:29,523 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 2.906 CLS Loss: 6.701 Mixup Loss: 7.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.821 Tot. Loss: 14.235 +2025-10-09 13:58:16,787 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.656 CLS Loss: 6.184 Mixup Loss: 7.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.364 Tot. Loss: 13.402 +2025-10-09 13:59:04,136 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.906 CLS Loss: 5.775 Mixup Loss: 6.975 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.956 Tot. Loss: 12.750 +2025-10-09 13:59:51,434 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.406 CLS Loss: 5.421 Mixup Loss: 6.712 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.602 Tot. Loss: 12.133 +2025-10-09 14:00:38,759 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.438 CLS Loss: 4.944 Mixup Loss: 6.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.202 Tot. Loss: 11.451 +2025-10-09 14:01:26,213 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.781 CLS Loss: 4.558 Mixup Loss: 6.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.781 Tot. Loss: 10.782 +2025-10-09 14:02:13,480 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 30.500 CLS Loss: 4.111 Mixup Loss: 5.978 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.388 Tot. Loss: 10.089 +2025-10-09 14:03:00,810 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 35.469 CLS Loss: 3.769 Mixup Loss: 5.725 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.048 Tot. Loss: 9.494 +2025-10-09 14:03:48,145 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.375 CLS Loss: 3.528 Mixup Loss: 5.606 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.813 Tot. Loss: 9.134 +2025-10-09 14:04:35,544 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 46.750 CLS Loss: 3.139 Mixup Loss: 5.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.523 Tot. Loss: 8.553 +2025-10-09 14:05:23,010 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 51.438 CLS Loss: 2.924 Mixup Loss: 5.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.306 Tot. Loss: 8.225 +2025-10-09 14:06:10,461 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.344 CLS Loss: 2.710 Mixup Loss: 5.133 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.062 Tot. Loss: 7.844 +2025-10-09 14:06:57,935 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.531 CLS Loss: 2.506 Mixup Loss: 5.009 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.907 Tot. Loss: 7.516 +2025-10-09 14:07:45,454 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.625 CLS Loss: 2.317 Mixup Loss: 4.970 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.695 Tot. Loss: 7.286 +2025-10-09 14:08:32,951 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.438 CLS Loss: 2.178 Mixup Loss: 4.818 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.588 Tot. Loss: 6.996 +2025-10-09 14:09:20,434 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 65.906 CLS Loss: 2.024 Mixup Loss: 4.778 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.410 Tot. Loss: 6.802 +2025-10-09 14:10:07,871 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 65.875 CLS Loss: 1.969 Mixup Loss: 4.702 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.374 Tot. Loss: 6.671 +2025-10-09 14:10:55,328 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 68.906 CLS Loss: 1.809 Mixup Loss: 4.567 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.224 Tot. Loss: 6.375 +2025-10-09 14:11:42,891 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.031 CLS Loss: 1.750 Mixup Loss: 4.559 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.114 Tot. Loss: 6.309 +2025-10-09 14:12:30,360 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.344 CLS Loss: 1.647 Mixup Loss: 4.507 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.005 Tot. Loss: 6.154 +2025-10-09 14:13:17,823 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.500 CLS Loss: 1.590 Mixup Loss: 4.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.938 Tot. Loss: 6.050 +2025-10-09 14:14:05,126 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.125 CLS Loss: 1.560 Mixup Loss: 4.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.954 Tot. Loss: 6.052 +2025-10-09 14:14:52,573 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 73.438 CLS Loss: 1.479 Mixup Loss: 4.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.870 Tot. Loss: 5.889 +2025-10-09 14:15:39,923 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.906 CLS Loss: 1.386 Mixup Loss: 4.432 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.745 Tot. Loss: 5.819 +2025-10-09 14:16:27,304 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.344 CLS Loss: 1.418 Mixup Loss: 4.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.795 Tot. Loss: 5.803 +2025-10-09 14:17:14,682 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.656 CLS Loss: 1.364 Mixup Loss: 4.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.720 Tot. Loss: 5.741 +2025-10-09 14:18:02,103 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.500 CLS Loss: 1.225 Mixup Loss: 4.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.571 Tot. Loss: 5.454 +2025-10-09 14:18:49,488 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.375 CLS Loss: 1.237 Mixup Loss: 4.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.655 Tot. Loss: 5.534 +2025-10-09 14:19:36,806 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 76.875 CLS Loss: 1.212 Mixup Loss: 4.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.591 Tot. Loss: 5.469 +2025-10-09 14:20:24,124 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 78.031 CLS Loss: 1.189 Mixup Loss: 4.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.574 Tot. Loss: 5.476 +2025-10-09 14:21:11,501 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.781 CLS Loss: 1.234 Mixup Loss: 4.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.648 Tot. Loss: 5.522 +2025-10-09 14:21:58,913 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.594 CLS Loss: 1.108 Mixup Loss: 4.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.524 Tot. Loss: 5.305 +2025-10-09 14:22:46,305 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.438 CLS Loss: 1.106 Mixup Loss: 4.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.537 Tot. Loss: 5.291 +2025-10-09 14:23:33,728 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 78.281 CLS Loss: 1.126 Mixup Loss: 4.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.507 Tot. Loss: 5.351 +2025-10-09 14:24:21,139 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.875 CLS Loss: 1.109 Mixup Loss: 4.128 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.473 Tot. Loss: 5.237 +2025-10-09 14:25:08,440 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.969 CLS Loss: 1.120 Mixup Loss: 4.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.505 Tot. Loss: 5.388 +2025-10-09 14:25:55,807 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.125 CLS Loss: 1.053 Mixup Loss: 4.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.440 Tot. Loss: 5.222 +2025-10-09 14:26:43,147 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.219 CLS Loss: 1.014 Mixup Loss: 4.103 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.343 Tot. Loss: 5.117 +2025-10-09 14:27:30,526 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.438 CLS Loss: 1.022 Mixup Loss: 4.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.378 Tot. Loss: 5.160 +2025-10-09 14:28:17,911 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.688 CLS Loss: 1.000 Mixup Loss: 4.078 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 5.078 +2025-10-09 14:29:05,312 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.188 CLS Loss: 0.994 Mixup Loss: 4.088 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.328 Tot. Loss: 5.081 +2025-10-09 14:29:52,749 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.406 CLS Loss: 0.987 Mixup Loss: 4.096 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.373 Tot. Loss: 5.083 +2025-10-09 14:30:40,105 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.531 CLS Loss: 1.004 Mixup Loss: 4.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.387 Tot. Loss: 5.145 +2025-10-09 14:31:27,450 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.344 CLS Loss: 0.939 Mixup Loss: 4.081 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.368 Tot. Loss: 5.020 +2025-10-09 14:32:14,928 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.438 CLS Loss: 0.948 Mixup Loss: 4.040 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.348 Tot. Loss: 4.988 +2025-10-09 14:33:02,274 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.469 CLS Loss: 0.909 Mixup Loss: 4.117 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 5.026 +2025-10-09 14:35:24,161 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.790 FPR: 59.434 AUROC: 84.759 AUPR: 62.325 AURC: 67.271 EAURC: 42.994 AUPR Succ.: 94.785 ECE: 6.346 NLL: 10.572 Brier: 31.759 +2025-10-09 14:37:33,714 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-09 14:37:33,720 INFO Original Model Accuracy improved from 0.00 to 78.79!!! +2025-10-09 14:37:34,926 INFO EMA Model Accuracy improved from 0.00 to 0.12!!! +2025-10-09 14:37:36,911 INFO ####### --- Training Epoch 2 --- ####### +2025-10-09 14:41:25,086 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 82.031 CLS Loss: 0.823 Mixup Loss: 3.595 CRL Loss: 0.005 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 4.423 +2025-10-09 14:43:48,821 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 83.594 CLS Loss: 0.719 Mixup Loss: 3.251 CRL Loss: 0.008 CutMix Loss: 0.000 PixMix Loss: 1.079 Tot. Loss: 3.978 +2025-10-09 14:46:13,291 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 0.711 Mixup Loss: 3.120 CRL Loss: 0.016 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 3.847 +2025-10-09 14:48:37,817 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 84.625 CLS Loss: 0.659 Mixup Loss: 2.954 CRL Loss: 0.028 CutMix Loss: 0.000 PixMix Loss: 1.039 Tot. Loss: 3.641 +2025-10-09 14:51:02,303 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 84.375 CLS Loss: 0.646 Mixup Loss: 2.898 CRL Loss: 0.049 CutMix Loss: 0.000 PixMix Loss: 1.010 Tot. Loss: 3.593 +2025-10-09 14:53:26,664 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 84.469 CLS Loss: 0.652 Mixup Loss: 2.796 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.022 Tot. Loss: 3.542 +2025-10-09 14:55:51,748 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 85.250 CLS Loss: 0.596 Mixup Loss: 2.748 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.961 Tot. Loss: 3.491 +2025-10-09 14:58:16,019 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 85.906 CLS Loss: 0.575 Mixup Loss: 2.684 CRL Loss: 0.191 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 3.451 +2025-10-09 15:00:40,206 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 85.219 CLS Loss: 0.554 Mixup Loss: 2.641 CRL Loss: 0.250 CutMix Loss: 0.000 PixMix Loss: 0.956 Tot. Loss: 3.445 +2025-10-09 15:03:04,249 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.558 Mixup Loss: 2.551 CRL Loss: 0.320 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 3.429 +2025-10-09 15:05:29,048 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 86.281 CLS Loss: 0.549 Mixup Loss: 2.545 CRL Loss: 0.372 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 3.466 +2025-10-09 15:07:53,256 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.592 Mixup Loss: 2.571 CRL Loss: 0.396 CutMix Loss: 0.000 PixMix Loss: 1.032 Tot. Loss: 3.559 +2025-10-09 15:10:17,744 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.688 CLS Loss: 0.538 Mixup Loss: 2.477 CRL Loss: 0.395 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 3.410 +2025-10-09 15:12:42,202 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.522 Mixup Loss: 2.451 CRL Loss: 0.421 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 3.394 +2025-10-09 15:15:07,194 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.537 Mixup Loss: 2.488 CRL Loss: 0.417 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 3.441 +2025-10-09 15:17:31,319 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.558 Mixup Loss: 2.410 CRL Loss: 0.407 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 3.376 +2025-10-09 15:19:55,623 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.546 Mixup Loss: 2.388 CRL Loss: 0.410 CutMix Loss: 0.000 PixMix Loss: 0.973 Tot. Loss: 3.345 +2025-10-09 15:22:20,551 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.471 Mixup Loss: 2.306 CRL Loss: 0.391 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 3.169 +2025-10-09 15:24:45,132 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 86.031 CLS Loss: 0.513 Mixup Loss: 2.330 CRL Loss: 0.356 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 3.199 +2025-10-09 15:27:09,330 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.497 Mixup Loss: 2.343 CRL Loss: 0.346 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 3.186 +2025-10-09 15:29:33,415 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.498 Mixup Loss: 2.306 CRL Loss: 0.348 CutMix Loss: 0.000 PixMix Loss: 0.930 Tot. Loss: 3.152 +2025-10-09 15:31:58,333 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.482 Mixup Loss: 2.295 CRL Loss: 0.343 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 3.121 +2025-10-09 15:34:22,924 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.528 Mixup Loss: 2.283 CRL Loss: 0.328 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 3.140 +2025-10-09 15:36:47,143 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.476 Mixup Loss: 2.266 CRL Loss: 0.322 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 3.064 +2025-10-09 15:39:11,265 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.875 CLS Loss: 0.523 Mixup Loss: 2.280 CRL Loss: 0.314 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 3.117 +2025-10-09 15:41:36,067 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.498 Mixup Loss: 2.236 CRL Loss: 0.312 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 3.046 +2025-10-09 15:44:00,133 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 88.156 CLS Loss: 0.449 Mixup Loss: 2.190 CRL Loss: 0.272 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.911 +2025-10-09 15:46:24,270 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.461 Mixup Loss: 2.182 CRL Loss: 0.290 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 2.933 +2025-10-09 15:48:48,293 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.489 Mixup Loss: 2.203 CRL Loss: 0.298 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.990 +2025-10-09 15:51:13,289 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.493 Mixup Loss: 2.163 CRL Loss: 0.289 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.946 +2025-10-09 15:53:37,553 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.448 Mixup Loss: 2.092 CRL Loss: 0.269 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 2.809 +2025-10-09 15:56:01,239 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.461 Mixup Loss: 2.145 CRL Loss: 0.273 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 2.880 +2025-10-09 15:58:25,282 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.477 Mixup Loss: 2.154 CRL Loss: 0.260 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.890 +2025-10-09 16:00:49,109 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.457 Mixup Loss: 2.083 CRL Loss: 0.260 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 2.801 +2025-10-09 16:03:12,632 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.486 Mixup Loss: 2.114 CRL Loss: 0.267 CutMix Loss: 0.000 PixMix Loss: 0.978 Tot. Loss: 2.867 +2025-10-09 16:05:36,192 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.441 Mixup Loss: 2.123 CRL Loss: 0.250 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.814 +2025-10-09 16:08:00,418 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.450 Mixup Loss: 2.036 CRL Loss: 0.261 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.747 +2025-10-09 16:10:24,278 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.460 Mixup Loss: 2.064 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 0.963 Tot. Loss: 2.779 +2025-10-09 16:12:47,874 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.456 Mixup Loss: 2.074 CRL Loss: 0.238 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.768 +2025-10-09 16:15:11,506 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.471 Mixup Loss: 2.061 CRL Loss: 0.247 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.779 +2025-10-09 16:17:36,185 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.456 Mixup Loss: 2.042 CRL Loss: 0.244 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.742 +2025-10-09 16:20:00,384 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.444 Mixup Loss: 2.005 CRL Loss: 0.233 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 2.682 +2025-10-09 16:22:24,447 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.463 Mixup Loss: 1.991 CRL Loss: 0.238 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.692 +2025-10-09 16:24:48,278 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.452 Mixup Loss: 2.002 CRL Loss: 0.242 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.697 +2025-10-09 16:27:13,054 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.448 Mixup Loss: 2.007 CRL Loss: 0.235 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 2.690 +2025-10-09 16:29:37,110 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.412 Mixup Loss: 1.979 CRL Loss: 0.231 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 2.621 +2025-10-09 16:32:01,202 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.450 Mixup Loss: 1.990 CRL Loss: 0.243 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.683 +2025-10-09 16:34:25,262 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.419 Mixup Loss: 1.958 CRL Loss: 0.224 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.601 +2025-10-09 16:36:50,168 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.453 Mixup Loss: 1.972 CRL Loss: 0.224 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.649 +2025-10-09 16:39:14,091 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.410 Mixup Loss: 1.950 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.570 +2025-10-09 16:41:41,603 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.222 FPR: 58.572 AUROC: 87.327 AUPR: 52.185 AURC: 31.457 EAURC: 21.497 AUPR Succ.: 97.580 ECE: 2.552 NLL: 5.158 Brier: 20.466 +2025-10-09 16:43:52,548 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-09 16:43:52,554 INFO Original Model Accuracy improved from 78.79 to 86.22!!! +2025-10-09 16:43:53,785 INFO ####### --- Training Epoch 3 --- ####### +2025-10-09 16:47:26,693 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.417 Mixup Loss: 1.921 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.415 +2025-10-09 16:49:50,889 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.393 Mixup Loss: 1.927 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 2.392 +2025-10-09 16:52:14,696 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.432 Mixup Loss: 2.006 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 2.514 +2025-10-09 16:54:38,644 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.410 Mixup Loss: 1.937 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.420 +2025-10-09 16:57:02,373 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.420 Mixup Loss: 1.972 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 2.478 +2025-10-09 16:59:26,793 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.447 Mixup Loss: 1.928 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.481 +2025-10-09 17:01:50,785 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.413 Mixup Loss: 1.925 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 2.471 +2025-10-09 17:04:14,471 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.404 Mixup Loss: 1.888 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.446 +2025-10-09 17:06:38,172 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.385 Mixup Loss: 1.882 CRL Loss: 0.182 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 2.449 +2025-10-09 17:09:02,632 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.401 Mixup Loss: 1.873 CRL Loss: 0.215 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.489 +2025-10-09 17:11:26,454 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.400 Mixup Loss: 1.878 CRL Loss: 0.240 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 2.518 +2025-10-09 17:13:50,263 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.432 Mixup Loss: 1.928 CRL Loss: 0.258 CutMix Loss: 0.000 PixMix Loss: 0.954 Tot. Loss: 2.618 +2025-10-09 17:16:14,152 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.392 Mixup Loss: 1.844 CRL Loss: 0.252 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 2.488 +2025-10-09 17:18:38,984 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.398 Mixup Loss: 1.834 CRL Loss: 0.261 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 2.493 +2025-10-09 17:21:02,825 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.406 Mixup Loss: 1.892 CRL Loss: 0.262 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.560 +2025-10-09 17:23:26,620 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.421 Mixup Loss: 1.876 CRL Loss: 0.255 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 2.552 +2025-10-09 17:25:51,245 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.421 Mixup Loss: 1.865 CRL Loss: 0.253 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 2.539 +2025-10-09 17:28:15,205 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.379 Mixup Loss: 1.848 CRL Loss: 0.242 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 2.469 +2025-10-09 17:30:38,924 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.401 Mixup Loss: 1.822 CRL Loss: 0.226 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 2.449 +2025-10-09 17:33:02,322 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.382 Mixup Loss: 1.834 CRL Loss: 0.216 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.433 +2025-10-09 17:35:26,572 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.393 Mixup Loss: 1.841 CRL Loss: 0.223 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.457 +2025-10-09 17:37:50,183 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.388 Mixup Loss: 1.826 CRL Loss: 0.207 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 2.420 +2025-10-09 17:40:13,887 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.433 Mixup Loss: 1.871 CRL Loss: 0.212 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 2.517 +2025-10-09 17:42:37,585 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.383 Mixup Loss: 1.811 CRL Loss: 0.206 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 2.399 +2025-10-09 17:45:02,065 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.426 Mixup Loss: 1.844 CRL Loss: 0.206 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.476 +2025-10-09 17:47:26,103 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.411 Mixup Loss: 1.814 CRL Loss: 0.202 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.427 +2025-10-09 17:49:49,899 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.370 Mixup Loss: 1.803 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.349 +2025-10-09 17:52:13,911 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.379 Mixup Loss: 1.785 CRL Loss: 0.186 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 2.350 +2025-10-09 17:54:39,239 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.403 Mixup Loss: 1.794 CRL Loss: 0.191 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 2.388 +2025-10-09 17:57:03,435 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.415 Mixup Loss: 1.803 CRL Loss: 0.189 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.407 +2025-10-09 17:59:27,280 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.379 Mixup Loss: 1.755 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.938 Tot. Loss: 2.305 +2025-10-09 18:01:52,289 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.388 Mixup Loss: 1.789 CRL Loss: 0.181 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.359 +2025-10-09 18:04:16,545 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.392 Mixup Loss: 1.767 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.334 +2025-10-09 18:06:40,147 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.391 Mixup Loss: 1.759 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.320 +2025-10-09 18:09:03,681 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.402 Mixup Loss: 1.799 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.378 +2025-10-09 18:11:28,706 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.379 Mixup Loss: 1.789 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.335 +2025-10-09 18:13:52,925 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.382 Mixup Loss: 1.726 CRL Loss: 0.182 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 2.289 +2025-10-09 18:16:16,908 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.391 Mixup Loss: 1.773 CRL Loss: 0.172 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.337 +2025-10-09 18:18:40,937 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.398 Mixup Loss: 1.777 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.328 +2025-10-09 18:21:05,541 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.405 Mixup Loss: 1.765 CRL Loss: 0.165 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 2.336 +2025-10-09 18:23:29,448 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.395 Mixup Loss: 1.762 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.943 Tot. Loss: 2.320 +2025-10-09 18:25:53,483 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.383 Mixup Loss: 1.734 CRL Loss: 0.162 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.279 +2025-10-09 18:28:17,497 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.398 Mixup Loss: 1.726 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.283 +2025-10-09 18:30:42,475 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.396 Mixup Loss: 1.712 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 2.271 +2025-10-09 18:33:06,528 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.389 Mixup Loss: 1.684 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.932 Tot. Loss: 2.236 +2025-10-09 18:35:30,368 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.357 Mixup Loss: 1.675 CRL Loss: 0.157 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 2.188 +2025-10-09 18:37:54,407 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.394 Mixup Loss: 1.730 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 2.285 +2025-10-09 18:40:18,639 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.365 Mixup Loss: 1.683 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.199 +2025-10-09 18:42:42,354 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.403 Mixup Loss: 1.715 CRL Loss: 0.157 CutMix Loss: 0.000 PixMix Loss: 0.953 Tot. Loss: 2.275 +2025-10-09 18:45:05,857 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.369 Mixup Loss: 1.711 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.964 Tot. Loss: 2.221 +2025-10-09 18:47:32,087 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.988 FPR: 58.669 AUROC: 87.559 AUPR: 50.919 AURC: 28.829 EAURC: 19.970 AUPR Succ.: 97.767 ECE: 1.740 NLL: 4.787 Brier: 19.315 +2025-10-09 18:49:42,511 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-09 18:49:42,517 INFO Original Model Accuracy improved from 86.22 to 86.99!!! +2025-10-09 18:49:43,880 INFO ####### --- Training Epoch 4 --- ####### +2025-10-09 18:53:18,478 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.364 Mixup Loss: 1.692 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.950 Tot. Loss: 2.138 +2025-10-09 18:55:42,336 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.343 Mixup Loss: 1.701 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.118 +2025-10-09 18:58:06,741 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.383 Mixup Loss: 1.718 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 2.182 +2025-10-09 19:00:30,992 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.366 Mixup Loss: 1.677 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.118 +2025-10-09 19:02:56,091 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.367 Mixup Loss: 1.697 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.966 Tot. Loss: 2.149 +2025-10-09 19:05:20,873 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.395 Mixup Loss: 1.711 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 2.210 +2025-10-09 19:07:45,113 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.371 Mixup Loss: 1.676 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.162 +2025-10-09 19:10:09,052 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.365 Mixup Loss: 1.675 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.169 +2025-10-09 19:12:33,644 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.341 Mixup Loss: 1.702 CRL Loss: 0.149 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.191 +2025-10-09 19:14:57,593 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.356 Mixup Loss: 1.649 CRL Loss: 0.169 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 2.174 +2025-10-09 19:17:21,184 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.358 Mixup Loss: 1.641 CRL Loss: 0.183 CutMix Loss: 0.000 PixMix Loss: 0.935 Tot. Loss: 2.182 +2025-10-09 19:19:44,996 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.384 Mixup Loss: 1.677 CRL Loss: 0.198 CutMix Loss: 0.000 PixMix Loss: 0.968 Tot. Loss: 2.259 +2025-10-09 19:22:09,373 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.351 Mixup Loss: 1.642 CRL Loss: 0.190 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.183 +2025-10-09 19:24:33,557 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.357 Mixup Loss: 1.647 CRL Loss: 0.197 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.201 +2025-10-09 19:26:57,461 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.366 Mixup Loss: 1.667 CRL Loss: 0.198 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 2.230 +2025-10-09 19:29:21,791 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.381 Mixup Loss: 1.644 CRL Loss: 0.194 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.220 +2025-10-09 19:31:45,125 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.376 Mixup Loss: 1.659 CRL Loss: 0.188 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.222 +2025-10-09 19:34:08,823 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.340 Mixup Loss: 1.623 CRL Loss: 0.181 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 2.144 +2025-10-09 19:36:32,174 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.360 Mixup Loss: 1.646 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 2.183 +2025-10-09 19:38:56,624 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.336 Mixup Loss: 1.641 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 2.145 +2025-10-09 19:41:20,278 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.350 Mixup Loss: 1.617 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.143 +2025-10-09 19:43:44,522 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.352 Mixup Loss: 1.625 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.138 +2025-10-09 19:46:08,693 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.383 Mixup Loss: 1.641 CRL Loss: 0.175 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 2.199 +2025-10-09 19:48:33,366 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.340 Mixup Loss: 1.622 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 2.125 +2025-10-09 19:50:57,382 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.382 Mixup Loss: 1.653 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.201 +2025-10-09 19:53:21,389 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.362 Mixup Loss: 1.637 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 2.161 +2025-10-09 19:55:45,184 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.329 Mixup Loss: 1.613 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 2.083 +2025-10-09 19:58:09,382 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.336 Mixup Loss: 1.596 CRL Loss: 0.150 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.081 +2025-10-09 20:00:33,191 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.361 Mixup Loss: 1.630 CRL Loss: 0.158 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 2.149 +2025-10-09 20:02:56,904 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.372 Mixup Loss: 1.617 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.143 +2025-10-09 20:05:21,440 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.336 Mixup Loss: 1.583 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 2.060 +2025-10-09 20:07:45,309 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.344 Mixup Loss: 1.617 CRL Loss: 0.149 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.111 +2025-10-09 20:10:09,394 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.348 Mixup Loss: 1.613 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.106 +2025-10-09 20:12:33,218 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.346 Mixup Loss: 1.581 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 2.067 +2025-10-09 20:14:57,649 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.350 Mixup Loss: 1.602 CRL Loss: 0.150 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.103 +2025-10-09 20:17:21,453 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.338 Mixup Loss: 1.613 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 2.093 +2025-10-09 20:19:45,703 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.339 Mixup Loss: 1.597 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 2.090 +2025-10-09 20:22:09,588 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.353 Mixup Loss: 1.586 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 2.083 +2025-10-09 20:24:33,997 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.354 Mixup Loss: 1.615 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 2.098 +2025-10-09 20:26:58,188 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.360 Mixup Loss: 1.606 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.106 +2025-10-09 20:29:22,520 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.348 Mixup Loss: 1.597 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 2.086 +2025-10-09 20:31:46,509 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.345 Mixup Loss: 1.585 CRL Loss: 0.135 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 2.066 +2025-10-09 20:34:11,348 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.356 Mixup Loss: 1.582 CRL Loss: 0.138 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 2.076 +2025-10-09 20:36:35,264 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.354 Mixup Loss: 1.554 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 2.046 +2025-10-09 20:38:59,226 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.347 Mixup Loss: 1.557 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.044 +2025-10-09 20:41:23,860 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.319 Mixup Loss: 1.578 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.024 +2025-10-09 20:43:47,875 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.356 Mixup Loss: 1.598 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.956 Tot. Loss: 2.092 +2025-10-09 20:46:11,733 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.327 Mixup Loss: 1.547 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 2.004 +2025-10-09 20:48:35,563 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.366 Mixup Loss: 1.583 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.089 +2025-10-09 20:51:00,172 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.330 Mixup Loss: 1.554 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 2.006 +2025-10-09 20:53:29,292 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.508 FPR: 59.270 AUROC: 87.820 AUPR: 49.932 AURC: 26.804 EAURC: 18.655 AUPR Succ.: 97.924 ECE: 1.475 NLL: 4.519 Brier: 18.546 +2025-10-09 20:55:39,823 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-09 20:55:39,828 INFO Original Model Accuracy improved from 86.99 to 87.51!!! +2025-10-09 20:55:41,065 INFO ####### --- Training Epoch 5 --- ####### +2025-10-09 20:59:14,574 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.326 Mixup Loss: 1.545 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 1.954 +2025-10-09 21:01:38,489 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.305 Mixup Loss: 1.528 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.909 +2025-10-09 21:04:02,496 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.347 Mixup Loss: 1.593 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.025 +2025-10-09 21:06:27,439 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.326 Mixup Loss: 1.561 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.964 +2025-10-09 21:08:51,585 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.333 Mixup Loss: 1.587 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 2.006 +2025-10-09 21:11:15,631 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.355 Mixup Loss: 1.551 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.007 +2025-10-09 21:13:39,547 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.336 Mixup Loss: 1.545 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.992 +2025-10-09 21:16:04,186 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.331 Mixup Loss: 1.556 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 2.005 +2025-10-09 21:18:27,786 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.310 Mixup Loss: 1.553 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.996 +2025-10-09 21:20:51,518 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.321 Mixup Loss: 1.538 CRL Loss: 0.149 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 2.008 +2025-10-09 21:23:15,524 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.324 Mixup Loss: 1.534 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 2.020 +2025-10-09 21:25:40,172 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.349 Mixup Loss: 1.573 CRL Loss: 0.171 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.094 +2025-10-09 21:28:04,398 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.317 Mixup Loss: 1.521 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 2.001 +2025-10-09 21:30:28,813 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.322 Mixup Loss: 1.520 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 2.010 +2025-10-09 21:32:54,045 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.330 Mixup Loss: 1.542 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 2.042 +2025-10-09 21:35:18,342 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.345 Mixup Loss: 1.549 CRL Loss: 0.169 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.063 +2025-10-09 21:37:42,895 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.340 Mixup Loss: 1.547 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 2.051 +2025-10-09 21:40:07,137 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.306 Mixup Loss: 1.529 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.991 +2025-10-09 21:42:32,404 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.325 Mixup Loss: 1.509 CRL Loss: 0.154 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.988 +2025-10-09 21:44:56,740 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.306 Mixup Loss: 1.533 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.985 +2025-10-09 21:47:20,978 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.312 Mixup Loss: 1.534 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.998 +2025-10-09 21:49:45,083 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.317 Mixup Loss: 1.521 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.980 +2025-10-09 21:52:10,122 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.351 Mixup Loss: 1.546 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.052 +2025-10-09 21:54:34,289 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.309 Mixup Loss: 1.506 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.959 +2025-10-09 21:56:58,692 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.345 Mixup Loss: 1.561 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 2.052 +2025-10-09 21:59:22,911 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.332 Mixup Loss: 1.528 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 2.005 +2025-10-09 22:01:48,003 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.298 Mixup Loss: 1.519 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.942 +2025-10-09 22:04:12,227 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.306 Mixup Loss: 1.519 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.957 +2025-10-09 22:06:36,792 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.328 Mixup Loss: 1.533 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.003 +2025-10-09 22:09:01,611 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.342 Mixup Loss: 1.518 CRL Loss: 0.138 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.998 +2025-10-09 22:11:25,919 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.306 Mixup Loss: 1.492 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.925 +2025-10-09 22:13:49,968 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.311 Mixup Loss: 1.511 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.955 +2025-10-09 22:16:14,233 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.316 Mixup Loss: 1.506 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.951 +2025-10-09 22:18:39,431 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.314 Mixup Loss: 1.474 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.912 +2025-10-09 22:21:03,580 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.321 Mixup Loss: 1.534 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.988 +2025-10-09 22:23:28,148 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.306 Mixup Loss: 1.513 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.945 +2025-10-09 22:25:52,311 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.306 Mixup Loss: 1.459 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.901 +2025-10-09 22:28:17,393 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.320 Mixup Loss: 1.510 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.961 +2025-10-09 22:30:41,551 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.320 Mixup Loss: 1.506 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.941 +2025-10-09 22:33:05,723 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.327 Mixup Loss: 1.502 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.955 +2025-10-09 22:35:29,762 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.318 Mixup Loss: 1.525 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.971 +2025-10-09 22:37:54,662 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.315 Mixup Loss: 1.486 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.925 +2025-10-09 22:40:18,847 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.321 Mixup Loss: 1.512 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.956 +2025-10-09 22:42:43,063 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.324 Mixup Loss: 1.473 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.923 +2025-10-09 22:45:07,503 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.315 Mixup Loss: 1.471 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.914 +2025-10-09 22:47:32,096 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.294 Mixup Loss: 1.468 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.877 +2025-10-09 22:49:56,287 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.323 Mixup Loss: 1.491 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.942 +2025-10-09 22:52:20,850 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.301 Mixup Loss: 1.481 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.903 +2025-10-09 22:54:46,169 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.338 Mixup Loss: 1.506 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.971 +2025-10-09 22:57:10,269 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.301 Mixup Loss: 1.468 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.878 +2025-10-09 22:59:36,428 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.766 FPR: 58.198 AUROC: 88.071 AUPR: 49.911 AURC: 25.615 EAURC: 17.807 AUPR Succ.: 98.023 ECE: 1.191 NLL: 4.360 Brier: 18.107 +2025-10-09 23:01:46,083 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-09 23:01:46,089 INFO Original Model Accuracy improved from 87.51 to 87.77!!! +2025-10-09 23:01:47,462 INFO ####### --- Training Epoch 6 --- ####### +2025-10-09 23:05:20,118 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.298 Mixup Loss: 1.482 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.863 +2025-10-09 23:07:43,696 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.278 Mixup Loss: 1.445 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.802 +2025-10-09 23:10:08,076 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.316 Mixup Loss: 1.537 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.941 +2025-10-09 23:12:31,524 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.298 Mixup Loss: 1.468 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.843 +2025-10-09 23:14:55,150 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.308 Mixup Loss: 1.503 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.897 +2025-10-09 23:17:18,927 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.328 Mixup Loss: 1.485 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.911 +2025-10-09 23:19:43,497 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.308 Mixup Loss: 1.484 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.898 +2025-10-09 23:22:07,057 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.307 Mixup Loss: 1.459 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.878 +2025-10-09 23:24:30,986 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.285 Mixup Loss: 1.477 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.884 +2025-10-09 23:26:54,869 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.298 Mixup Loss: 1.456 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.888 +2025-10-09 23:29:19,469 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.299 Mixup Loss: 1.445 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.891 +2025-10-09 23:31:43,343 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.325 Mixup Loss: 1.484 CRL Loss: 0.155 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 1.964 +2025-10-09 23:34:07,454 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.289 Mixup Loss: 1.450 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.884 +2025-10-09 23:36:32,854 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.296 Mixup Loss: 1.470 CRL Loss: 0.153 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.919 +2025-10-09 23:38:56,693 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.303 Mixup Loss: 1.479 CRL Loss: 0.155 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 1.937 +2025-10-09 23:41:20,188 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.318 Mixup Loss: 1.478 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.947 +2025-10-09 23:43:43,896 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.314 Mixup Loss: 1.463 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.921 +2025-10-09 23:46:08,556 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.280 Mixup Loss: 1.443 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.863 +2025-10-09 23:48:32,216 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.299 Mixup Loss: 1.442 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.880 +2025-10-09 23:50:55,965 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.280 Mixup Loss: 1.444 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.855 +2025-10-09 23:53:19,606 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.289 Mixup Loss: 1.429 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.855 +2025-10-09 23:55:44,072 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.292 Mixup Loss: 1.450 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.872 +2025-10-09 23:58:07,521 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.323 Mixup Loss: 1.479 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.946 +2025-10-10 00:00:31,144 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.283 Mixup Loss: 1.447 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.861 +2025-10-10 00:02:54,691 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.319 Mixup Loss: 1.477 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.929 +2025-10-10 00:05:19,189 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.301 Mixup Loss: 1.453 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.885 +2025-10-10 00:07:43,050 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.275 Mixup Loss: 1.460 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.848 +2025-10-10 00:10:07,232 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.282 Mixup Loss: 1.444 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 1.845 +2025-10-10 00:12:32,044 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.305 Mixup Loss: 1.456 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 1.891 +2025-10-10 00:14:56,285 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.316 Mixup Loss: 1.451 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.896 +2025-10-10 00:17:19,918 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.281 Mixup Loss: 1.414 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.812 +2025-10-10 00:19:43,856 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.288 Mixup Loss: 1.435 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.846 +2025-10-10 00:22:08,481 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.293 Mixup Loss: 1.460 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.871 +2025-10-10 00:24:31,862 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.292 Mixup Loss: 1.418 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.823 +2025-10-10 00:26:55,479 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.296 Mixup Loss: 1.449 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.868 +2025-10-10 00:29:19,436 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.283 Mixup Loss: 1.452 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.852 +2025-10-10 00:31:43,923 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.281 Mixup Loss: 1.412 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.818 +2025-10-10 00:34:07,604 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.299 Mixup Loss: 1.434 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.855 +2025-10-10 00:36:31,593 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.297 Mixup Loss: 1.452 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.859 +2025-10-10 00:38:55,314 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.298 Mixup Loss: 1.442 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.857 +2025-10-10 00:41:19,727 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.291 Mixup Loss: 1.425 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.834 +2025-10-10 00:43:43,307 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.294 Mixup Loss: 1.434 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.842 +2025-10-10 00:46:07,060 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.295 Mixup Loss: 1.432 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.843 +2025-10-10 00:48:30,903 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.300 Mixup Loss: 1.436 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.851 +2025-10-10 00:50:55,631 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.292 Mixup Loss: 1.408 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.819 +2025-10-10 00:53:19,400 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.269 Mixup Loss: 1.403 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.777 +2025-10-10 00:55:43,580 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.300 Mixup Loss: 1.445 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.863 +2025-10-10 00:58:08,710 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.279 Mixup Loss: 1.394 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.785 +2025-10-10 01:00:32,610 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.313 Mixup Loss: 1.431 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 1.863 +2025-10-10 01:02:56,538 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.278 Mixup Loss: 1.396 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.778 +2025-10-10 01:05:25,035 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.938 FPR: 57.901 AUROC: 88.204 AUPR: 49.651 AURC: 24.936 EAURC: 17.349 AUPR Succ.: 98.077 ECE: 1.086 NLL: 4.270 Brier: 17.837 +2025-10-10 01:07:34,863 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 01:07:34,871 INFO Original Model Accuracy improved from 87.77 to 87.94!!! +2025-10-10 01:07:36,253 INFO ####### --- Training Epoch 7 --- ####### +2025-10-10 01:11:12,270 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.277 Mixup Loss: 1.412 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.771 +2025-10-10 01:13:36,930 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.260 Mixup Loss: 1.393 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.733 +2025-10-10 01:16:00,829 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.295 Mixup Loss: 1.451 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.834 +2025-10-10 01:18:25,223 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.276 Mixup Loss: 1.431 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.785 +2025-10-10 01:20:49,561 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.286 Mixup Loss: 1.448 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.819 +2025-10-10 01:23:14,762 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.308 Mixup Loss: 1.453 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.857 +2025-10-10 01:25:38,831 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.289 Mixup Loss: 1.417 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.808 +2025-10-10 01:28:03,131 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.289 Mixup Loss: 1.395 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.790 +2025-10-10 01:30:27,439 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.260 Mixup Loss: 1.420 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.796 +2025-10-10 01:32:52,444 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.275 Mixup Loss: 1.404 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.804 +2025-10-10 01:35:16,474 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.278 Mixup Loss: 1.404 CRL Loss: 0.135 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.817 +2025-10-10 01:37:40,765 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.299 Mixup Loss: 1.453 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 1.896 +2025-10-10 01:40:06,132 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.266 Mixup Loss: 1.367 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.764 +2025-10-10 01:42:30,474 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.275 Mixup Loss: 1.406 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.821 +2025-10-10 01:44:54,771 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.284 Mixup Loss: 1.425 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.850 +2025-10-10 01:47:19,203 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.294 Mixup Loss: 1.424 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.857 +2025-10-10 01:49:44,441 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.288 Mixup Loss: 1.409 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.830 +2025-10-10 01:52:08,747 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.259 Mixup Loss: 1.405 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.791 +2025-10-10 01:54:32,847 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.277 Mixup Loss: 1.401 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.807 +2025-10-10 01:56:57,379 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.257 Mixup Loss: 1.395 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.773 +2025-10-10 01:59:22,708 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.269 Mixup Loss: 1.389 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.785 +2025-10-10 02:01:46,969 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.274 Mixup Loss: 1.385 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.777 +2025-10-10 02:04:11,365 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.302 Mixup Loss: 1.433 CRL Loss: 0.135 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.870 +2025-10-10 02:06:35,628 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.266 Mixup Loss: 1.386 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.775 +2025-10-10 02:09:00,909 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.295 Mixup Loss: 1.426 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.844 +2025-10-10 02:11:25,235 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.283 Mixup Loss: 1.408 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.812 +2025-10-10 02:13:49,775 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.255 Mixup Loss: 1.397 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.755 +2025-10-10 02:16:14,533 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.260 Mixup Loss: 1.386 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.758 +2025-10-10 02:18:39,735 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.284 Mixup Loss: 1.391 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.797 +2025-10-10 02:21:04,116 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.295 Mixup Loss: 1.398 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.814 +2025-10-10 02:23:28,534 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.261 Mixup Loss: 1.366 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.736 +2025-10-10 02:25:54,030 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.265 Mixup Loss: 1.397 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.777 +2025-10-10 02:28:18,290 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.271 Mixup Loss: 1.420 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.803 +2025-10-10 02:30:42,726 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.271 Mixup Loss: 1.363 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.741 +2025-10-10 02:33:07,038 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.273 Mixup Loss: 1.403 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.789 +2025-10-10 02:35:32,369 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.262 Mixup Loss: 1.399 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.772 +2025-10-10 02:37:56,485 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.263 Mixup Loss: 1.384 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.765 +2025-10-10 02:40:20,155 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.280 Mixup Loss: 1.397 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 1.792 +2025-10-10 02:42:43,944 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.275 Mixup Loss: 1.383 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 1.759 +2025-10-10 02:45:08,939 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.276 Mixup Loss: 1.393 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.779 +2025-10-10 02:47:32,663 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.271 Mixup Loss: 1.381 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.764 +2025-10-10 02:49:56,504 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.277 Mixup Loss: 1.403 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.789 +2025-10-10 02:52:20,389 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.277 Mixup Loss: 1.372 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.758 +2025-10-10 02:54:45,024 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.276 Mixup Loss: 1.365 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.751 +2025-10-10 02:57:08,729 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.274 Mixup Loss: 1.366 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.753 +2025-10-10 02:59:32,437 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.252 Mixup Loss: 1.349 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.699 +2025-10-10 03:01:57,189 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.279 Mixup Loss: 1.384 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.775 +2025-10-10 03:04:21,030 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.258 Mixup Loss: 1.374 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.738 +2025-10-10 03:06:44,921 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.293 Mixup Loss: 1.383 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.790 +2025-10-10 03:09:09,162 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.257 Mixup Loss: 1.362 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.718 +2025-10-10 03:11:35,745 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.958 FPR: 56.635 AUROC: 88.461 AUPR: 51.192 AURC: 24.490 EAURC: 16.930 AUPR Succ.: 98.123 ECE: 1.050 NLL: 4.205 Brier: 17.677 +2025-10-10 03:13:48,561 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 03:13:48,567 INFO Original Model Accuracy improved from 87.94 to 87.96!!! +2025-10-10 03:13:49,862 INFO ####### --- Training Epoch 8 --- ####### +2025-10-10 03:17:23,070 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.259 Mixup Loss: 1.366 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.706 +2025-10-10 03:19:46,651 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.242 Mixup Loss: 1.355 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.675 +2025-10-10 03:22:10,473 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.277 Mixup Loss: 1.400 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.763 +2025-10-10 03:24:34,691 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.260 Mixup Loss: 1.349 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.685 +2025-10-10 03:26:59,860 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.267 Mixup Loss: 1.404 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.753 +2025-10-10 03:29:24,012 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.291 Mixup Loss: 1.394 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.781 +2025-10-10 03:31:48,620 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.269 Mixup Loss: 1.384 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.749 +2025-10-10 03:34:12,814 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.270 Mixup Loss: 1.389 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.761 +2025-10-10 03:36:37,989 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.248 Mixup Loss: 1.373 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.731 +2025-10-10 03:39:02,320 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.258 Mixup Loss: 1.353 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.729 +2025-10-10 03:41:26,669 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.258 Mixup Loss: 1.357 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.742 +2025-10-10 03:43:51,895 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.281 Mixup Loss: 1.403 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.820 +2025-10-10 03:46:16,324 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.253 Mixup Loss: 1.338 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.714 +2025-10-10 03:48:40,509 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.257 Mixup Loss: 1.345 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.732 +2025-10-10 03:51:04,869 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.269 Mixup Loss: 1.370 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.771 +2025-10-10 03:53:30,200 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.274 Mixup Loss: 1.402 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.805 +2025-10-10 03:55:54,334 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.273 Mixup Loss: 1.379 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.777 +2025-10-10 03:58:18,373 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.242 Mixup Loss: 1.351 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.711 +2025-10-10 04:00:42,449 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.258 Mixup Loss: 1.361 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.741 +2025-10-10 04:03:07,686 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.238 Mixup Loss: 1.356 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.707 +2025-10-10 04:05:31,594 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.251 Mixup Loss: 1.352 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.720 +2025-10-10 04:07:55,766 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.257 Mixup Loss: 1.361 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.728 +2025-10-10 04:10:19,761 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.283 Mixup Loss: 1.395 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.806 +2025-10-10 04:12:44,682 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.250 Mixup Loss: 1.354 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.719 +2025-10-10 04:15:08,196 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.275 Mixup Loss: 1.378 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.767 +2025-10-10 04:17:32,238 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.262 Mixup Loss: 1.363 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.737 +2025-10-10 04:19:56,544 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.241 Mixup Loss: 1.345 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.683 +2025-10-10 04:22:21,169 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.244 Mixup Loss: 1.348 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.696 +2025-10-10 04:24:45,229 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.272 Mixup Loss: 1.360 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.747 +2025-10-10 04:27:09,500 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.280 Mixup Loss: 1.378 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.772 +2025-10-10 04:29:34,728 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.244 Mixup Loss: 1.345 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.692 +2025-10-10 04:31:58,892 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.249 Mixup Loss: 1.359 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.717 +2025-10-10 04:34:22,519 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.253 Mixup Loss: 1.355 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.715 +2025-10-10 04:36:46,888 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.255 Mixup Loss: 1.338 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.694 +2025-10-10 04:39:12,419 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.257 Mixup Loss: 1.356 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.720 +2025-10-10 04:41:36,701 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.246 Mixup Loss: 1.356 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.705 +2025-10-10 04:44:00,979 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.247 Mixup Loss: 1.339 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.697 +2025-10-10 04:46:25,468 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.261 Mixup Loss: 1.362 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.732 +2025-10-10 04:48:50,866 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.259 Mixup Loss: 1.369 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.725 +2025-10-10 04:51:15,121 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.258 Mixup Loss: 1.350 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.711 +2025-10-10 04:53:39,081 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.255 Mixup Loss: 1.334 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.693 +2025-10-10 04:56:03,015 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.259 Mixup Loss: 1.344 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.706 +2025-10-10 04:58:27,919 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.257 Mixup Loss: 1.360 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.720 +2025-10-10 05:00:51,751 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.260 Mixup Loss: 1.337 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.699 +2025-10-10 05:03:15,700 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.256 Mixup Loss: 1.329 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.691 +2025-10-10 05:05:40,505 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.234 Mixup Loss: 1.305 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.632 +2025-10-10 05:08:04,220 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.260 Mixup Loss: 1.352 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.718 +2025-10-10 05:10:27,806 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.244 Mixup Loss: 1.331 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.676 +2025-10-10 05:12:51,601 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.276 Mixup Loss: 1.357 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.742 +2025-10-10 05:15:16,169 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.242 Mixup Loss: 1.317 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.653 +2025-10-10 05:17:43,219 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.062 FPR: 56.475 AUROC: 88.577 AUPR: 50.919 AURC: 24.035 EAURC: 16.608 AUPR Succ.: 98.160 ECE: 0.981 NLL: 4.143 Brier: 17.489 +2025-10-10 05:19:53,428 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 05:19:53,434 INFO Original Model Accuracy improved from 87.96 to 88.06!!! +2025-10-10 05:19:54,784 INFO ####### --- Training Epoch 9 --- ####### +2025-10-10 05:23:27,494 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.240 Mixup Loss: 1.357 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.676 +2025-10-10 05:25:51,053 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.225 Mixup Loss: 1.315 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.617 +2025-10-10 05:28:14,863 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.261 Mixup Loss: 1.363 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.710 +2025-10-10 05:30:39,916 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.241 Mixup Loss: 1.321 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.637 +2025-10-10 05:33:03,961 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.249 Mixup Loss: 1.370 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.699 +2025-10-10 05:35:28,146 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.272 Mixup Loss: 1.346 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 1.711 +2025-10-10 05:37:51,973 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.253 Mixup Loss: 1.343 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.688 +2025-10-10 05:40:16,534 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.255 Mixup Loss: 1.348 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.701 +2025-10-10 05:42:40,313 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.230 Mixup Loss: 1.326 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.660 +2025-10-10 05:45:04,118 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.241 Mixup Loss: 1.327 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.679 +2025-10-10 05:47:28,615 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.245 Mixup Loss: 1.337 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.700 +2025-10-10 05:49:52,542 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.264 Mixup Loss: 1.360 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.752 +2025-10-10 05:52:16,205 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.237 Mixup Loss: 1.306 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.659 +2025-10-10 05:54:40,194 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.244 Mixup Loss: 1.343 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.709 +2025-10-10 05:57:04,904 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.251 Mixup Loss: 1.340 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.716 +2025-10-10 05:59:28,728 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.258 Mixup Loss: 1.352 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.734 +2025-10-10 06:01:52,725 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.256 Mixup Loss: 1.335 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.707 +2025-10-10 06:04:16,791 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.227 Mixup Loss: 1.332 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.670 +2025-10-10 06:06:41,763 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.241 Mixup Loss: 1.322 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.678 +2025-10-10 06:09:05,605 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.224 Mixup Loss: 1.320 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.650 +2025-10-10 06:11:29,354 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.236 Mixup Loss: 1.298 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.645 +2025-10-10 06:13:53,558 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.238 Mixup Loss: 1.318 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.661 +2025-10-10 06:16:18,092 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.261 Mixup Loss: 1.361 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.742 +2025-10-10 06:18:41,977 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.235 Mixup Loss: 1.302 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.646 +2025-10-10 06:21:06,205 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.257 Mixup Loss: 1.367 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 1.734 +2025-10-10 06:23:30,198 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.249 Mixup Loss: 1.353 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.709 +2025-10-10 06:25:54,658 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.225 Mixup Loss: 1.316 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.633 +2025-10-10 06:28:18,413 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.229 Mixup Loss: 1.312 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.640 +2025-10-10 06:30:42,250 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.255 Mixup Loss: 1.341 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.706 +2025-10-10 06:33:06,826 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.263 Mixup Loss: 1.337 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.710 +2025-10-10 06:35:30,322 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.230 Mixup Loss: 1.308 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.636 +2025-10-10 06:37:53,894 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.232 Mixup Loss: 1.311 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.646 +2025-10-10 06:40:17,902 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.236 Mixup Loss: 1.331 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.666 +2025-10-10 06:42:42,711 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.239 Mixup Loss: 1.304 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.637 +2025-10-10 06:45:06,766 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.242 Mixup Loss: 1.327 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.670 +2025-10-10 06:47:30,972 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.229 Mixup Loss: 1.329 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.656 +2025-10-10 06:49:55,431 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.232 Mixup Loss: 1.304 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.641 +2025-10-10 06:52:20,936 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.247 Mixup Loss: 1.337 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.688 +2025-10-10 06:54:45,113 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.244 Mixup Loss: 1.316 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.651 +2025-10-10 06:57:08,934 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.241 Mixup Loss: 1.321 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.662 +2025-10-10 06:59:33,066 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.238 Mixup Loss: 1.329 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.667 +2025-10-10 07:01:58,524 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.243 Mixup Loss: 1.306 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.648 +2025-10-10 07:04:22,697 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.243 Mixup Loss: 1.325 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.665 +2025-10-10 07:06:47,111 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.247 Mixup Loss: 1.295 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.638 +2025-10-10 07:09:11,861 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.241 Mixup Loss: 1.292 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.635 +2025-10-10 07:11:36,164 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.221 Mixup Loss: 1.295 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.605 +2025-10-10 07:14:00,001 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.245 Mixup Loss: 1.320 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.666 +2025-10-10 07:16:23,846 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.230 Mixup Loss: 1.292 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.619 +2025-10-10 07:18:48,522 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.262 Mixup Loss: 1.326 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 1.691 +2025-10-10 07:21:12,004 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.228 Mixup Loss: 1.295 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.612 +2025-10-10 07:23:40,150 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.154 FPR: 56.846 AUROC: 88.569 AUPR: 50.775 AURC: 23.800 EAURC: 16.489 AUPR Succ.: 98.175 ECE: 1.132 NLL: 4.112 Brier: 17.407 +2025-10-10 07:25:52,849 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 07:25:52,855 INFO Original Model Accuracy improved from 88.06 to 88.15!!! +2025-10-10 07:25:54,167 INFO ####### --- Training Epoch 10 --- ####### +2025-10-10 07:29:25,981 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.232 Mixup Loss: 1.305 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.614 +2025-10-10 07:31:49,098 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.211 Mixup Loss: 1.292 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.576 +2025-10-10 07:34:13,241 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.245 Mixup Loss: 1.340 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.668 +2025-10-10 07:36:36,654 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.227 Mixup Loss: 1.298 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.597 +2025-10-10 07:39:00,223 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.236 Mixup Loss: 1.350 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.665 +2025-10-10 07:41:23,931 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.260 Mixup Loss: 1.336 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.685 +2025-10-10 07:43:48,428 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.237 Mixup Loss: 1.315 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.641 +2025-10-10 07:46:11,669 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.240 Mixup Loss: 1.302 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.635 +2025-10-10 07:48:35,134 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.218 Mixup Loss: 1.299 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.619 +2025-10-10 07:50:59,740 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.228 Mixup Loss: 1.291 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.623 +2025-10-10 07:53:23,214 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.230 Mixup Loss: 1.305 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.648 +2025-10-10 07:55:46,863 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.247 Mixup Loss: 1.320 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.689 +2025-10-10 07:58:10,428 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.219 Mixup Loss: 1.277 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.606 +2025-10-10 08:00:35,315 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.229 Mixup Loss: 1.303 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.647 +2025-10-10 08:02:58,717 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.238 Mixup Loss: 1.295 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.651 +2025-10-10 08:05:22,211 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.245 Mixup Loss: 1.319 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.680 +2025-10-10 08:07:46,006 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.247 Mixup Loss: 1.310 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.669 +2025-10-10 08:10:10,614 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.211 Mixup Loss: 1.288 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.604 +2025-10-10 08:12:34,211 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.226 Mixup Loss: 1.318 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.652 +2025-10-10 08:14:57,711 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.213 Mixup Loss: 1.294 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.608 +2025-10-10 08:17:21,423 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.224 Mixup Loss: 1.289 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.616 +2025-10-10 08:19:45,954 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.231 Mixup Loss: 1.312 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.642 +2025-10-10 08:22:09,900 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.249 Mixup Loss: 1.321 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.685 +2025-10-10 08:24:33,838 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.222 Mixup Loss: 1.297 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.622 +2025-10-10 08:26:58,712 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.244 Mixup Loss: 1.316 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.664 +2025-10-10 08:29:23,339 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.231 Mixup Loss: 1.303 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.636 +2025-10-10 08:31:47,090 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.214 Mixup Loss: 1.300 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.602 +2025-10-10 08:34:10,971 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.217 Mixup Loss: 1.287 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.597 +2025-10-10 08:36:36,381 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.241 Mixup Loss: 1.319 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.665 +2025-10-10 08:39:00,386 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.250 Mixup Loss: 1.319 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.673 +2025-10-10 08:41:24,462 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.216 Mixup Loss: 1.275 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.584 +2025-10-10 08:43:48,550 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.221 Mixup Loss: 1.290 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.609 +2025-10-10 08:46:13,940 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.223 Mixup Loss: 1.309 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.628 +2025-10-10 08:48:38,088 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.227 Mixup Loss: 1.268 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.584 +2025-10-10 08:51:02,075 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.226 Mixup Loss: 1.296 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.618 +2025-10-10 08:53:26,350 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.216 Mixup Loss: 1.295 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.604 +2025-10-10 08:55:51,296 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.221 Mixup Loss: 1.272 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.595 +2025-10-10 08:58:15,152 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.235 Mixup Loss: 1.301 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.636 +2025-10-10 09:00:39,027 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.229 Mixup Loss: 1.303 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.620 +2025-10-10 09:03:03,493 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.226 Mixup Loss: 1.285 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.605 +2025-10-10 09:05:28,174 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.227 Mixup Loss: 1.287 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.608 +2025-10-10 09:07:51,994 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.231 Mixup Loss: 1.292 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.620 +2025-10-10 09:10:15,944 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.230 Mixup Loss: 1.297 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.620 +2025-10-10 09:12:40,962 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.229 Mixup Loss: 1.266 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.587 +2025-10-10 09:15:05,446 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.225 Mixup Loss: 1.301 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.626 +2025-10-10 09:17:29,499 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.211 Mixup Loss: 1.256 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.552 +2025-10-10 09:19:53,460 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.234 Mixup Loss: 1.309 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 1.639 +2025-10-10 09:22:18,963 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.218 Mixup Loss: 1.285 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.596 +2025-10-10 09:24:43,007 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.248 Mixup Loss: 1.295 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.640 +2025-10-10 09:27:06,920 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.214 Mixup Loss: 1.269 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.569 +2025-10-10 09:29:34,290 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.154 FPR: 56.323 AUROC: 88.708 AUPR: 51.290 AURC: 23.608 EAURC: 16.297 AUPR Succ.: 98.196 ECE: 1.187 NLL: 4.082 Brier: 17.325 +2025-10-10 09:31:44,365 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 09:31:44,374 INFO ####### --- Training Epoch 11 --- ####### +2025-10-10 09:35:16,572 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.218 Mixup Loss: 1.304 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.599 +2025-10-10 09:37:41,566 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.201 Mixup Loss: 1.262 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.535 +2025-10-10 09:40:05,432 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.235 Mixup Loss: 1.328 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.643 +2025-10-10 09:42:29,378 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.217 Mixup Loss: 1.258 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.544 +2025-10-10 09:44:53,596 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.224 Mixup Loss: 1.307 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.608 +2025-10-10 09:47:18,550 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.245 Mixup Loss: 1.293 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.625 +2025-10-10 09:49:42,409 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.227 Mixup Loss: 1.297 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.609 +2025-10-10 09:52:06,302 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.229 Mixup Loss: 1.296 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.615 +2025-10-10 09:54:31,049 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.206 Mixup Loss: 1.295 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.596 +2025-10-10 09:56:55,531 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.214 Mixup Loss: 1.261 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.575 +2025-10-10 09:59:19,498 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.217 Mixup Loss: 1.254 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.578 +2025-10-10 10:01:43,593 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.236 Mixup Loss: 1.341 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.957 Tot. Loss: 1.692 +2025-10-10 10:04:08,923 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.250 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.561 +2025-10-10 10:06:32,921 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.218 Mixup Loss: 1.275 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.601 +2025-10-10 10:08:56,777 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.224 Mixup Loss: 1.280 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.617 +2025-10-10 10:11:20,814 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.232 Mixup Loss: 1.302 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.646 +2025-10-10 10:13:46,004 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.229 Mixup Loss: 1.315 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.650 +2025-10-10 10:16:09,882 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.812 CLS Loss: 0.203 Mixup Loss: 1.269 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.570 +2025-10-10 10:18:33,886 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.214 Mixup Loss: 1.287 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.604 +2025-10-10 10:20:57,945 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.202 Mixup Loss: 1.243 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.540 +2025-10-10 10:23:23,159 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.213 Mixup Loss: 1.276 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.588 +2025-10-10 10:25:47,500 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.217 Mixup Loss: 1.281 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.593 +2025-10-10 10:28:11,875 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.236 Mixup Loss: 1.303 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.648 +2025-10-10 10:30:36,539 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.211 Mixup Loss: 1.270 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.580 +2025-10-10 10:33:00,864 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.229 Mixup Loss: 1.303 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.632 +2025-10-10 10:35:24,725 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 1.278 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.595 +2025-10-10 10:37:48,599 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.969 CLS Loss: 0.206 Mixup Loss: 1.267 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.556 +2025-10-10 10:40:13,515 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.206 Mixup Loss: 1.257 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.552 +2025-10-10 10:42:37,256 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.231 Mixup Loss: 1.291 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 1.621 +2025-10-10 10:45:01,001 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.237 Mixup Loss: 1.298 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 1.635 +2025-10-10 10:47:24,704 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.206 Mixup Loss: 1.250 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.544 +2025-10-10 10:49:49,798 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.206 Mixup Loss: 1.269 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.569 +2025-10-10 10:52:13,761 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.213 Mixup Loss: 1.291 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.596 +2025-10-10 10:54:37,617 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.218 Mixup Loss: 1.263 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.566 +2025-10-10 10:57:01,559 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.212 Mixup Loss: 1.281 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 1.587 +2025-10-10 10:59:26,707 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.204 Mixup Loss: 1.281 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.576 +2025-10-10 11:01:50,819 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.209 Mixup Loss: 1.264 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.569 +2025-10-10 11:04:14,862 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.221 Mixup Loss: 1.286 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.603 +2025-10-10 11:06:38,797 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.219 Mixup Loss: 1.287 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.591 +2025-10-10 11:09:03,744 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.260 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.564 +2025-10-10 11:11:27,714 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.213 Mixup Loss: 1.264 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.567 +2025-10-10 11:13:51,709 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.220 Mixup Loss: 1.274 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.586 +2025-10-10 11:16:16,496 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.220 Mixup Loss: 1.282 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.590 +2025-10-10 11:18:40,676 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.309 Mixup Loss: 1.437 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 1.041 Tot. Loss: 1.850 +2025-10-10 11:21:04,622 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.234 Mixup Loss: 1.368 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.704 +2025-10-10 11:23:28,581 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.218 Mixup Loss: 1.393 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 1.699 +2025-10-10 11:25:53,582 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.232 Mixup Loss: 1.355 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.683 +2025-10-10 11:28:17,408 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.291 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.595 +2025-10-10 11:30:41,240 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.239 Mixup Loss: 1.320 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.655 +2025-10-10 11:33:04,691 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.209 Mixup Loss: 1.282 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.574 +2025-10-10 11:35:31,100 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.168 FPR: 56.542 AUROC: 88.700 AUPR: 51.226 AURC: 23.604 EAURC: 16.310 AUPR Succ.: 98.195 ECE: 1.327 NLL: 4.082 Brier: 17.327 +2025-10-10 11:37:42,203 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 11:37:42,209 INFO Original Model Accuracy improved from 88.15 to 88.17!!! +2025-10-10 11:37:43,428 INFO ####### --- Training Epoch 12 --- ####### +2025-10-10 11:41:18,193 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.208 Mixup Loss: 1.278 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.560 +2025-10-10 11:43:41,407 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.195 Mixup Loss: 1.266 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.531 +2025-10-10 11:46:05,142 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.225 Mixup Loss: 1.317 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.621 +2025-10-10 11:48:29,119 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.206 Mixup Loss: 1.263 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 1.535 +2025-10-10 11:50:54,097 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.218 Mixup Loss: 1.284 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 1.577 +2025-10-10 11:53:18,204 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.234 Mixup Loss: 1.294 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 1.614 +2025-10-10 11:55:42,163 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.217 Mixup Loss: 1.285 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 1.585 +2025-10-10 11:58:06,558 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.219 Mixup Loss: 1.262 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.567 +2025-10-10 12:00:30,318 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.196 Mixup Loss: 1.280 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 1.569 +2025-10-10 12:02:53,939 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.205 Mixup Loss: 1.257 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.558 +2025-10-10 12:05:17,378 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.208 Mixup Loss: 1.268 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.579 +2025-10-10 12:07:42,293 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.228 Mixup Loss: 1.309 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 1.646 +2025-10-10 12:10:06,289 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.202 Mixup Loss: 1.242 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.542 +2025-10-10 12:12:30,247 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.209 Mixup Loss: 1.238 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.551 +2025-10-10 12:14:54,513 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.218 Mixup Loss: 1.259 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.584 +2025-10-10 12:17:20,138 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.220 Mixup Loss: 1.282 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.608 +2025-10-10 12:19:44,438 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.223 Mixup Loss: 1.273 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.597 +2025-10-10 12:22:08,624 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.193 Mixup Loss: 1.277 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.565 +2025-10-10 12:24:33,122 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.204 Mixup Loss: 1.274 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.576 +2025-10-10 12:26:58,456 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.194 Mixup Loss: 1.260 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.546 +2025-10-10 12:29:22,775 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.203 Mixup Loss: 1.256 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.555 +2025-10-10 12:31:46,742 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.208 Mixup Loss: 1.276 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.573 +2025-10-10 12:34:11,113 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.225 Mixup Loss: 1.287 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.615 +2025-10-10 12:36:36,173 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.205 Mixup Loss: 1.259 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.558 +2025-10-10 12:39:00,304 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.217 Mixup Loss: 1.283 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.594 +2025-10-10 12:41:24,602 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.209 Mixup Loss: 1.271 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.572 +2025-10-10 12:43:49,986 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.197 Mixup Loss: 1.251 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.529 +2025-10-10 12:46:14,067 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.196 Mixup Loss: 1.250 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.532 +2025-10-10 12:48:38,099 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.274 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.909 Tot. Loss: 1.589 +2025-10-10 12:51:02,160 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.226 Mixup Loss: 1.263 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 1.586 +2025-10-10 12:53:27,095 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.193 Mixup Loss: 1.247 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.527 +2025-10-10 12:55:50,876 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.197 Mixup Loss: 1.255 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.540 +2025-10-10 12:58:14,521 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.203 Mixup Loss: 1.278 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.570 +2025-10-10 13:00:38,217 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.208 Mixup Loss: 1.247 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.537 +2025-10-10 13:03:03,070 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.205 Mixup Loss: 1.266 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.561 +2025-10-10 13:05:26,771 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.197 Mixup Loss: 1.260 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.543 +2025-10-10 13:07:50,438 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.201 Mixup Loss: 1.247 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.541 +2025-10-10 13:10:14,314 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.213 Mixup Loss: 1.265 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.569 +2025-10-10 13:12:39,199 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.207 Mixup Loss: 1.285 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.574 +2025-10-10 13:15:03,162 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.204 Mixup Loss: 1.252 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.541 +2025-10-10 13:17:27,313 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.206 Mixup Loss: 1.271 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.565 +2025-10-10 13:19:52,163 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.208 Mixup Loss: 1.252 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.550 +2025-10-10 13:22:16,831 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.212 Mixup Loss: 1.260 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.558 +2025-10-10 13:24:40,931 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.218 Mixup Loss: 1.241 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.545 +2025-10-10 13:27:05,266 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.212 Mixup Loss: 1.245 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.550 +2025-10-10 13:29:30,595 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.195 Mixup Loss: 1.235 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.508 +2025-10-10 13:31:54,845 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.214 Mixup Loss: 1.271 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.575 +2025-10-10 13:34:19,194 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 1.237 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.523 +2025-10-10 13:36:43,507 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.228 Mixup Loss: 1.256 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.575 +2025-10-10 13:39:08,880 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.199 Mixup Loss: 1.221 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.499 +2025-10-10 13:41:38,253 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.218 FPR: 56.086 AUROC: 88.771 AUPR: 51.094 AURC: 23.344 EAURC: 16.113 AUPR Succ.: 98.217 ECE: 1.405 NLL: 4.058 Brier: 17.262 +2025-10-10 13:43:47,638 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 13:43:47,644 INFO Original Model Accuracy improved from 88.17 to 88.22!!! +2025-10-10 13:43:48,962 INFO ####### --- Training Epoch 13 --- ####### +2025-10-10 13:47:21,596 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.200 Mixup Loss: 1.247 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.518 +2025-10-10 13:49:44,926 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.187 Mixup Loss: 1.232 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.486 +2025-10-10 13:52:09,014 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.213 Mixup Loss: 1.298 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.587 +2025-10-10 13:54:34,235 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.198 Mixup Loss: 1.255 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.517 +2025-10-10 13:56:57,983 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.206 Mixup Loss: 1.267 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.545 +2025-10-10 13:59:21,805 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.225 Mixup Loss: 1.278 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.585 +2025-10-10 14:01:46,524 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.208 Mixup Loss: 1.269 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.558 +2025-10-10 14:04:11,127 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.209 Mixup Loss: 1.234 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.527 +2025-10-10 14:06:35,135 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.247 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.524 +2025-10-10 14:08:58,854 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.198 Mixup Loss: 1.242 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.533 +2025-10-10 14:11:23,907 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.239 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.536 +2025-10-10 14:13:47,725 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.279 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.602 +2025-10-10 14:16:11,327 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.192 Mixup Loss: 1.243 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.530 +2025-10-10 14:18:34,963 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.198 Mixup Loss: 1.250 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.548 +2025-10-10 14:21:00,006 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.209 Mixup Loss: 1.253 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.564 +2025-10-10 14:23:23,859 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.210 Mixup Loss: 1.269 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.580 +2025-10-10 14:25:47,310 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.212 Mixup Loss: 1.256 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.563 +2025-10-10 14:28:10,564 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.185 Mixup Loss: 1.230 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.504 +2025-10-10 14:30:35,842 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.192 Mixup Loss: 1.260 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.547 +2025-10-10 14:33:00,019 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.227 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.498 +2025-10-10 14:35:24,174 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.196 Mixup Loss: 1.232 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.518 +2025-10-10 14:37:49,189 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.200 Mixup Loss: 1.244 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.531 +2025-10-10 14:40:14,226 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.215 Mixup Loss: 1.263 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.578 +2025-10-10 14:42:38,464 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.194 Mixup Loss: 1.224 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.508 +2025-10-10 14:45:02,095 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.210 Mixup Loss: 1.272 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.572 +2025-10-10 14:47:27,078 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.199 Mixup Loss: 1.257 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.545 +2025-10-10 14:49:51,159 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.187 Mixup Loss: 1.244 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.509 +2025-10-10 14:52:15,004 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.190 Mixup Loss: 1.238 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.510 +2025-10-10 14:54:38,874 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.211 Mixup Loss: 1.266 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.570 +2025-10-10 14:57:03,922 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.217 Mixup Loss: 1.254 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.563 +2025-10-10 14:59:28,192 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.188 Mixup Loss: 1.231 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.501 +2025-10-10 15:01:51,950 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.191 Mixup Loss: 1.245 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.521 +2025-10-10 15:04:15,739 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.195 Mixup Loss: 1.253 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.532 +2025-10-10 15:06:40,460 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.200 Mixup Loss: 1.231 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.509 +2025-10-10 15:09:04,396 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.195 Mixup Loss: 1.260 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.540 +2025-10-10 15:11:28,144 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.260 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.531 +2025-10-10 15:13:51,965 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.193 Mixup Loss: 1.217 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.501 +2025-10-10 15:16:16,655 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.203 Mixup Loss: 1.258 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.549 +2025-10-10 15:18:40,405 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.201 Mixup Loss: 1.247 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.526 +2025-10-10 15:21:04,144 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.194 Mixup Loss: 1.256 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.532 +2025-10-10 15:23:28,858 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.196 Mixup Loss: 1.232 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.511 +2025-10-10 15:25:53,044 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.203 Mixup Loss: 1.245 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.533 +2025-10-10 15:28:16,899 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.203 Mixup Loss: 1.257 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.542 +2025-10-10 15:30:40,721 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.206 Mixup Loss: 1.235 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.523 +2025-10-10 15:33:05,506 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.204 Mixup Loss: 1.239 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.532 +2025-10-10 15:35:29,615 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.187 Mixup Loss: 1.231 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.493 +2025-10-10 15:37:53,547 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.206 Mixup Loss: 1.253 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.546 +2025-10-10 15:40:17,678 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.222 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.497 +2025-10-10 15:42:42,535 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.219 Mixup Loss: 1.248 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.554 +2025-10-10 15:45:06,543 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.190 Mixup Loss: 1.229 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.496 +2025-10-10 15:47:33,725 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.230 FPR: 55.922 AUROC: 88.823 AUPR: 51.484 AURC: 23.225 EAURC: 16.009 AUPR Succ.: 98.229 ECE: 1.491 NLL: 4.045 Brier: 17.229 +2025-10-10 15:49:44,323 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 15:49:44,329 INFO Original Model Accuracy improved from 88.22 to 88.23!!! +2025-10-10 15:49:45,508 INFO ####### --- Training Epoch 14 --- ####### +2025-10-10 15:53:18,387 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.194 Mixup Loss: 1.231 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.494 +2025-10-10 15:55:42,487 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.177 Mixup Loss: 1.206 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.448 +2025-10-10 15:58:07,990 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.203 Mixup Loss: 1.256 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.536 +2025-10-10 16:00:32,300 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.189 Mixup Loss: 1.223 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.474 +2025-10-10 16:02:56,584 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.199 Mixup Loss: 1.272 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.542 +2025-10-10 16:05:21,935 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.265 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.563 +2025-10-10 16:07:46,576 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.200 Mixup Loss: 1.240 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.518 +2025-10-10 16:10:10,611 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.203 Mixup Loss: 1.255 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.540 +2025-10-10 16:12:34,786 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.252 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.515 +2025-10-10 16:15:00,415 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.190 Mixup Loss: 1.230 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.508 +2025-10-10 16:17:24,468 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.191 Mixup Loss: 1.221 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.508 +2025-10-10 16:19:48,457 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.209 Mixup Loss: 1.261 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.571 +2025-10-10 16:22:12,585 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.185 Mixup Loss: 1.233 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.507 +2025-10-10 16:24:38,138 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.192 Mixup Loss: 1.221 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.509 +2025-10-10 16:27:02,276 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.200 Mixup Loss: 1.241 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.541 +2025-10-10 16:29:26,502 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.202 Mixup Loss: 1.260 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.561 +2025-10-10 16:31:50,492 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.206 Mixup Loss: 1.252 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.550 +2025-10-10 16:34:16,124 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.178 Mixup Loss: 1.243 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.506 +2025-10-10 16:36:40,167 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.189 Mixup Loss: 1.246 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.525 +2025-10-10 16:39:03,688 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.177 Mixup Loss: 1.211 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.472 +2025-10-10 16:41:27,794 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.186 Mixup Loss: 1.230 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.502 +2025-10-10 16:43:52,044 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.194 Mixup Loss: 1.226 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.503 +2025-10-10 16:46:15,773 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.207 Mixup Loss: 1.255 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.559 +2025-10-10 16:48:39,468 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.185 Mixup Loss: 1.217 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.489 +2025-10-10 16:51:04,445 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.202 Mixup Loss: 1.250 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.538 +2025-10-10 16:53:28,442 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.245 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.522 +2025-10-10 16:55:52,382 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.183 Mixup Loss: 1.248 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.505 +2025-10-10 16:58:16,349 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.180 Mixup Loss: 1.225 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.483 +2025-10-10 17:00:41,471 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.204 Mixup Loss: 1.249 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 1.543 +2025-10-10 17:03:04,967 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.209 Mixup Loss: 1.243 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.541 +2025-10-10 17:05:28,439 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.180 Mixup Loss: 1.209 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.469 +2025-10-10 17:07:51,942 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.183 Mixup Loss: 1.206 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.469 +2025-10-10 17:10:16,879 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.188 Mixup Loss: 1.248 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.517 +2025-10-10 17:12:40,881 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.192 Mixup Loss: 1.219 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.487 +2025-10-10 17:15:04,834 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.188 Mixup Loss: 1.231 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.501 +2025-10-10 17:17:28,900 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.180 Mixup Loss: 1.227 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.487 +2025-10-10 17:19:54,055 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.210 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.482 +2025-10-10 17:22:18,320 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.195 Mixup Loss: 1.253 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.533 +2025-10-10 17:24:42,466 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.194 Mixup Loss: 1.252 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.523 +2025-10-10 17:27:07,476 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.234 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.499 +2025-10-10 17:29:31,427 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.189 Mixup Loss: 1.225 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.494 +2025-10-10 17:31:55,304 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.197 Mixup Loss: 1.242 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.522 +2025-10-10 17:34:19,462 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.196 Mixup Loss: 1.239 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.515 +2025-10-10 17:36:45,079 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.198 Mixup Loss: 1.212 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.490 +2025-10-10 17:39:09,436 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 1.209 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.493 +2025-10-10 17:41:33,519 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.181 Mixup Loss: 1.212 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.466 +2025-10-10 17:43:57,724 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.201 Mixup Loss: 1.243 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.527 +2025-10-10 17:46:23,098 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.217 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.483 +2025-10-10 17:48:47,441 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.213 Mixup Loss: 1.242 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.540 +2025-10-10 17:51:11,619 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.218 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.477 +2025-10-10 17:54:03,145 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.284 FPR: 55.889 AUROC: 88.753 AUPR: 51.013 AURC: 23.205 EAURC: 16.057 AUPR Succ.: 98.225 ECE: 1.559 NLL: 4.041 Brier: 17.210 +2025-10-10 17:56:16,915 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 17:56:16,921 INFO Original Model Accuracy improved from 88.23 to 88.28!!! +2025-10-10 17:56:18,224 INFO ####### --- Training Epoch 15 --- ####### +2025-10-10 17:59:54,057 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.188 Mixup Loss: 1.214 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.469 +2025-10-10 18:02:18,621 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.215 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.450 +2025-10-10 18:04:42,717 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.198 Mixup Loss: 1.245 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.518 +2025-10-10 18:07:06,657 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.184 Mixup Loss: 1.208 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.453 +2025-10-10 18:09:32,158 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.193 Mixup Loss: 1.236 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 1.499 +2025-10-10 18:11:57,076 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.211 Mixup Loss: 1.248 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.536 +2025-10-10 18:14:21,365 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.194 Mixup Loss: 1.220 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.489 +2025-10-10 18:16:45,542 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.197 Mixup Loss: 1.265 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.541 +2025-10-10 18:19:10,928 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.175 Mixup Loss: 1.219 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.476 +2025-10-10 18:21:35,176 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.183 Mixup Loss: 1.223 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.491 +2025-10-10 18:23:59,381 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 1.218 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.495 +2025-10-10 18:26:23,690 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.204 Mixup Loss: 1.251 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.552 +2025-10-10 18:28:48,808 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.178 Mixup Loss: 1.210 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.475 +2025-10-10 18:31:13,286 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.230 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.506 +2025-10-10 18:33:37,516 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.196 Mixup Loss: 1.233 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.525 +2025-10-10 18:36:01,821 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.194 Mixup Loss: 1.249 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.538 +2025-10-10 18:38:27,554 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.197 Mixup Loss: 1.251 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.539 +2025-10-10 18:40:52,211 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.171 Mixup Loss: 1.209 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.463 +2025-10-10 18:43:16,401 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.222 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.489 +2025-10-10 18:45:40,942 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.171 Mixup Loss: 1.209 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.462 +2025-10-10 18:48:05,371 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.183 Mixup Loss: 1.207 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.472 +2025-10-10 18:50:29,356 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.186 Mixup Loss: 1.227 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.494 +2025-10-10 18:52:53,397 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.201 Mixup Loss: 1.250 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.544 +2025-10-10 18:55:18,400 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.178 Mixup Loss: 1.226 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.487 +2025-10-10 18:57:43,058 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.194 Mixup Loss: 1.252 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.530 +2025-10-10 19:00:07,367 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.187 Mixup Loss: 1.227 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.496 +2025-10-10 19:02:31,614 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.176 Mixup Loss: 1.233 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.481 +2025-10-10 19:04:56,851 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.176 Mixup Loss: 1.217 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.468 +2025-10-10 19:07:21,252 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.199 Mixup Loss: 1.228 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.515 +2025-10-10 19:09:45,365 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.204 Mixup Loss: 1.223 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.513 +2025-10-10 19:12:09,296 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.173 Mixup Loss: 1.214 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.464 +2025-10-10 19:14:34,423 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.176 Mixup Loss: 1.221 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.475 +2025-10-10 19:16:58,794 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.182 Mixup Loss: 1.238 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.498 +2025-10-10 19:19:22,870 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.187 Mixup Loss: 1.214 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.475 +2025-10-10 19:21:47,340 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.182 Mixup Loss: 1.234 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.494 +2025-10-10 19:24:12,178 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.175 Mixup Loss: 1.218 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.470 +2025-10-10 19:26:36,583 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.182 Mixup Loss: 1.209 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.475 +2025-10-10 19:29:00,842 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.192 Mixup Loss: 1.232 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.506 +2025-10-10 19:31:25,943 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.188 Mixup Loss: 1.226 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.488 +2025-10-10 19:33:50,165 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.179 Mixup Loss: 1.210 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.465 +2025-10-10 19:36:14,557 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.184 Mixup Loss: 1.219 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.482 +2025-10-10 19:38:38,509 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.192 Mixup Loss: 1.209 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.481 +2025-10-10 19:41:03,607 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.190 Mixup Loss: 1.218 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.486 +2025-10-10 19:43:28,109 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.188 Mixup Loss: 1.228 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.494 +2025-10-10 19:45:52,073 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.189 Mixup Loss: 1.216 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.488 +2025-10-10 19:48:15,943 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.175 Mixup Loss: 1.197 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.442 +2025-10-10 19:50:40,930 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.227 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.502 +2025-10-10 19:53:05,333 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.179 Mixup Loss: 1.191 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.447 +2025-10-10 19:55:29,682 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.206 Mixup Loss: 1.237 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.525 +2025-10-10 19:57:53,698 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.200 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.448 +2025-10-10 20:00:25,082 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.282 FPR: 56.033 AUROC: 88.797 AUPR: 51.170 AURC: 23.134 EAURC: 15.983 AUPR Succ.: 98.233 ECE: 1.668 NLL: 4.037 Brier: 17.199 +2025-10-10 20:02:37,746 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 20:02:37,754 INFO ####### --- Training Epoch 16 --- ####### +2025-10-10 20:06:13,444 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.183 Mixup Loss: 1.217 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.467 +2025-10-10 20:08:37,208 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.166 Mixup Loss: 1.198 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.426 +2025-10-10 20:11:01,007 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 1.251 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.517 +2025-10-10 20:13:26,134 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.179 Mixup Loss: 1.201 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.438 +2025-10-10 20:15:50,300 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 1.227 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.484 +2025-10-10 20:18:14,519 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.204 Mixup Loss: 1.233 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.513 +2025-10-10 20:20:38,697 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.187 Mixup Loss: 1.227 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.488 +2025-10-10 20:23:04,200 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.191 Mixup Loss: 1.213 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.480 +2025-10-10 20:25:28,345 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.170 Mixup Loss: 1.235 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.484 +2025-10-10 20:27:52,759 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.222 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.483 +2025-10-10 20:30:16,798 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.201 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.471 +2025-10-10 20:32:42,232 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.196 Mixup Loss: 1.244 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.534 +2025-10-10 20:35:05,903 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.171 Mixup Loss: 1.191 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.446 +2025-10-10 20:37:29,638 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 1.202 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.471 +2025-10-10 20:39:53,210 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.187 Mixup Loss: 1.234 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.515 +2025-10-10 20:42:18,215 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.190 Mixup Loss: 1.247 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.528 +2025-10-10 20:44:42,191 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.193 Mixup Loss: 1.234 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.515 +2025-10-10 20:47:05,732 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.167 Mixup Loss: 1.193 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.439 +2025-10-10 20:49:30,187 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.174 Mixup Loss: 1.205 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.462 +2025-10-10 20:51:54,841 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.168 Mixup Loss: 1.193 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.439 +2025-10-10 20:54:19,204 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.179 Mixup Loss: 1.207 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.466 +2025-10-10 20:56:43,375 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.181 Mixup Loss: 1.219 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.478 +2025-10-10 20:59:08,351 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.195 Mixup Loss: 1.241 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.526 +2025-10-10 21:01:32,451 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.174 Mixup Loss: 1.222 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.478 +2025-10-10 21:03:56,286 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.190 Mixup Loss: 1.238 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.509 +2025-10-10 21:06:20,223 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.181 Mixup Loss: 1.225 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.485 +2025-10-10 21:08:45,370 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.173 Mixup Loss: 1.193 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.435 +2025-10-10 21:11:09,289 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.172 Mixup Loss: 1.210 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.454 +2025-10-10 21:13:33,412 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.193 Mixup Loss: 1.213 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.490 +2025-10-10 21:15:57,406 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.198 Mixup Loss: 1.215 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.496 +2025-10-10 21:18:22,492 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.170 Mixup Loss: 1.202 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.447 +2025-10-10 21:20:46,697 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.171 Mixup Loss: 1.214 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.461 +2025-10-10 21:23:10,547 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.179 Mixup Loss: 1.213 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.467 +2025-10-10 21:25:34,534 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.182 Mixup Loss: 1.198 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.451 +2025-10-10 21:27:59,633 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.223 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.478 +2025-10-10 21:30:23,890 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.171 Mixup Loss: 1.218 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.464 +2025-10-10 21:32:48,102 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.192 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.450 +2025-10-10 21:35:12,954 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.220 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.487 +2025-10-10 21:37:37,404 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.213 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.468 +2025-10-10 21:40:01,571 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.202 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.448 +2025-10-10 21:42:25,700 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.208 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.463 +2025-10-10 21:44:50,898 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.221 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.485 +2025-10-10 21:47:15,029 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.222 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.483 +2025-10-10 21:49:39,049 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.186 Mixup Loss: 1.201 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.460 +2025-10-10 21:52:03,186 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.184 Mixup Loss: 1.205 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.469 +2025-10-10 21:54:28,179 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.171 Mixup Loss: 1.188 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.426 +2025-10-10 21:56:51,917 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.234 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.500 +2025-10-10 21:59:15,984 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.199 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.450 +2025-10-10 22:01:39,728 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.203 Mixup Loss: 1.226 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.509 +2025-10-10 22:04:04,754 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.171 Mixup Loss: 1.196 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.438 +2025-10-10 22:06:33,349 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.316 FPR: 56.094 AUROC: 88.746 AUPR: 50.850 AURC: 23.106 EAURC: 15.997 AUPR Succ.: 98.232 ECE: 1.792 NLL: 4.036 Brier: 17.201 +2025-10-10 22:08:42,958 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-10 22:08:42,964 INFO Original Model Accuracy improved from 88.28 to 88.32!!! +2025-10-10 22:08:44,296 INFO ####### --- Training Epoch 17 --- ####### +2025-10-10 22:12:17,475 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.176 Mixup Loss: 1.227 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.467 +2025-10-10 22:14:40,974 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.162 Mixup Loss: 1.195 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.416 +2025-10-10 22:17:05,984 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.238 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.497 +2025-10-10 22:19:30,326 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.173 Mixup Loss: 1.206 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.436 +2025-10-10 22:21:54,040 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.184 Mixup Loss: 1.234 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.486 +2025-10-10 22:24:17,767 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.200 Mixup Loss: 1.236 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.510 +2025-10-10 22:26:42,854 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.186 Mixup Loss: 1.217 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.474 +2025-10-10 22:29:06,550 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.187 Mixup Loss: 1.222 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.485 +2025-10-10 22:31:30,358 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.166 Mixup Loss: 1.220 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.463 +2025-10-10 22:33:54,043 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 1.184 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.438 +2025-10-10 22:36:19,104 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 1.201 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.464 +2025-10-10 22:38:42,927 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.192 Mixup Loss: 1.218 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.500 +2025-10-10 22:41:06,770 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.169 Mixup Loss: 1.212 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.462 +2025-10-10 22:43:30,471 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 1.223 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.483 +2025-10-10 22:45:55,290 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.186 Mixup Loss: 1.222 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.498 +2025-10-10 22:48:18,804 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.231 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.506 +2025-10-10 22:50:42,688 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.188 Mixup Loss: 1.233 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.504 +2025-10-10 22:53:07,140 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.162 Mixup Loss: 1.203 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.442 +2025-10-10 22:55:31,575 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.172 Mixup Loss: 1.197 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.451 +2025-10-10 22:57:55,122 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.165 Mixup Loss: 1.211 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.451 +2025-10-10 23:00:18,571 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.448 +2025-10-10 23:02:43,153 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.178 Mixup Loss: 1.208 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.462 +2025-10-10 23:05:07,320 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.189 Mixup Loss: 1.245 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.521 +2025-10-10 23:07:31,120 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.171 Mixup Loss: 1.201 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.451 +2025-10-10 23:09:54,630 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.186 Mixup Loss: 1.228 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.492 +2025-10-10 23:12:19,733 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.176 Mixup Loss: 1.201 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.453 +2025-10-10 23:14:43,381 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.169 Mixup Loss: 1.221 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.458 +2025-10-10 23:17:07,352 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.166 Mixup Loss: 1.213 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.449 +2025-10-10 23:19:30,955 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.190 Mixup Loss: 1.234 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.506 +2025-10-10 23:21:55,723 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.195 Mixup Loss: 1.219 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.495 +2025-10-10 23:24:19,470 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.166 Mixup Loss: 1.183 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.421 +2025-10-10 23:26:43,301 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.170 Mixup Loss: 1.202 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.446 +2025-10-10 23:29:06,992 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.174 Mixup Loss: 1.218 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.466 +2025-10-10 23:31:32,004 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.180 Mixup Loss: 1.194 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.441 +2025-10-10 23:33:55,881 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.220 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.466 +2025-10-10 23:36:19,533 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.168 Mixup Loss: 1.209 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.448 +2025-10-10 23:38:43,657 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 1.207 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.460 +2025-10-10 23:41:07,591 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.189 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.449 +2025-10-10 23:43:31,310 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 1.212 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.462 +2025-10-10 23:45:54,794 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.173 Mixup Loss: 1.184 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.427 +2025-10-10 23:48:19,551 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.175 Mixup Loss: 1.207 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.455 +2025-10-10 23:50:42,908 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.184 Mixup Loss: 1.221 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.480 +2025-10-10 23:53:06,534 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.199 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.455 +2025-10-10 23:55:30,051 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.184 Mixup Loss: 1.184 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.439 +2025-10-10 23:57:54,795 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.183 Mixup Loss: 1.202 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.464 +2025-10-11 00:00:18,597 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.168 Mixup Loss: 1.186 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.420 +2025-10-11 00:02:42,606 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.185 Mixup Loss: 1.216 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.478 +2025-10-11 00:05:06,262 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.175 Mixup Loss: 1.203 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.450 +2025-10-11 00:07:31,308 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.199 Mixup Loss: 1.222 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.499 +2025-10-11 00:09:55,127 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 1.189 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.427 +2025-10-11 00:12:23,190 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.330 FPR: 56.144 AUROC: 88.739 AUPR: 50.500 AURC: 23.084 EAURC: 15.993 AUPR Succ.: 98.233 ECE: 1.845 NLL: 4.036 Brier: 17.187 +2025-10-11 00:14:33,296 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-11 00:14:33,301 INFO Original Model Accuracy improved from 88.32 to 88.33!!! +2025-10-11 00:14:34,584 INFO ####### --- Training Epoch 18 --- ####### +2025-10-11 00:18:07,441 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.435 +2025-10-11 00:20:31,558 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.160 Mixup Loss: 1.202 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.420 +2025-10-11 00:22:55,362 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.186 Mixup Loss: 1.243 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.501 +2025-10-11 00:25:19,382 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.172 Mixup Loss: 1.190 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.417 +2025-10-11 00:27:43,189 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 1.226 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.472 +2025-10-11 00:30:08,701 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.197 Mixup Loss: 1.237 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.506 +2025-10-11 00:32:32,678 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.181 Mixup Loss: 1.218 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.469 +2025-10-11 00:34:56,866 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.184 Mixup Loss: 1.214 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.471 +2025-10-11 00:37:20,683 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.163 Mixup Loss: 1.223 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.460 +2025-10-11 00:39:45,845 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.188 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.439 +2025-10-11 00:42:09,629 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.173 Mixup Loss: 1.190 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.447 +2025-10-11 00:44:33,599 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.189 Mixup Loss: 1.237 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.514 +2025-10-11 00:46:57,344 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.167 Mixup Loss: 1.184 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.428 +2025-10-11 00:49:22,417 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.203 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.461 +2025-10-11 00:51:46,250 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.184 Mixup Loss: 1.234 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.505 +2025-10-11 00:54:10,263 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.181 Mixup Loss: 1.219 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.486 +2025-10-11 00:56:34,596 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.186 Mixup Loss: 1.210 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.477 +2025-10-11 00:58:58,999 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.162 Mixup Loss: 1.204 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.440 +2025-10-11 01:01:22,884 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.170 Mixup Loss: 1.208 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.456 +2025-10-11 01:03:47,036 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.161 Mixup Loss: 1.198 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.433 +2025-10-11 01:06:11,861 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.173 Mixup Loss: 1.203 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.451 +2025-10-11 01:08:36,135 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.176 Mixup Loss: 1.216 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.465 +2025-10-11 01:11:00,187 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.187 Mixup Loss: 1.240 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.512 +2025-10-11 01:13:24,092 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.168 Mixup Loss: 1.206 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.450 +2025-10-11 01:15:49,180 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.181 Mixup Loss: 1.251 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.509 +2025-10-11 01:18:13,158 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.173 Mixup Loss: 1.212 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.460 +2025-10-11 01:20:37,503 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.168 Mixup Loss: 1.193 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.427 +2025-10-11 01:23:01,521 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.164 Mixup Loss: 1.197 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.430 +2025-10-11 01:25:26,661 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.187 Mixup Loss: 1.214 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.482 +2025-10-11 01:27:50,265 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 1.208 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.479 +2025-10-11 01:30:14,010 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.164 Mixup Loss: 1.197 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.431 +2025-10-11 01:32:38,036 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.165 Mixup Loss: 1.198 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.435 +2025-10-11 01:35:02,847 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.171 Mixup Loss: 1.213 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.454 +2025-10-11 01:37:26,610 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.175 Mixup Loss: 1.184 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.425 +2025-10-11 01:39:50,844 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.171 Mixup Loss: 1.215 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.458 +2025-10-11 01:42:15,760 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.164 Mixup Loss: 1.208 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.442 +2025-10-11 01:44:40,178 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.171 Mixup Loss: 1.176 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.425 +2025-10-11 01:47:04,330 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.209 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.466 +2025-10-11 01:49:28,508 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.177 Mixup Loss: 1.204 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.449 +2025-10-11 01:51:53,842 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 1.185 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.423 +2025-10-11 01:54:17,569 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.172 Mixup Loss: 1.216 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.459 +2025-10-11 01:56:41,098 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 1.199 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.455 +2025-10-11 01:59:04,612 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.181 Mixup Loss: 1.215 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.467 +2025-10-11 02:01:29,454 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.201 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.452 +2025-10-11 02:03:53,099 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.438 +2025-10-11 02:06:16,862 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.165 Mixup Loss: 1.180 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.408 +2025-10-11 02:08:40,388 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.230 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.487 +2025-10-11 02:11:05,003 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.207 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.450 +2025-10-11 02:13:28,607 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.196 Mixup Loss: 1.232 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.505 +2025-10-11 02:15:52,327 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.167 Mixup Loss: 1.180 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.414 +2025-10-11 02:18:21,717 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.314 FPR: 55.845 AUROC: 88.791 AUPR: 51.035 AURC: 23.052 EAURC: 15.941 AUPR Succ.: 98.238 ECE: 1.894 NLL: 4.034 Brier: 17.180 +2025-10-11 02:20:34,892 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-11 02:20:34,900 INFO ####### --- Training Epoch 19 --- ####### +2025-10-11 02:24:09,720 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.173 Mixup Loss: 1.212 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.446 +2025-10-11 02:26:33,894 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.158 Mixup Loss: 1.192 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.408 +2025-10-11 02:28:57,758 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.240 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.492 +2025-10-11 02:31:22,011 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 96.156 CLS Loss: 0.169 Mixup Loss: 1.193 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.416 +2025-10-11 02:33:47,006 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.220 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.461 +2025-10-11 02:36:11,250 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.195 Mixup Loss: 1.215 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.481 +2025-10-11 02:38:35,339 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.221 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.468 +2025-10-11 02:40:59,595 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.183 Mixup Loss: 1.206 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.460 +2025-10-11 02:43:24,597 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.162 Mixup Loss: 1.217 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.450 +2025-10-11 02:45:48,610 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.170 Mixup Loss: 1.189 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.436 +2025-10-11 02:48:12,963 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.171 Mixup Loss: 1.202 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.454 +2025-10-11 02:50:37,199 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.186 Mixup Loss: 1.235 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.505 +2025-10-11 02:53:02,548 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.164 Mixup Loss: 1.189 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.429 +2025-10-11 02:55:26,767 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.170 Mixup Loss: 1.184 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.436 +2025-10-11 02:57:51,205 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.180 Mixup Loss: 1.214 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.480 +2025-10-11 03:00:15,957 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.179 Mixup Loss: 1.208 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.470 +2025-10-11 03:02:40,607 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.184 Mixup Loss: 1.203 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.467 +2025-10-11 03:05:04,518 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.160 Mixup Loss: 1.188 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.421 +2025-10-11 03:07:28,563 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.167 Mixup Loss: 1.199 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.442 +2025-10-11 03:09:53,437 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.158 Mixup Loss: 1.198 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.428 +2025-10-11 03:12:17,872 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.170 Mixup Loss: 1.182 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.425 +2025-10-11 03:14:41,839 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.175 Mixup Loss: 1.206 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.452 +2025-10-11 03:17:06,312 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.186 Mixup Loss: 1.240 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.508 +2025-10-11 03:19:31,691 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.165 Mixup Loss: 1.205 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.446 +2025-10-11 03:21:55,628 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.180 Mixup Loss: 1.234 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.488 +2025-10-11 03:24:19,390 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.170 Mixup Loss: 1.215 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.458 +2025-10-11 03:26:43,433 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.164 Mixup Loss: 1.201 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.429 +2025-10-11 03:29:08,276 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.164 Mixup Loss: 1.198 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.428 +2025-10-11 03:31:32,286 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.185 Mixup Loss: 1.209 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.473 +2025-10-11 03:33:56,332 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.190 Mixup Loss: 1.218 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.485 +2025-10-11 03:36:20,552 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.159 Mixup Loss: 1.189 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.417 +2025-10-11 03:38:44,824 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.165 Mixup Loss: 1.204 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.440 +2025-10-11 03:41:08,432 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.169 Mixup Loss: 1.204 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.442 +2025-10-11 03:43:32,305 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.173 Mixup Loss: 1.193 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.431 +2025-10-11 03:45:56,735 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.170 Mixup Loss: 1.207 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.446 +2025-10-11 03:48:21,037 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.163 Mixup Loss: 1.206 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.436 +2025-10-11 03:50:45,054 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.170 Mixup Loss: 1.180 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.425 +2025-10-11 03:53:09,358 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.216 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.469 +2025-10-11 03:55:34,068 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.175 Mixup Loss: 1.217 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.459 +2025-10-11 03:57:58,312 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.167 Mixup Loss: 1.197 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.431 +2025-10-11 04:00:22,322 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.171 Mixup Loss: 1.206 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.447 +2025-10-11 04:02:46,549 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.210 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.463 +2025-10-11 04:05:11,714 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.219 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.468 +2025-10-11 04:07:35,695 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.178 Mixup Loss: 1.179 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.424 +2025-10-11 04:09:59,487 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 1.185 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.436 +2025-10-11 04:12:23,370 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.163 Mixup Loss: 1.170 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.396 +2025-10-11 04:14:48,148 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.181 Mixup Loss: 1.228 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.483 +2025-10-11 04:17:12,065 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.168 Mixup Loss: 1.193 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.430 +2025-10-11 04:19:35,655 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.194 Mixup Loss: 1.220 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.488 +2025-10-11 04:21:59,761 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.164 Mixup Loss: 1.178 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.407 +2025-10-11 04:24:25,554 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.312 FPR: 55.373 AUROC: 88.798 AUPR: 50.916 AURC: 23.039 EAURC: 15.925 AUPR Succ.: 98.240 ECE: 1.999 NLL: 4.035 Brier: 17.176 +2025-10-11 04:26:38,417 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-11 04:26:38,425 INFO ####### --- Training Epoch 20 --- ####### +2025-10-11 04:30:11,467 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.171 Mixup Loss: 1.205 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.437 +2025-10-11 04:32:34,519 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.157 Mixup Loss: 1.193 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.405 +2025-10-11 04:34:58,116 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 1.226 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.474 +2025-10-11 04:37:22,503 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 96.156 CLS Loss: 0.168 Mixup Loss: 1.196 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.417 +2025-10-11 04:39:46,738 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.175 Mixup Loss: 1.245 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.483 +2025-10-11 04:42:10,426 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.194 Mixup Loss: 1.218 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.481 +2025-10-11 04:44:34,494 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.179 Mixup Loss: 1.213 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.458 +2025-10-11 04:46:59,543 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.181 Mixup Loss: 1.219 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.470 +2025-10-11 04:49:23,476 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.160 Mixup Loss: 1.200 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.430 +2025-10-11 04:51:47,432 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.196 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.440 +2025-10-11 04:54:11,530 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.173 Mixup Loss: 1.188 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.441 +2025-10-11 04:56:36,549 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.183 Mixup Loss: 1.241 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.507 +2025-10-11 04:59:00,486 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.164 Mixup Loss: 1.184 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.422 +2025-10-11 05:01:24,586 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 1.196 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.443 +2025-10-11 05:03:49,140 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.180 Mixup Loss: 1.213 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.476 +2025-10-11 05:06:13,869 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.181 Mixup Loss: 1.216 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.478 +2025-10-11 05:08:37,838 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.183 Mixup Loss: 1.199 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.459 +2025-10-11 05:11:01,882 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.158 Mixup Loss: 1.198 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.427 +2025-10-11 05:13:26,934 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.210 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.450 +2025-10-11 05:15:51,385 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.159 Mixup Loss: 1.177 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.406 +2025-10-11 05:18:15,669 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.169 Mixup Loss: 1.191 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.431 +2025-10-11 05:20:40,115 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.173 Mixup Loss: 1.200 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.443 +2025-10-11 05:23:05,478 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.184 Mixup Loss: 1.221 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.486 +2025-10-11 05:25:29,811 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.165 Mixup Loss: 1.187 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.425 +2025-10-11 05:27:53,943 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.180 Mixup Loss: 1.216 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.468 +2025-10-11 05:30:18,221 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.170 Mixup Loss: 1.198 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.439 +2025-10-11 05:32:43,230 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.164 Mixup Loss: 1.202 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.428 +2025-10-11 05:35:07,063 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.159 Mixup Loss: 1.202 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.426 +2025-10-11 05:37:30,865 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.183 Mixup Loss: 1.209 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.468 +2025-10-11 05:39:55,328 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.188 Mixup Loss: 1.204 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.469 +2025-10-11 05:42:19,542 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.159 Mixup Loss: 1.188 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.414 +2025-10-11 05:44:43,040 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.163 Mixup Loss: 1.203 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.435 +2025-10-11 05:47:06,674 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.167 Mixup Loss: 1.216 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.451 +2025-10-11 05:49:30,956 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.173 Mixup Loss: 1.194 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.430 +2025-10-11 05:51:55,127 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 1.212 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.450 +2025-10-11 05:54:18,683 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.162 Mixup Loss: 1.186 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.413 +2025-10-11 05:56:42,416 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.171 Mixup Loss: 1.190 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.433 +2025-10-11 05:59:07,401 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 1.198 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.448 +2025-10-11 06:01:31,663 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.175 Mixup Loss: 1.217 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.458 +2025-10-11 06:03:55,197 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.199 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.429 +2025-10-11 06:06:18,868 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.171 Mixup Loss: 1.192 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.431 +2025-10-11 06:08:43,683 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.179 Mixup Loss: 1.201 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.451 +2025-10-11 06:11:07,271 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.179 Mixup Loss: 1.209 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.455 +2025-10-11 06:13:30,879 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.176 Mixup Loss: 1.193 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.434 +2025-10-11 06:15:54,835 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.184 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.434 +2025-10-11 06:18:19,458 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.162 Mixup Loss: 1.190 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.413 +2025-10-11 06:20:43,087 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.179 Mixup Loss: 1.216 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.466 +2025-10-11 06:23:06,774 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.168 Mixup Loss: 1.180 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.416 +2025-10-11 06:25:31,521 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.220 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.487 +2025-10-11 06:27:56,192 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.164 Mixup Loss: 1.173 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.401 +2025-10-11 06:30:23,507 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.306 FPR: 55.122 AUROC: 88.808 AUPR: 51.035 AURC: 23.043 EAURC: 15.922 AUPR Succ.: 98.240 ECE: 2.072 NLL: 4.038 Brier: 17.182 +2025-10-11 06:32:34,839 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 0.116 FPR: 96.620 AUROC: 47.935 AUPR: 99.872 AURC: 998.897 EAURC: 7.898 AUPR Succ.: 0.111 ECE: 10.506 NLL: 88.372 Brier: 102.626 +2025-10-11 06:32:34,847 INFO ####### --- Training Epoch 21 --- ####### +2025-10-11 06:36:06,851 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.168 Mixup Loss: 1.188 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.416 +2025-10-11 06:38:30,616 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.155 Mixup Loss: 1.183 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.393 +2025-10-11 06:40:55,511 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.227 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.476 +2025-10-11 06:43:19,767 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.169 Mixup Loss: 1.196 CRL Loss: 0.051 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.417 +2025-10-11 06:45:44,145 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.175 Mixup Loss: 1.207 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.443 +2025-10-11 06:48:08,493 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 1.216 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.478 +2025-10-11 06:50:33,922 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.178 Mixup Loss: 1.217 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.459 +2025-10-11 06:52:58,207 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.180 Mixup Loss: 1.198 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.447 +2025-10-11 06:55:22,488 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.159 Mixup Loss: 1.185 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.414 +2025-10-11 06:57:47,109 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.167 Mixup Loss: 1.186 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.425 +2025-10-11 07:00:12,645 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.171 Mixup Loss: 1.201 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.449 +2025-10-11 07:02:36,963 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.184 Mixup Loss: 1.231 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.495 +2025-10-11 07:05:00,745 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.164 Mixup Loss: 1.178 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.414 +2025-10-11 07:07:25,443 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.169 Mixup Loss: 1.195 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.440 +2025-10-11 07:09:49,951 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 1.208 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.467 +2025-10-11 07:12:13,759 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.179 Mixup Loss: 1.228 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.487 +2025-10-11 07:14:37,910 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.182 Mixup Loss: 1.213 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.470 +2025-10-11 07:17:03,262 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.155 Mixup Loss: 1.193 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.416 +2025-10-11 07:19:27,431 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.164 Mixup Loss: 1.182 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.419 +2025-10-11 07:21:51,369 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.157 Mixup Loss: 1.193 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.418 +2025-10-11 07:24:15,370 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.168 Mixup Loss: 1.185 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.423 +2025-10-11 07:26:40,649 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.173 Mixup Loss: 1.211 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.452 +2025-10-11 07:29:04,961 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.183 Mixup Loss: 1.218 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.480 +2025-10-11 07:31:28,951 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.163 Mixup Loss: 1.187 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.423 +2025-10-11 07:33:53,446 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.178 Mixup Loss: 1.221 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.469 +2025-10-11 07:36:18,990 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.168 Mixup Loss: 1.190 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.426 +2025-10-11 07:38:43,079 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.163 Mixup Loss: 1.195 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.419 +2025-10-11 07:41:07,323 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.161 Mixup Loss: 1.181 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.405 +2025-10-11 07:43:32,185 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.184 Mixup Loss: 1.228 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.486 +2025-10-11 07:45:57,061 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.189 Mixup Loss: 1.207 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.471 +2025-10-11 07:48:21,091 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.157 Mixup Loss: 1.188 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.410 +2025-10-11 07:50:45,144 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.163 Mixup Loss: 1.192 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.422 +2025-10-11 07:53:10,170 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.168 Mixup Loss: 1.218 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.452 +2025-10-11 07:55:34,636 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.172 Mixup Loss: 1.199 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.431 +2025-10-11 07:57:58,511 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.169 Mixup Loss: 1.202 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.438 +2025-10-11 08:00:22,535 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.162 Mixup Loss: 1.197 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.423 +2025-10-11 08:02:46,878 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.170 Mixup Loss: 1.192 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.434 +2025-10-11 08:05:10,904 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.177 Mixup Loss: 1.213 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.460 +2025-10-11 08:07:34,644 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.173 Mixup Loss: 1.214 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.450 +2025-10-11 08:09:58,711 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.166 Mixup Loss: 1.190 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.420 +2025-10-11 08:12:24,209 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.170 Mixup Loss: 1.198 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.436 +2025-10-11 08:14:48,478 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.176 Mixup Loss: 1.197 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.443 +2025-10-11 08:17:12,839 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.177 Mixup Loss: 1.208 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.451 +2025-10-11 08:19:37,462 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.180 Mixup Loss: 1.185 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.429 +2025-10-11 08:22:02,422 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.177 Mixup Loss: 1.192 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.442 +2025-10-11 08:24:26,542 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.161 Mixup Loss: 1.177 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.398 +2025-10-11 08:26:50,692 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 1.215 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.463 +2025-10-11 08:29:15,524 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.166 Mixup Loss: 1.192 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.424 +2025-10-11 08:31:40,248 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.192 Mixup Loss: 1.205 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.469 +2025-10-11 08:34:04,196 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.164 Mixup Loss: 1.189 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. 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Loss: 13.832 +2025-10-13 11:18:12,582 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.469 CLS Loss: 6.831 Mixup Loss: 6.878 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.840 Tot. Loss: 13.709 +2025-10-13 11:19:01,056 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.875 CLS Loss: 6.770 Mixup Loss: 6.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.782 Tot. Loss: 13.613 +2025-10-13 11:19:49,633 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.594 CLS Loss: 6.690 Mixup Loss: 6.800 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.704 Tot. Loss: 13.489 +2025-10-13 11:20:38,234 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.188 CLS Loss: 6.621 Mixup Loss: 6.761 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.645 Tot. Loss: 13.381 +2025-10-13 11:21:27,027 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.906 CLS Loss: 6.540 Mixup Loss: 6.713 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.573 Tot. Loss: 13.253 +2025-10-13 11:22:15,753 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.875 CLS Loss: 6.474 Mixup Loss: 6.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.511 Tot. Loss: 13.152 +2025-10-13 11:23:04,518 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.500 CLS Loss: 6.414 Mixup Loss: 6.634 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.453 Tot. Loss: 13.048 +2025-10-13 11:23:53,307 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 17.156 CLS Loss: 6.334 Mixup Loss: 6.601 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.380 Tot. Loss: 12.935 +2025-10-13 11:24:42,339 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 23.781 CLS Loss: 6.263 Mixup Loss: 6.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.313 Tot. Loss: 12.815 +2025-10-13 11:25:31,205 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 31.062 CLS Loss: 6.179 Mixup Loss: 6.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.235 Tot. Loss: 12.687 +2025-10-13 11:26:20,102 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 34.844 CLS Loss: 6.111 Mixup Loss: 6.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.183 Tot. Loss: 12.571 +2025-10-13 11:27:09,125 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 39.875 CLS Loss: 6.049 Mixup Loss: 6.432 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.115 Tot. Loss: 12.481 +2025-10-13 11:27:58,104 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.656 CLS Loss: 5.959 Mixup Loss: 6.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.039 Tot. Loss: 12.345 +2025-10-13 11:28:47,138 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 50.969 CLS Loss: 5.897 Mixup Loss: 6.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.987 Tot. Loss: 12.251 +2025-10-13 11:29:36,040 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 54.469 CLS Loss: 5.828 Mixup Loss: 6.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.912 Tot. Loss: 12.137 +2025-10-13 11:30:25,007 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 57.531 CLS Loss: 5.755 Mixup Loss: 6.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.847 Tot. Loss: 12.015 +2025-10-13 11:31:14,056 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 60.312 CLS Loss: 5.686 Mixup Loss: 6.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.784 Tot. Loss: 11.920 +2025-10-13 11:32:02,970 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.875 CLS Loss: 5.613 Mixup Loss: 6.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.716 Tot. Loss: 11.785 +2025-10-13 11:32:51,924 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.625 CLS Loss: 5.538 Mixup Loss: 6.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.645 Tot. Loss: 11.682 +2025-10-13 11:33:40,828 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.062 CLS Loss: 5.481 Mixup Loss: 6.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.615 Tot. Loss: 11.593 +2025-10-13 11:34:29,720 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.594 CLS Loss: 5.396 Mixup Loss: 6.054 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.516 Tot. Loss: 11.450 +2025-10-13 11:35:18,872 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.188 CLS Loss: 5.332 Mixup Loss: 6.013 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.451 Tot. Loss: 11.345 +2025-10-13 11:36:07,871 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.031 CLS Loss: 5.246 Mixup Loss: 5.975 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.375 Tot. Loss: 11.221 +2025-10-13 11:36:56,823 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.156 CLS Loss: 5.192 Mixup Loss: 5.940 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.328 Tot. Loss: 11.132 +2025-10-13 11:37:45,725 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.156 CLS Loss: 5.112 Mixup Loss: 5.905 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.260 Tot. Loss: 11.016 +2025-10-13 11:38:34,711 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.406 CLS Loss: 5.052 Mixup Loss: 5.863 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.208 Tot. Loss: 10.915 +2025-10-13 11:39:23,729 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.156 CLS Loss: 4.979 Mixup Loss: 5.835 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.131 Tot. Loss: 10.814 +2025-10-13 11:40:12,691 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.594 CLS Loss: 4.927 Mixup Loss: 5.789 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.087 Tot. Loss: 10.716 +2025-10-13 11:41:01,683 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.469 CLS Loss: 4.864 Mixup Loss: 5.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.010 Tot. Loss: 10.631 +2025-10-13 11:41:50,543 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.438 CLS Loss: 4.759 Mixup Loss: 5.685 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.938 Tot. Loss: 10.444 +2025-10-13 11:42:39,479 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.219 CLS Loss: 4.697 Mixup Loss: 5.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.881 Tot. Loss: 10.357 +2025-10-13 11:43:28,431 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.562 CLS Loss: 4.629 Mixup Loss: 5.606 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.810 Tot. Loss: 10.235 +2025-10-13 11:44:17,362 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.469 CLS Loss: 4.553 Mixup Loss: 5.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.744 Tot. Loss: 10.143 +2025-10-13 11:45:06,311 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.438 CLS Loss: 4.512 Mixup Loss: 5.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.710 Tot. Loss: 10.064 +2025-10-13 11:45:55,289 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.406 CLS Loss: 4.399 Mixup Loss: 5.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.597 Tot. Loss: 9.886 +2025-10-13 11:46:44,712 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.031 CLS Loss: 4.347 Mixup Loss: 5.464 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.550 Tot. Loss: 9.811 +2025-10-13 11:47:33,687 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.562 CLS Loss: 4.284 Mixup Loss: 5.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.502 Tot. Loss: 9.697 +2025-10-13 11:48:22,563 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.438 CLS Loss: 4.237 Mixup Loss: 5.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.448 Tot. Loss: 9.605 +2025-10-13 11:49:11,543 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.625 CLS Loss: 4.189 Mixup Loss: 5.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.419 Tot. Loss: 9.576 +2025-10-13 11:50:00,543 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.219 CLS Loss: 4.119 Mixup Loss: 5.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.351 Tot. Loss: 9.451 +2025-10-13 11:50:49,571 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 79.875 CLS Loss: 4.017 Mixup Loss: 5.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.236 Tot. Loss: 9.286 +2025-10-13 11:51:38,638 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.781 CLS Loss: 3.950 Mixup Loss: 5.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.203 Tot. Loss: 9.184 +2025-10-13 11:52:27,593 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.344 CLS Loss: 3.892 Mixup Loss: 5.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.120 Tot. Loss: 9.085 +2025-10-13 11:53:17,067 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 79.781 CLS Loss: 3.820 Mixup Loss: 5.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.050 Tot. Loss: 8.956 +2025-10-13 11:54:05,998 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.188 CLS Loss: 3.793 Mixup Loss: 5.129 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.045 Tot. Loss: 8.922 +2025-10-13 11:54:54,980 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 3.757 Mixup Loss: 5.123 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.015 Tot. Loss: 8.880 +2025-10-13 11:55:44,033 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.125 CLS Loss: 3.626 Mixup Loss: 5.033 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.893 Tot. Loss: 8.659 +2025-10-13 11:56:32,980 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 80.969 CLS Loss: 3.595 Mixup Loss: 5.010 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.861 Tot. Loss: 8.605 +2025-10-13 11:57:21,859 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.250 CLS Loss: 3.521 Mixup Loss: 4.991 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.777 Tot. Loss: 8.512 +2025-10-13 11:59:44,651 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.600 FPR: 71.748 AUROC: 77.688 AUPR: 51.661 AURC: 92.353 EAURC: 67.620 AUPR Succ.: 91.869 ECE: 72.349 NLL: 35.746 Brier: 89.198 +2025-10-13 12:01:53,433 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.596 FPR: 71.716 AUROC: 77.683 AUPR: 51.683 AURC: 92.390 EAURC: 67.648 AUPR Succ.: 91.866 ECE: 72.396 NLL: 35.812 Brier: 89.280 +2025-10-13 12:01:53,439 INFO Original Model Accuracy improved from 0.00 to 78.60!!! +2025-10-13 12:01:54,669 INFO EMA Model Accuracy improved from 0.00 to 78.60!!! +2025-10-13 12:01:56,524 INFO ####### --- Training Epoch 2 --- ####### +2025-10-13 12:05:42,189 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.531 CLS Loss: 2.928 Mixup Loss: 4.533 CRL Loss: 0.005 CutMix Loss: 0.000 PixMix Loss: 3.220 Tot. Loss: 7.467 +2025-10-13 12:08:03,164 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.250 CLS Loss: 2.453 Mixup Loss: 4.229 CRL Loss: 0.008 CutMix Loss: 0.000 PixMix Loss: 2.767 Tot. Loss: 6.690 +2025-10-13 12:10:24,048 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 2.177 Mixup Loss: 4.024 CRL Loss: 0.013 CutMix Loss: 0.000 PixMix Loss: 2.481 Tot. Loss: 6.214 +2025-10-13 12:12:45,584 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.844 CLS Loss: 1.938 Mixup Loss: 3.820 CRL Loss: 0.023 CutMix Loss: 0.000 PixMix Loss: 2.261 Tot. Loss: 5.781 +2025-10-13 12:15:06,673 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.531 CLS Loss: 1.767 Mixup Loss: 3.728 CRL Loss: 0.046 CutMix Loss: 0.000 PixMix Loss: 2.085 Tot. Loss: 5.541 +2025-10-13 12:17:27,940 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 81.844 CLS Loss: 1.633 Mixup Loss: 3.563 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.946 Tot. Loss: 5.276 +2025-10-13 12:19:49,564 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.375 CLS Loss: 1.463 Mixup Loss: 3.448 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 1.773 Tot. Loss: 5.028 +2025-10-13 12:22:10,741 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.438 CLS Loss: 1.360 Mixup Loss: 3.336 CRL Loss: 0.160 CutMix Loss: 0.000 PixMix Loss: 1.712 Tot. Loss: 4.856 +2025-10-13 12:24:32,637 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.219 CLS Loss: 1.246 Mixup Loss: 3.218 CRL Loss: 0.207 CutMix Loss: 0.000 PixMix Loss: 1.574 Tot. Loss: 4.670 +2025-10-13 12:26:53,965 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.250 CLS Loss: 1.174 Mixup Loss: 3.119 CRL Loss: 0.270 CutMix Loss: 0.000 PixMix Loss: 1.502 Tot. Loss: 4.563 +2025-10-13 12:29:15,325 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.250 CLS Loss: 1.076 Mixup Loss: 3.046 CRL Loss: 0.314 CutMix Loss: 0.000 PixMix Loss: 1.418 Tot. Loss: 4.436 +2025-10-13 12:31:36,704 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.081 Mixup Loss: 3.024 CRL Loss: 0.332 CutMix Loss: 0.000 PixMix Loss: 1.417 Tot. Loss: 4.436 +2025-10-13 12:33:57,835 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.219 CLS Loss: 0.990 Mixup Loss: 2.911 CRL Loss: 0.331 CutMix Loss: 0.000 PixMix Loss: 1.323 Tot. Loss: 4.233 +2025-10-13 12:36:19,674 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.250 CLS Loss: 0.926 Mixup Loss: 2.810 CRL Loss: 0.345 CutMix Loss: 0.000 PixMix Loss: 1.302 Tot. Loss: 4.081 +2025-10-13 12:38:40,875 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.281 CLS Loss: 0.883 Mixup Loss: 2.801 CRL Loss: 0.341 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 4.025 +2025-10-13 12:41:02,140 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.625 CLS Loss: 0.873 Mixup Loss: 2.719 CRL Loss: 0.343 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 3.935 +2025-10-13 12:43:23,753 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.834 Mixup Loss: 2.673 CRL Loss: 0.336 CutMix Loss: 0.000 PixMix Loss: 1.223 Tot. Loss: 3.843 +2025-10-13 12:45:44,852 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.000 CLS Loss: 0.775 Mixup Loss: 2.598 CRL Loss: 0.331 CutMix Loss: 0.000 PixMix Loss: 1.184 Tot. Loss: 3.704 +2025-10-13 12:48:06,537 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.438 CLS Loss: 0.766 Mixup Loss: 2.561 CRL Loss: 0.298 CutMix Loss: 0.000 PixMix Loss: 1.176 Tot. Loss: 3.625 +2025-10-13 12:50:27,678 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.732 Mixup Loss: 2.540 CRL Loss: 0.297 CutMix Loss: 0.000 PixMix Loss: 1.115 Tot. Loss: 3.569 +2025-10-13 12:52:49,241 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.723 Mixup Loss: 2.492 CRL Loss: 0.292 CutMix Loss: 0.000 PixMix Loss: 1.103 Tot. Loss: 3.507 +2025-10-13 12:55:10,575 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.691 Mixup Loss: 2.472 CRL Loss: 0.285 CutMix Loss: 0.000 PixMix Loss: 1.085 Tot. Loss: 3.448 +2025-10-13 12:57:31,685 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.562 CLS Loss: 0.708 Mixup Loss: 2.431 CRL Loss: 0.285 CutMix Loss: 0.000 PixMix Loss: 1.098 Tot. Loss: 3.424 +2025-10-13 12:59:53,567 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.667 Mixup Loss: 2.365 CRL Loss: 0.277 CutMix Loss: 0.000 PixMix Loss: 1.085 Tot. Loss: 3.309 +2025-10-13 13:02:14,762 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 85.781 CLS Loss: 0.681 Mixup Loss: 2.393 CRL Loss: 0.272 CutMix Loss: 0.000 PixMix Loss: 1.088 Tot. Loss: 3.346 +2025-10-13 13:04:36,590 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.875 CLS Loss: 0.645 Mixup Loss: 2.304 CRL Loss: 0.260 CutMix Loss: 0.000 PixMix Loss: 1.053 Tot. Loss: 3.209 +2025-10-13 13:06:57,938 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.613 Mixup Loss: 2.282 CRL Loss: 0.238 CutMix Loss: 0.000 PixMix Loss: 1.023 Tot. Loss: 3.133 +2025-10-13 13:09:19,103 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.606 Mixup Loss: 2.266 CRL Loss: 0.250 CutMix Loss: 0.000 PixMix Loss: 1.030 Tot. Loss: 3.122 +2025-10-13 13:11:41,008 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.625 CLS Loss: 0.615 Mixup Loss: 2.249 CRL Loss: 0.259 CutMix Loss: 0.000 PixMix Loss: 1.052 Tot. Loss: 3.123 +2025-10-13 13:14:02,097 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.622 Mixup Loss: 2.214 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 1.037 Tot. Loss: 3.090 +2025-10-13 13:16:23,897 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.569 Mixup Loss: 2.158 CRL Loss: 0.231 CutMix Loss: 0.000 PixMix Loss: 0.999 Tot. Loss: 2.957 +2025-10-13 13:18:45,160 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.563 Mixup Loss: 2.147 CRL Loss: 0.229 CutMix Loss: 0.000 PixMix Loss: 1.018 Tot. Loss: 2.940 +2025-10-13 13:21:06,362 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.578 Mixup Loss: 2.160 CRL Loss: 0.230 CutMix Loss: 0.000 PixMix Loss: 1.021 Tot. Loss: 2.968 +2025-10-13 13:23:28,265 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.561 Mixup Loss: 2.088 CRL Loss: 0.229 CutMix Loss: 0.000 PixMix Loss: 0.988 Tot. Loss: 2.878 +2025-10-13 13:25:49,510 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.000 CLS Loss: 0.586 Mixup Loss: 2.139 CRL Loss: 0.241 CutMix Loss: 0.000 PixMix Loss: 1.012 Tot. Loss: 2.966 +2025-10-13 13:28:11,481 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.542 Mixup Loss: 2.103 CRL Loss: 0.225 CutMix Loss: 0.000 PixMix Loss: 0.990 Tot. Loss: 2.870 +2025-10-13 13:30:32,683 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.535 Mixup Loss: 2.019 CRL Loss: 0.233 CutMix Loss: 0.000 PixMix Loss: 0.991 Tot. Loss: 2.787 +2025-10-13 13:32:53,994 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.542 Mixup Loss: 2.044 CRL Loss: 0.223 CutMix Loss: 0.000 PixMix Loss: 1.006 Tot. Loss: 2.810 +2025-10-13 13:35:15,525 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.539 Mixup Loss: 2.036 CRL Loss: 0.218 CutMix Loss: 0.000 PixMix Loss: 0.965 Tot. Loss: 2.793 +2025-10-13 13:37:36,632 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.546 Mixup Loss: 2.035 CRL Loss: 0.230 CutMix Loss: 0.000 PixMix Loss: 1.023 Tot. Loss: 2.811 +2025-10-13 13:39:58,417 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.539 Mixup Loss: 2.006 CRL Loss: 0.216 CutMix Loss: 0.000 PixMix Loss: 1.032 Tot. Loss: 2.761 +2025-10-13 13:42:19,516 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.521 Mixup Loss: 1.993 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 1.000 Tot. Loss: 2.723 +2025-10-13 13:44:40,882 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.522 Mixup Loss: 1.955 CRL Loss: 0.219 CutMix Loss: 0.000 PixMix Loss: 0.936 Tot. Loss: 2.696 +2025-10-13 13:47:02,515 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.520 Mixup Loss: 1.952 CRL Loss: 0.223 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.695 +2025-10-13 13:49:23,828 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.312 CLS Loss: 0.493 Mixup Loss: 1.937 CRL Loss: 0.215 CutMix Loss: 0.000 PixMix Loss: 0.922 Tot. Loss: 2.646 +2025-10-13 13:51:45,641 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.482 Mixup Loss: 1.927 CRL Loss: 0.210 CutMix Loss: 0.000 PixMix Loss: 0.940 Tot. Loss: 2.619 +2025-10-13 13:54:06,918 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.516 Mixup Loss: 1.934 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 0.983 Tot. Loss: 2.659 +2025-10-13 13:56:28,404 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.476 Mixup Loss: 1.891 CRL Loss: 0.205 CutMix Loss: 0.000 PixMix Loss: 0.949 Tot. Loss: 2.572 +2025-10-13 13:58:50,096 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.515 Mixup Loss: 1.899 CRL Loss: 0.215 CutMix Loss: 0.000 PixMix Loss: 0.997 Tot. Loss: 2.630 +2025-10-13 14:01:11,271 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.476 Mixup Loss: 1.872 CRL Loss: 0.196 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 2.544 +2025-10-13 14:03:40,211 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.012 FPR: 62.882 AUROC: 86.386 AUPR: 48.591 AURC: 33.724 EAURC: 23.450 AUPR Succ.: 97.359 ECE: 5.451 NLL: 5.506 Brier: 21.444 +2025-10-13 14:05:53,841 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.024 FPR: 63.208 AUROC: 86.388 AUPR: 48.496 AURC: 33.698 EAURC: 23.441 AUPR Succ.: 97.360 ECE: 5.638 NLL: 5.524 Brier: 21.446 +2025-10-13 14:05:53,847 INFO Original Model Accuracy improved from 78.60 to 86.01!!! +2025-10-13 14:05:55,188 INFO EMA Model Accuracy improved from 78.60 to 86.02!!! +2025-10-13 14:05:56,602 INFO ####### --- Training Epoch 3 --- ####### +2025-10-13 14:09:32,981 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.478 Mixup Loss: 1.850 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.959 Tot. Loss: 2.396 +2025-10-13 14:11:53,748 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.454 Mixup Loss: 1.844 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.946 Tot. Loss: 2.362 +2025-10-13 14:14:14,987 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.496 Mixup Loss: 1.917 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.966 Tot. Loss: 2.490 +2025-10-13 14:16:36,602 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.465 Mixup Loss: 1.831 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.366 +2025-10-13 14:18:57,760 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.481 Mixup Loss: 1.872 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.953 Tot. Loss: 2.441 +2025-10-13 14:21:19,450 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.504 Mixup Loss: 1.831 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 2.442 +2025-10-13 14:23:40,632 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.463 Mixup Loss: 1.827 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.411 +2025-10-13 14:26:01,997 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.469 Mixup Loss: 1.796 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.960 Tot. Loss: 2.416 +2025-10-13 14:28:23,460 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.440 Mixup Loss: 1.801 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 2.411 +2025-10-13 14:30:44,819 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.443 Mixup Loss: 1.760 CRL Loss: 0.211 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 2.414 +2025-10-13 14:33:06,453 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.440 Mixup Loss: 1.751 CRL Loss: 0.230 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.421 +2025-10-13 14:35:27,566 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.484 Mixup Loss: 1.815 CRL Loss: 0.241 CutMix Loss: 0.000 PixMix Loss: 0.963 Tot. Loss: 2.540 +2025-10-13 14:37:49,315 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.439 Mixup Loss: 1.745 CRL Loss: 0.239 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 2.423 +2025-10-13 14:40:10,585 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.447 Mixup Loss: 1.742 CRL Loss: 0.246 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.434 +2025-10-13 14:42:32,039 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.437 Mixup Loss: 1.763 CRL Loss: 0.244 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 2.444 +2025-10-13 14:44:53,679 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.461 Mixup Loss: 1.759 CRL Loss: 0.248 CutMix Loss: 0.000 PixMix Loss: 0.947 Tot. Loss: 2.468 +2025-10-13 14:47:14,913 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.455 Mixup Loss: 1.762 CRL Loss: 0.238 CutMix Loss: 0.000 PixMix Loss: 0.976 Tot. Loss: 2.455 +2025-10-13 14:49:36,662 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.412 Mixup Loss: 1.719 CRL Loss: 0.230 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.360 +2025-10-13 14:51:57,821 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.430 Mixup Loss: 1.709 CRL Loss: 0.214 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.353 +2025-10-13 14:54:19,197 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.409 Mixup Loss: 1.726 CRL Loss: 0.205 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.339 +2025-10-13 14:56:40,739 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.426 Mixup Loss: 1.725 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 2.360 +2025-10-13 14:59:01,875 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.425 Mixup Loss: 1.696 CRL Loss: 0.207 CutMix Loss: 0.000 PixMix Loss: 0.935 Tot. Loss: 2.328 +2025-10-13 15:01:23,478 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.451 Mixup Loss: 1.735 CRL Loss: 0.211 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.397 +2025-10-13 15:03:44,512 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.417 Mixup Loss: 1.685 CRL Loss: 0.197 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.300 +2025-10-13 15:06:05,901 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.453 Mixup Loss: 1.723 CRL Loss: 0.201 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 2.376 +2025-10-13 15:08:27,674 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.428 Mixup Loss: 1.689 CRL Loss: 0.190 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 2.307 +2025-10-13 15:10:48,710 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.404 Mixup Loss: 1.687 CRL Loss: 0.173 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 2.264 +2025-10-13 15:13:10,430 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.407 Mixup Loss: 1.662 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.245 +2025-10-13 15:15:31,543 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.427 Mixup Loss: 1.687 CRL Loss: 0.188 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.302 +2025-10-13 15:17:52,925 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.442 Mixup Loss: 1.667 CRL Loss: 0.193 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 2.301 +2025-10-13 15:20:14,591 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.403 Mixup Loss: 1.634 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 2.201 +2025-10-13 15:22:35,873 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.401 Mixup Loss: 1.663 CRL Loss: 0.165 CutMix Loss: 0.000 PixMix Loss: 0.921 Tot. Loss: 2.230 +2025-10-13 15:24:57,664 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.423 Mixup Loss: 1.660 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 2.250 +2025-10-13 15:27:19,010 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.409 Mixup Loss: 1.634 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.211 +2025-10-13 15:29:40,367 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.426 Mixup Loss: 1.691 CRL Loss: 0.179 CutMix Loss: 0.000 PixMix Loss: 0.964 Tot. Loss: 2.296 +2025-10-13 15:32:02,144 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.402 Mixup Loss: 1.652 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 2.223 +2025-10-13 15:34:23,361 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.403 Mixup Loss: 1.616 CRL Loss: 0.171 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.190 +2025-10-13 15:36:45,238 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.416 Mixup Loss: 1.659 CRL Loss: 0.166 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.241 +2025-10-13 15:39:06,316 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.407 Mixup Loss: 1.651 CRL Loss: 0.153 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 2.212 +2025-10-13 15:41:27,586 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.417 Mixup Loss: 1.637 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 0.965 Tot. Loss: 2.221 +2025-10-13 15:43:49,266 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.412 Mixup Loss: 1.643 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 2.220 +2025-10-13 15:46:10,559 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.403 Mixup Loss: 1.596 CRL Loss: 0.158 CutMix Loss: 0.000 PixMix Loss: 0.914 Tot. Loss: 2.157 +2025-10-13 15:48:32,250 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.414 Mixup Loss: 1.623 CRL Loss: 0.160 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 2.197 +2025-10-13 15:50:53,430 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.411 Mixup Loss: 1.592 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.166 +2025-10-13 15:53:14,853 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.396 Mixup Loss: 1.582 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.139 +2025-10-13 15:55:36,389 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.378 Mixup Loss: 1.584 CRL Loss: 0.153 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.114 +2025-10-13 15:57:57,569 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.413 Mixup Loss: 1.632 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 2.208 +2025-10-13 16:00:19,305 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.381 Mixup Loss: 1.583 CRL Loss: 0.148 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 2.112 +2025-10-13 16:02:40,601 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.420 Mixup Loss: 1.619 CRL Loss: 0.165 CutMix Loss: 0.000 PixMix Loss: 0.972 Tot. Loss: 2.204 +2025-10-13 16:05:01,975 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.383 Mixup Loss: 1.584 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 2.111 +2025-10-13 16:07:28,531 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.900 FPR: 61.206 AUROC: 87.223 AUPR: 49.151 AURC: 29.426 EAURC: 20.444 AUPR Succ.: 97.715 ECE: 2.434 NLL: 4.769 Brier: 19.580 +2025-10-13 16:09:38,535 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.930 FPR: 61.454 AUROC: 87.096 AUPR: 48.545 AURC: 29.590 EAURC: 20.650 AUPR Succ.: 97.692 ECE: 2.775 NLL: 4.821 Brier: 19.655 +2025-10-13 16:09:38,542 INFO Original Model Accuracy improved from 86.01 to 86.90!!! +2025-10-13 16:09:39,830 INFO EMA Model Accuracy improved from 86.02 to 86.93!!! +2025-10-13 16:09:41,065 INFO ####### --- Training Epoch 4 --- ####### +2025-10-13 16:13:12,739 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.390 Mixup Loss: 1.575 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 2.043 +2025-10-13 16:15:33,374 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.368 Mixup Loss: 1.590 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.915 Tot. Loss: 2.035 +2025-10-13 16:17:54,849 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.412 Mixup Loss: 1.605 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.945 Tot. Loss: 2.105 +2025-10-13 16:20:16,059 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.382 Mixup Loss: 1.568 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 2.030 +2025-10-13 16:22:37,906 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.400 Mixup Loss: 1.587 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.941 Tot. Loss: 2.082 +2025-10-13 16:24:59,137 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.422 Mixup Loss: 1.599 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 2.129 +2025-10-13 16:27:20,483 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.388 Mixup Loss: 1.571 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 2.073 +2025-10-13 16:29:42,131 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.393 Mixup Loss: 1.558 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.933 Tot. Loss: 2.089 +2025-10-13 16:32:03,366 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.364 Mixup Loss: 1.597 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.107 +2025-10-13 16:34:25,220 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.376 Mixup Loss: 1.536 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.089 +2025-10-13 16:36:46,563 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.373 Mixup Loss: 1.540 CRL Loss: 0.189 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 2.102 +2025-10-13 16:39:07,991 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.413 Mixup Loss: 1.568 CRL Loss: 0.202 CutMix Loss: 0.000 PixMix Loss: 0.920 Tot. Loss: 2.183 +2025-10-13 16:41:29,764 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.367 Mixup Loss: 1.535 CRL Loss: 0.194 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 2.095 +2025-10-13 16:43:50,980 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.380 Mixup Loss: 1.534 CRL Loss: 0.199 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 2.113 +2025-10-13 16:46:12,723 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.375 Mixup Loss: 1.548 CRL Loss: 0.199 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 2.121 +2025-10-13 16:48:33,855 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.395 Mixup Loss: 1.551 CRL Loss: 0.202 CutMix Loss: 0.000 PixMix Loss: 0.926 Tot. Loss: 2.148 +2025-10-13 16:50:55,222 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.390 Mixup Loss: 1.553 CRL Loss: 0.193 CutMix Loss: 0.000 PixMix Loss: 0.937 Tot. Loss: 2.136 +2025-10-13 16:53:16,888 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.354 Mixup Loss: 1.523 CRL Loss: 0.187 CutMix Loss: 0.000 PixMix Loss: 0.943 Tot. Loss: 2.063 +2025-10-13 16:55:38,083 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.369 Mixup Loss: 1.538 CRL Loss: 0.176 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 2.082 +2025-10-13 16:57:59,797 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.347 Mixup Loss: 1.528 CRL Loss: 0.169 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 2.044 +2025-10-13 17:00:21,032 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.365 Mixup Loss: 1.520 CRL Loss: 0.174 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 2.060 +2025-10-13 17:02:42,225 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.368 Mixup Loss: 1.527 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.927 Tot. Loss: 2.063 +2025-10-13 17:05:03,850 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.394 Mixup Loss: 1.521 CRL Loss: 0.180 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.095 +2025-10-13 17:07:25,007 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.360 Mixup Loss: 1.522 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 2.045 +2025-10-13 17:09:46,709 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.398 Mixup Loss: 1.555 CRL Loss: 0.171 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 2.124 +2025-10-13 17:12:07,961 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.369 Mixup Loss: 1.532 CRL Loss: 0.162 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 2.063 +2025-10-13 17:14:29,255 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.351 Mixup Loss: 1.511 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 2.010 +2025-10-13 17:16:50,831 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.352 Mixup Loss: 1.501 CRL Loss: 0.150 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 2.003 +2025-10-13 17:19:12,112 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.376 Mixup Loss: 1.525 CRL Loss: 0.162 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 2.063 +2025-10-13 17:21:33,832 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.387 Mixup Loss: 1.510 CRL Loss: 0.166 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 2.063 +2025-10-13 17:23:55,046 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.353 Mixup Loss: 1.481 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.975 +2025-10-13 17:26:16,403 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.350 Mixup Loss: 1.500 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 1.993 +2025-10-13 17:28:38,044 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.368 Mixup Loss: 1.503 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 2.016 +2025-10-13 17:30:59,259 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.358 Mixup Loss: 1.488 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.990 +2025-10-13 17:33:20,962 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.371 Mixup Loss: 1.519 CRL Loss: 0.152 CutMix Loss: 0.000 PixMix Loss: 0.963 Tot. Loss: 2.043 +2025-10-13 17:35:42,136 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.354 Mixup Loss: 1.499 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.997 +2025-10-13 17:38:03,631 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.352 Mixup Loss: 1.480 CRL Loss: 0.149 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.981 +2025-10-13 17:40:25,238 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.367 Mixup Loss: 1.491 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.903 Tot. Loss: 2.005 +2025-10-13 17:42:46,330 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.363 Mixup Loss: 1.525 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 2.019 +2025-10-13 17:45:08,044 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.366 Mixup Loss: 1.504 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 2.013 +2025-10-13 17:47:29,334 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.361 Mixup Loss: 1.502 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 2.005 +2025-10-13 17:49:50,740 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.361 Mixup Loss: 1.484 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.985 +2025-10-13 17:52:12,513 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.367 Mixup Loss: 1.494 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 2.000 +2025-10-13 17:54:33,857 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.364 Mixup Loss: 1.455 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 1.963 +2025-10-13 17:56:55,428 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.356 Mixup Loss: 1.465 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.962 +2025-10-13 17:59:16,541 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.334 Mixup Loss: 1.467 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.933 +2025-10-13 18:01:37,874 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.367 Mixup Loss: 1.507 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 2.019 +2025-10-13 18:03:59,553 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.339 Mixup Loss: 1.452 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.924 +2025-10-13 18:06:20,970 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.376 Mixup Loss: 1.486 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 2.009 +2025-10-13 18:08:42,652 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.343 Mixup Loss: 1.461 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.933 +2025-10-13 18:11:09,897 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.362 FPR: 59.772 AUROC: 87.584 AUPR: 48.954 AURC: 27.411 EAURC: 19.065 AUPR Succ.: 97.877 ECE: 1.775 NLL: 4.496 Brier: 18.793 +2025-10-13 18:13:24,812 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.218 FPR: 59.396 AUROC: 87.510 AUPR: 49.572 AURC: 28.024 EAURC: 19.483 AUPR Succ.: 97.827 ECE: 2.150 NLL: 4.592 Brier: 19.013 +2025-10-13 18:13:24,818 INFO Original Model Accuracy improved from 86.90 to 87.36!!! +2025-10-13 18:13:26,130 INFO EMA Model Accuracy improved from 86.93 to 87.22!!! +2025-10-13 18:13:27,404 INFO ####### --- Training Epoch 5 --- ####### +2025-10-13 18:16:57,234 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.346 Mixup Loss: 1.455 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.885 +2025-10-13 18:19:18,704 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.326 Mixup Loss: 1.452 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.859 +2025-10-13 18:21:39,723 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.369 Mixup Loss: 1.497 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.910 Tot. Loss: 1.959 +2025-10-13 18:24:01,159 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.342 Mixup Loss: 1.462 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.888 +2025-10-13 18:26:23,135 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.360 Mixup Loss: 1.497 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.898 Tot. Loss: 1.956 +2025-10-13 18:28:44,564 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.379 Mixup Loss: 1.469 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.956 +2025-10-13 18:31:06,895 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.352 Mixup Loss: 1.456 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.897 Tot. Loss: 1.919 +2025-10-13 18:33:28,352 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.356 Mixup Loss: 1.457 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.939 +2025-10-13 18:35:49,742 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.327 Mixup Loss: 1.462 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.917 Tot. Loss: 1.925 +2025-10-13 18:38:11,579 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.338 Mixup Loss: 1.439 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.936 +2025-10-13 18:40:32,793 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.339 Mixup Loss: 1.435 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.942 +2025-10-13 18:42:54,825 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.371 Mixup Loss: 1.486 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 2.034 +2025-10-13 18:45:16,067 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.332 Mixup Loss: 1.430 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.930 +2025-10-13 18:47:37,268 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.343 Mixup Loss: 1.437 CRL Loss: 0.173 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.953 +2025-10-13 18:49:59,064 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.342 Mixup Loss: 1.442 CRL Loss: 0.175 CutMix Loss: 0.000 PixMix Loss: 0.912 Tot. Loss: 1.959 +2025-10-13 18:52:20,233 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.359 Mixup Loss: 1.467 CRL Loss: 0.177 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 2.003 +2025-10-13 18:54:42,133 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.353 Mixup Loss: 1.452 CRL Loss: 0.168 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.974 +2025-10-13 18:57:03,274 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.320 Mixup Loss: 1.435 CRL Loss: 0.163 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.917 +2025-10-13 18:59:24,549 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.334 Mixup Loss: 1.437 CRL Loss: 0.155 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.926 +2025-10-13 19:01:46,424 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.316 Mixup Loss: 1.432 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.895 +2025-10-13 19:04:07,763 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.328 Mixup Loss: 1.439 CRL Loss: 0.153 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.920 +2025-10-13 19:06:29,821 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.333 Mixup Loss: 1.435 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 1.919 +2025-10-13 19:08:50,911 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.359 Mixup Loss: 1.456 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.919 Tot. Loss: 1.976 +2025-10-13 19:11:12,339 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.325 Mixup Loss: 1.429 CRL Loss: 0.145 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.899 +2025-10-13 19:13:34,100 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.364 Mixup Loss: 1.459 CRL Loss: 0.152 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.975 +2025-10-13 19:15:55,389 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.337 Mixup Loss: 1.443 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.926 +2025-10-13 19:18:17,291 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.316 Mixup Loss: 1.430 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.876 +2025-10-13 19:20:38,332 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.320 Mixup Loss: 1.431 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.885 +2025-10-13 19:22:59,532 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.346 Mixup Loss: 1.441 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.933 +2025-10-13 19:25:21,239 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.354 Mixup Loss: 1.431 CRL Loss: 0.148 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.933 +2025-10-13 19:27:42,493 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.319 Mixup Loss: 1.405 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.851 +2025-10-13 19:30:04,324 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.318 Mixup Loss: 1.406 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.855 +2025-10-13 19:32:25,303 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.334 Mixup Loss: 1.408 CRL Loss: 0.135 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.878 +2025-10-13 19:34:46,562 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.325 Mixup Loss: 1.388 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.844 +2025-10-13 19:37:08,318 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.338 Mixup Loss: 1.454 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.929 +2025-10-13 19:39:29,594 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.324 Mixup Loss: 1.435 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.891 +2025-10-13 19:41:51,343 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.321 Mixup Loss: 1.377 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.833 +2025-10-13 19:44:12,582 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.338 Mixup Loss: 1.418 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 1.893 +2025-10-13 19:46:34,273 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.331 Mixup Loss: 1.416 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.865 +2025-10-13 19:48:55,542 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.332 Mixup Loss: 1.400 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.861 +2025-10-13 19:51:16,843 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.331 Mixup Loss: 1.433 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.893 +2025-10-13 19:53:38,506 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.329 Mixup Loss: 1.402 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 1.858 +2025-10-13 19:55:59,577 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.335 Mixup Loss: 1.418 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.881 +2025-10-13 19:58:21,751 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.330 Mixup Loss: 1.400 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.861 +2025-10-13 20:00:42,873 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.326 Mixup Loss: 1.388 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.846 +2025-10-13 20:03:04,210 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.307 Mixup Loss: 1.390 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.817 +2025-10-13 20:05:25,863 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.336 Mixup Loss: 1.415 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.924 Tot. Loss: 1.885 +2025-10-13 20:07:47,104 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.312 Mixup Loss: 1.406 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.840 +2025-10-13 20:10:09,021 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.348 Mixup Loss: 1.423 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.918 Tot. Loss: 1.907 +2025-10-13 20:12:30,044 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.312 Mixup Loss: 1.377 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.808 +2025-10-13 20:14:57,847 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.654 FPR: 59.274 AUROC: 87.845 AUPR: 48.962 AURC: 26.105 EAURC: 18.149 AUPR Succ.: 97.985 ECE: 1.483 NLL: 4.343 Brier: 18.322 +2025-10-13 20:17:12,557 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.498 FPR: 59.031 AUROC: 87.700 AUPR: 49.196 AURC: 26.857 EAURC: 18.694 AUPR Succ.: 97.921 ECE: 1.783 NLL: 4.438 Brier: 18.557 +2025-10-13 20:17:12,564 INFO Original Model Accuracy improved from 87.36 to 87.65!!! +2025-10-13 20:17:13,839 INFO EMA Model Accuracy improved from 87.22 to 87.50!!! +2025-10-13 20:17:15,159 INFO ####### --- Training Epoch 6 --- ####### +2025-10-13 20:20:45,699 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.320 Mixup Loss: 1.392 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.800 +2025-10-13 20:23:07,099 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.297 Mixup Loss: 1.374 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.752 +2025-10-13 20:25:28,031 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.340 Mixup Loss: 1.452 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.887 +2025-10-13 20:27:49,763 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.314 Mixup Loss: 1.387 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 1.785 +2025-10-13 20:30:10,872 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.331 Mixup Loss: 1.420 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.851 +2025-10-13 20:32:32,186 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.350 Mixup Loss: 1.406 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.863 +2025-10-13 20:34:54,152 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.326 Mixup Loss: 1.401 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.834 +2025-10-13 20:37:15,271 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.328 Mixup Loss: 1.376 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.824 +2025-10-13 20:39:37,209 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.299 Mixup Loss: 1.392 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 1.817 +2025-10-13 20:41:58,378 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.312 Mixup Loss: 1.385 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.842 +2025-10-13 20:44:19,586 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.315 Mixup Loss: 1.373 CRL Loss: 0.155 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.842 +2025-10-13 20:46:41,323 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.346 Mixup Loss: 1.421 CRL Loss: 0.161 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.929 +2025-10-13 20:49:02,551 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.304 Mixup Loss: 1.370 CRL Loss: 0.152 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.826 +2025-10-13 20:51:24,459 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.318 Mixup Loss: 1.392 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.865 +2025-10-13 20:53:45,762 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.317 Mixup Loss: 1.400 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.876 +2025-10-13 20:56:07,168 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.331 Mixup Loss: 1.391 CRL Loss: 0.159 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.882 +2025-10-13 20:58:29,018 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.329 Mixup Loss: 1.392 CRL Loss: 0.152 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.874 +2025-10-13 21:00:50,189 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.293 Mixup Loss: 1.359 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.798 +2025-10-13 21:03:12,163 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.311 Mixup Loss: 1.379 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.832 +2025-10-13 21:05:33,314 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.289 Mixup Loss: 1.351 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.773 +2025-10-13 21:07:54,694 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.302 Mixup Loss: 1.358 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 0.890 Tot. Loss: 1.801 +2025-10-13 21:10:16,542 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.308 Mixup Loss: 1.389 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.832 +2025-10-13 21:12:37,712 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.335 Mixup Loss: 1.402 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.893 Tot. Loss: 1.885 +2025-10-13 21:14:59,410 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.299 Mixup Loss: 1.378 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.810 +2025-10-13 21:17:20,577 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.336 Mixup Loss: 1.399 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 1.876 +2025-10-13 21:19:41,830 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.313 Mixup Loss: 1.376 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.821 +2025-10-13 21:22:03,657 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.294 Mixup Loss: 1.370 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.784 +2025-10-13 21:24:24,883 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.295 Mixup Loss: 1.368 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.785 +2025-10-13 21:26:46,540 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.320 Mixup Loss: 1.381 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.840 +2025-10-13 21:29:07,647 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.331 Mixup Loss: 1.377 CRL Loss: 0.138 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.847 +2025-10-13 21:31:29,523 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.294 Mixup Loss: 1.359 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.771 +2025-10-13 21:33:50,982 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.296 Mixup Loss: 1.353 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.771 +2025-10-13 21:36:12,287 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.307 Mixup Loss: 1.386 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.817 +2025-10-13 21:38:34,283 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.301 Mixup Loss: 1.348 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.769 +2025-10-13 21:40:55,404 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.315 Mixup Loss: 1.374 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.816 +2025-10-13 21:43:17,475 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.298 Mixup Loss: 1.370 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 1.791 +2025-10-13 21:45:38,688 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.294 Mixup Loss: 1.341 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.760 +2025-10-13 21:48:00,161 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.316 Mixup Loss: 1.361 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.806 +2025-10-13 21:50:22,005 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.309 Mixup Loss: 1.369 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.787 +2025-10-13 21:52:43,172 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.308 Mixup Loss: 1.367 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 1.793 +2025-10-13 21:55:05,178 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.304 Mixup Loss: 1.352 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.777 +2025-10-13 21:57:26,491 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.309 Mixup Loss: 1.361 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.889 Tot. Loss: 1.789 +2025-10-13 21:59:48,017 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.311 Mixup Loss: 1.356 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.787 +2025-10-13 22:02:09,842 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.307 Mixup Loss: 1.347 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.777 +2025-10-13 22:04:31,029 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.305 Mixup Loss: 1.339 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 1.766 +2025-10-13 22:06:53,196 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.281 Mixup Loss: 1.335 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.728 +2025-10-13 22:09:14,224 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.313 Mixup Loss: 1.386 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.916 Tot. Loss: 1.823 +2025-10-13 22:11:35,511 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.290 Mixup Loss: 1.336 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.740 +2025-10-13 22:13:57,195 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.325 Mixup Loss: 1.368 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.952 Tot. Loss: 1.822 +2025-10-13 22:16:18,353 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.290 Mixup Loss: 1.322 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.724 +2025-10-13 22:18:44,550 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.780 FPR: 57.921 AUROC: 88.162 AUPR: 49.754 AURC: 25.253 EAURC: 17.462 AUPR Succ.: 98.062 ECE: 1.152 NLL: 4.238 Brier: 17.983 +2025-10-13 22:20:54,263 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.748 FPR: 58.358 AUROC: 87.888 AUPR: 49.095 AURC: 25.821 EAURC: 17.988 AUPR Succ.: 98.004 ECE: 1.454 NLL: 4.311 Brier: 18.165 +2025-10-13 22:20:54,269 INFO Original Model Accuracy improved from 87.65 to 87.78!!! +2025-10-13 22:20:55,475 INFO EMA Model Accuracy improved from 87.50 to 87.75!!! +2025-10-13 22:20:56,821 INFO ####### --- Training Epoch 7 --- ####### +2025-10-13 22:24:29,232 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.296 Mixup Loss: 1.334 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.718 +2025-10-13 22:26:49,885 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.276 Mixup Loss: 1.336 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.694 +2025-10-13 22:29:10,939 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.316 Mixup Loss: 1.389 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.798 +2025-10-13 22:31:32,629 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.295 Mixup Loss: 1.355 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.734 +2025-10-13 22:33:54,066 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.306 Mixup Loss: 1.384 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.787 +2025-10-13 22:36:15,925 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.327 Mixup Loss: 1.379 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.812 +2025-10-13 22:38:37,065 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.304 Mixup Loss: 1.360 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.875 Tot. Loss: 1.768 +2025-10-13 22:40:58,572 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.308 Mixup Loss: 1.344 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.766 +2025-10-13 22:43:20,606 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.279 Mixup Loss: 1.343 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.744 +2025-10-13 22:45:42,010 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.293 Mixup Loss: 1.334 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.762 +2025-10-13 22:48:03,811 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.293 Mixup Loss: 1.339 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.775 +2025-10-13 22:50:24,944 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.320 Mixup Loss: 1.377 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 0.969 Tot. Loss: 1.848 +2025-10-13 22:52:46,292 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.283 Mixup Loss: 1.310 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.732 +2025-10-13 22:55:08,172 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.297 Mixup Loss: 1.349 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.789 +2025-10-13 22:57:29,444 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.298 Mixup Loss: 1.336 CRL Loss: 0.147 CutMix Loss: 0.000 PixMix Loss: 0.899 Tot. Loss: 1.781 +2025-10-13 22:59:51,262 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.311 Mixup Loss: 1.352 CRL Loss: 0.148 CutMix Loss: 0.000 PixMix Loss: 0.885 Tot. Loss: 1.811 +2025-10-13 23:02:12,379 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.310 Mixup Loss: 1.349 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.799 +2025-10-13 23:04:33,728 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.273 Mixup Loss: 1.338 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.745 +2025-10-13 23:06:55,548 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.286 Mixup Loss: 1.332 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.751 +2025-10-13 23:09:17,015 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.268 Mixup Loss: 1.323 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.716 +2025-10-13 23:11:38,869 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.284 Mixup Loss: 1.323 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.737 +2025-10-13 23:14:00,107 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.289 Mixup Loss: 1.317 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.732 +2025-10-13 23:16:22,234 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.314 Mixup Loss: 1.363 CRL Loss: 0.138 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.815 +2025-10-13 23:18:43,515 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.280 Mixup Loss: 1.325 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.729 +2025-10-13 23:21:04,983 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.312 Mixup Loss: 1.356 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 1.798 +2025-10-13 23:23:26,913 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.290 Mixup Loss: 1.335 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.750 +2025-10-13 23:25:48,269 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.276 Mixup Loss: 1.327 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.713 +2025-10-13 23:28:10,593 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.277 Mixup Loss: 1.318 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.710 +2025-10-13 23:30:31,753 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.301 Mixup Loss: 1.335 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.766 +2025-10-13 23:32:53,193 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.308 Mixup Loss: 1.333 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.770 +2025-10-13 23:35:14,940 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.274 Mixup Loss: 1.301 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.687 +2025-10-13 23:37:36,145 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.275 Mixup Loss: 1.322 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.712 +2025-10-13 23:39:58,527 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.287 Mixup Loss: 1.342 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.744 +2025-10-13 23:42:19,860 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.283 Mixup Loss: 1.304 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.699 +2025-10-13 23:44:41,427 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.292 Mixup Loss: 1.342 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.752 +2025-10-13 23:47:03,324 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.277 Mixup Loss: 1.333 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.726 +2025-10-13 23:49:24,485 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.276 Mixup Loss: 1.310 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.705 +2025-10-13 23:51:46,705 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.295 Mixup Loss: 1.331 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.746 +2025-10-13 23:54:08,013 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.290 Mixup Loss: 1.322 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.716 +2025-10-13 23:56:29,547 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.286 Mixup Loss: 1.329 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.727 +2025-10-13 23:58:51,653 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.285 Mixup Loss: 1.319 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.717 +2025-10-14 00:01:12,998 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.292 Mixup Loss: 1.332 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.736 +2025-10-14 00:03:35,110 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.294 Mixup Loss: 1.310 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.880 Tot. Loss: 1.717 +2025-10-14 00:05:56,422 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.288 Mixup Loss: 1.304 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.708 +2025-10-14 00:08:17,973 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.284 Mixup Loss: 1.294 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.695 +2025-10-14 00:10:40,085 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.264 Mixup Loss: 1.289 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.659 +2025-10-14 00:13:01,361 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.295 Mixup Loss: 1.333 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.746 +2025-10-14 00:15:23,392 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.272 Mixup Loss: 1.297 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.677 +2025-10-14 00:17:44,646 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.303 Mixup Loss: 1.313 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 1.738 +2025-10-14 00:20:06,020 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.270 Mixup Loss: 1.301 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.677 +2025-10-14 00:22:32,149 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.918 FPR: 57.987 AUROC: 88.304 AUPR: 49.463 AURC: 24.645 EAURC: 17.033 AUPR Succ.: 98.112 ECE: 1.022 NLL: 4.166 Brier: 17.756 +2025-10-14 00:24:42,263 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.918 FPR: 58.186 AUROC: 88.085 AUPR: 49.207 AURC: 25.021 EAURC: 17.409 AUPR Succ.: 98.071 ECE: 1.222 NLL: 4.216 Brier: 17.867 +2025-10-14 00:24:42,269 INFO Original Model Accuracy improved from 87.78 to 87.92!!! +2025-10-14 00:24:43,526 INFO EMA Model Accuracy improved from 87.75 to 87.92!!! +2025-10-14 00:24:44,858 INFO ####### --- Training Epoch 8 --- ####### +2025-10-14 00:28:14,684 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.280 Mixup Loss: 1.306 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.672 +2025-10-14 00:30:35,265 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.258 Mixup Loss: 1.283 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.623 +2025-10-14 00:32:56,768 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.297 Mixup Loss: 1.340 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 1.729 +2025-10-14 00:35:17,784 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.274 Mixup Loss: 1.296 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.652 +2025-10-14 00:37:38,940 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.289 Mixup Loss: 1.333 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.717 +2025-10-14 00:40:00,756 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.309 Mixup Loss: 1.339 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.750 +2025-10-14 00:42:21,978 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.284 Mixup Loss: 1.322 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 1.706 +2025-10-14 00:44:44,113 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.290 Mixup Loss: 1.315 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.715 +2025-10-14 00:47:05,360 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.261 Mixup Loss: 1.310 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.687 +2025-10-14 00:49:26,986 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.274 Mixup Loss: 1.289 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.691 +2025-10-14 00:51:48,483 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.277 Mixup Loss: 1.290 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.700 +2025-10-14 00:54:09,747 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.302 Mixup Loss: 1.341 CRL Loss: 0.142 CutMix Loss: 0.000 PixMix Loss: 0.896 Tot. Loss: 1.785 +2025-10-14 00:56:31,709 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.268 Mixup Loss: 1.269 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.666 +2025-10-14 00:58:52,750 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.279 Mixup Loss: 1.288 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.700 +2025-10-14 01:01:14,520 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.281 Mixup Loss: 1.307 CRL Loss: 0.137 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.724 +2025-10-14 01:03:35,745 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.290 Mixup Loss: 1.331 CRL Loss: 0.140 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.762 +2025-10-14 01:05:56,971 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.290 Mixup Loss: 1.322 CRL Loss: 0.132 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.743 +2025-10-14 01:08:18,801 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.256 Mixup Loss: 1.296 CRL Loss: 0.125 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.677 +2025-10-14 01:10:40,059 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.268 Mixup Loss: 1.298 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.690 +2025-10-14 01:13:02,243 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.250 Mixup Loss: 1.281 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.648 +2025-10-14 01:15:23,418 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.267 Mixup Loss: 1.286 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.675 +2025-10-14 01:17:44,719 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.272 Mixup Loss: 1.304 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.693 +2025-10-14 01:20:06,704 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.297 Mixup Loss: 1.328 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 0.887 Tot. Loss: 1.756 +2025-10-14 01:22:27,904 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.262 Mixup Loss: 1.276 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.655 +2025-10-14 01:24:49,972 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.293 Mixup Loss: 1.309 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.725 +2025-10-14 01:27:11,018 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.267 Mixup Loss: 1.300 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.685 +2025-10-14 01:29:32,302 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.262 Mixup Loss: 1.294 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.660 +2025-10-14 01:31:54,079 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.260 Mixup Loss: 1.287 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.655 +2025-10-14 01:34:15,339 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.284 Mixup Loss: 1.305 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.713 +2025-10-14 01:36:37,407 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.290 Mixup Loss: 1.308 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.721 +2025-10-14 01:38:58,550 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.257 Mixup Loss: 1.287 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.649 +2025-10-14 01:41:19,907 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.258 Mixup Loss: 1.287 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.654 +2025-10-14 01:43:41,944 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.268 Mixup Loss: 1.292 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.668 +2025-10-14 01:46:03,125 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.267 Mixup Loss: 1.268 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.642 +2025-10-14 01:48:25,091 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.275 Mixup Loss: 1.303 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.690 +2025-10-14 01:50:46,222 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.260 Mixup Loss: 1.288 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.657 +2025-10-14 01:53:07,608 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.262 Mixup Loss: 1.274 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.648 +2025-10-14 01:55:29,412 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.279 Mixup Loss: 1.311 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.706 +2025-10-14 01:57:50,834 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.274 Mixup Loss: 1.304 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.677 +2025-10-14 02:00:12,535 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.268 Mixup Loss: 1.287 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.662 +2025-10-14 02:02:33,678 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.268 Mixup Loss: 1.274 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.650 +2025-10-14 02:04:55,036 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.273 Mixup Loss: 1.285 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.665 +2025-10-14 02:07:16,789 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.277 Mixup Loss: 1.296 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.682 +2025-10-14 02:09:38,067 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.273 Mixup Loss: 1.280 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.663 +2025-10-14 02:12:00,119 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.268 Mixup Loss: 1.272 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.652 +2025-10-14 02:14:21,316 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.250 Mixup Loss: 1.254 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.604 +2025-10-14 02:16:42,583 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.277 Mixup Loss: 1.285 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.674 +2025-10-14 02:19:04,353 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.260 Mixup Loss: 1.274 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.639 +2025-10-14 02:21:25,737 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.286 Mixup Loss: 1.304 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.706 +2025-10-14 02:23:47,798 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.254 Mixup Loss: 1.252 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.609 +2025-10-14 02:26:13,784 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.050 FPR: 57.774 AUROC: 88.348 AUPR: 49.684 AURC: 24.201 EAURC: 16.758 AUPR Succ.: 98.145 ECE: 0.889 NLL: 4.121 Brier: 17.602 +2025-10-14 02:28:23,923 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.036 FPR: 57.539 AUROC: 88.249 AUPR: 49.355 AURC: 24.418 EAURC: 16.957 AUPR Succ.: 98.123 ECE: 1.064 NLL: 4.146 Brier: 17.643 +2025-10-14 02:28:23,929 INFO Original Model Accuracy improved from 87.92 to 88.05!!! +2025-10-14 02:28:25,349 INFO EMA Model Accuracy improved from 87.92 to 88.04!!! +2025-10-14 02:28:26,736 INFO ####### --- Training Epoch 9 --- ####### +2025-10-14 02:31:57,103 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.262 Mixup Loss: 1.296 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.644 +2025-10-14 02:34:18,200 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.242 Mixup Loss: 1.270 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.594 +2025-10-14 02:36:39,518 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.280 Mixup Loss: 1.314 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.686 +2025-10-14 02:39:00,570 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.260 Mixup Loss: 1.274 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.614 +2025-10-14 02:41:22,919 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.273 Mixup Loss: 1.306 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.673 +2025-10-14 02:43:44,090 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.290 Mixup Loss: 1.296 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.687 +2025-10-14 02:46:06,639 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.271 Mixup Loss: 1.298 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.666 +2025-10-14 02:48:27,916 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.273 Mixup Loss: 1.301 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.680 +2025-10-14 02:50:49,256 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.245 Mixup Loss: 1.269 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.624 +2025-10-14 02:53:11,571 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.257 Mixup Loss: 1.255 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.636 +2025-10-14 02:55:32,744 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.260 Mixup Loss: 1.276 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.662 +2025-10-14 02:57:55,163 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.285 Mixup Loss: 1.303 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 1.722 +2025-10-14 03:00:16,488 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.256 Mixup Loss: 1.251 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.628 +2025-10-14 03:02:37,887 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.265 Mixup Loss: 1.272 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.663 +2025-10-14 03:05:00,405 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.268 Mixup Loss: 1.274 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.671 +2025-10-14 03:07:21,791 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.272 Mixup Loss: 1.283 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.685 +2025-10-14 03:09:44,239 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.274 Mixup Loss: 1.285 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.683 +2025-10-14 03:12:05,595 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.241 Mixup Loss: 1.266 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.624 +2025-10-14 03:14:27,006 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.251 Mixup Loss: 1.270 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.639 +2025-10-14 03:16:49,010 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.236 Mixup Loss: 1.256 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.604 +2025-10-14 03:19:10,211 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.253 Mixup Loss: 1.247 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.614 +2025-10-14 03:21:32,458 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.255 Mixup Loss: 1.258 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.625 +2025-10-14 03:23:53,853 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.278 Mixup Loss: 1.302 CRL Loss: 0.126 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.706 +2025-10-14 03:26:15,255 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.246 Mixup Loss: 1.245 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.603 +2025-10-14 03:28:37,321 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.273 Mixup Loss: 1.298 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 1.686 +2025-10-14 03:30:58,931 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.256 Mixup Loss: 1.285 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.652 +2025-10-14 03:33:21,486 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.245 Mixup Loss: 1.257 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.603 +2025-10-14 03:35:42,786 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.249 Mixup Loss: 1.264 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.615 +2025-10-14 03:38:04,025 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.269 Mixup Loss: 1.278 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.664 +2025-10-14 03:40:26,432 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.275 Mixup Loss: 1.289 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.682 +2025-10-14 03:42:47,832 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.245 Mixup Loss: 1.251 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.595 +2025-10-14 03:45:09,884 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.244 Mixup Loss: 1.251 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.597 +2025-10-14 03:47:31,033 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.252 Mixup Loss: 1.273 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.629 +2025-10-14 03:49:52,610 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.253 Mixup Loss: 1.252 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.606 +2025-10-14 03:52:14,977 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.258 Mixup Loss: 1.264 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.630 +2025-10-14 03:54:36,482 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.244 Mixup Loss: 1.271 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.620 +2025-10-14 03:56:58,593 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.249 Mixup Loss: 1.245 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.602 +2025-10-14 03:59:19,739 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.265 Mixup Loss: 1.277 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.651 +2025-10-14 04:01:41,104 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.261 Mixup Loss: 1.256 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.612 +2025-10-14 04:04:03,354 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.250 Mixup Loss: 1.261 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.613 +2025-10-14 04:06:24,806 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.253 Mixup Loss: 1.266 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.622 +2025-10-14 04:08:47,212 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.258 Mixup Loss: 1.254 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.614 +2025-10-14 04:11:08,501 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.262 Mixup Loss: 1.263 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.629 +2025-10-14 04:13:30,032 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.253 Mixup Loss: 1.243 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.601 +2025-10-14 04:15:52,073 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.254 Mixup Loss: 1.238 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.600 +2025-10-14 04:18:13,560 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.233 Mixup Loss: 1.241 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.570 +2025-10-14 04:20:35,793 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.260 Mixup Loss: 1.276 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.643 +2025-10-14 04:22:57,122 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.244 Mixup Loss: 1.248 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.591 +2025-10-14 04:25:18,843 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.271 Mixup Loss: 1.273 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.655 +2025-10-14 04:27:40,326 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.243 Mixup Loss: 1.237 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.577 +2025-10-14 04:30:06,642 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.030 FPR: 56.859 AUROC: 88.553 AUPR: 50.236 AURC: 23.951 EAURC: 16.483 AUPR Succ.: 98.175 ECE: 0.740 NLL: 4.085 Brier: 17.485 +2025-10-14 04:32:16,866 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.130 FPR: 57.321 AUROC: 88.358 AUPR: 49.423 AURC: 23.986 EAURC: 16.644 AUPR Succ.: 98.159 ECE: 0.920 NLL: 4.096 Brier: 17.484 +2025-10-14 04:32:16,871 INFO EMA Model Accuracy improved from 88.04 to 88.13!!! +2025-10-14 04:32:18,214 INFO ####### --- Training Epoch 10 --- ####### +2025-10-14 04:35:47,421 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.248 Mixup Loss: 1.255 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.586 +2025-10-14 04:38:08,880 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.229 Mixup Loss: 1.235 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.544 +2025-10-14 04:40:29,861 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.263 Mixup Loss: 1.278 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 1.631 +2025-10-14 04:42:51,920 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.244 Mixup Loss: 1.249 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.572 +2025-10-14 04:45:13,060 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.258 Mixup Loss: 1.294 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.642 +2025-10-14 04:47:34,519 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.278 Mixup Loss: 1.279 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.655 +2025-10-14 04:49:56,930 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.259 Mixup Loss: 1.267 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.619 +2025-10-14 04:52:18,261 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.260 Mixup Loss: 1.248 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 1.609 +2025-10-14 04:54:40,266 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.231 Mixup Loss: 1.243 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.580 +2025-10-14 04:57:01,352 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 1.235 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.597 +2025-10-14 04:59:22,528 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.248 Mixup Loss: 1.264 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.633 +2025-10-14 05:01:44,728 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.272 Mixup Loss: 1.263 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.663 +2025-10-14 05:04:05,999 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.241 Mixup Loss: 1.223 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.580 +2025-10-14 05:06:28,032 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.250 Mixup Loss: 1.247 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.616 +2025-10-14 05:08:49,209 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.257 Mixup Loss: 1.243 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.624 +2025-10-14 05:11:10,414 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.260 Mixup Loss: 1.262 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.645 +2025-10-14 05:13:32,590 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.259 Mixup Loss: 1.259 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.636 +2025-10-14 05:15:53,856 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.229 Mixup Loss: 1.232 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.572 +2025-10-14 05:18:16,127 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.237 Mixup Loss: 1.256 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.604 +2025-10-14 05:20:37,231 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.224 Mixup Loss: 1.244 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.574 +2025-10-14 05:22:58,532 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.239 Mixup Loss: 1.237 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.584 +2025-10-14 05:25:20,684 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.243 Mixup Loss: 1.254 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.602 +2025-10-14 05:27:42,172 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.266 Mixup Loss: 1.263 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.651 +2025-10-14 05:30:04,147 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.232 Mixup Loss: 1.242 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.581 +2025-10-14 05:32:25,243 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.257 Mixup Loss: 1.262 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.628 +2025-10-14 05:34:46,462 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.240 Mixup Loss: 1.241 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.586 +2025-10-14 05:37:08,495 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.234 Mixup Loss: 1.249 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.578 +2025-10-14 05:39:29,947 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.233 Mixup Loss: 1.232 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.562 +2025-10-14 05:41:52,130 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.256 Mixup Loss: 1.256 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.626 +2025-10-14 05:44:13,315 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.262 Mixup Loss: 1.260 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.633 +2025-10-14 05:46:34,523 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.229 Mixup Loss: 1.220 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.545 +2025-10-14 05:48:56,613 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.231 Mixup Loss: 1.245 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.575 +2025-10-14 05:51:17,854 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.239 Mixup Loss: 1.243 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.581 +2025-10-14 05:53:39,836 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.241 Mixup Loss: 1.227 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.564 +2025-10-14 05:56:01,148 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.244 Mixup Loss: 1.256 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.602 +2025-10-14 05:58:22,577 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.231 Mixup Loss: 1.233 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.564 +2025-10-14 06:00:44,601 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.235 Mixup Loss: 1.214 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.553 +2025-10-14 06:03:05,991 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.251 Mixup Loss: 1.231 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.589 +2025-10-14 06:05:28,184 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.246 Mixup Loss: 1.237 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.574 +2025-10-14 06:07:49,449 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.238 Mixup Loss: 1.241 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.577 +2025-10-14 06:10:11,038 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.240 Mixup Loss: 1.234 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.572 +2025-10-14 06:12:32,594 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.246 Mixup Loss: 1.239 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.583 +2025-10-14 06:14:53,933 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.249 Mixup Loss: 1.245 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.592 +2025-10-14 06:17:16,207 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.242 Mixup Loss: 1.219 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.560 +2025-10-14 06:19:37,498 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.240 Mixup Loss: 1.248 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.590 +2025-10-14 06:21:59,524 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.222 Mixup Loss: 1.205 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.516 +2025-10-14 06:24:20,773 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.247 Mixup Loss: 1.261 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.611 +2025-10-14 06:26:42,032 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.233 Mixup Loss: 1.228 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.557 +2025-10-14 06:29:04,098 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 1.248 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.612 +2025-10-14 06:31:25,333 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.228 Mixup Loss: 1.221 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.543 +2025-10-14 06:33:51,854 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.178 FPR: 56.386 AUROC: 88.525 AUPR: 49.993 AURC: 23.625 EAURC: 16.344 AUPR Succ.: 98.193 ECE: 0.853 NLL: 4.054 Brier: 17.358 +2025-10-14 06:36:02,373 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.206 FPR: 57.148 AUROC: 88.426 AUPR: 49.573 AURC: 23.672 EAURC: 16.427 AUPR Succ.: 98.184 ECE: 0.883 NLL: 4.065 Brier: 17.379 +2025-10-14 06:36:02,379 INFO Original Model Accuracy improved from 88.05 to 88.18!!! +2025-10-14 06:36:03,710 INFO EMA Model Accuracy improved from 88.13 to 88.21!!! +2025-10-14 06:36:05,117 INFO ####### --- Training Epoch 11 --- ####### +2025-10-14 06:39:37,445 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 1.241 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 1.562 +2025-10-14 06:41:57,932 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.218 Mixup Loss: 1.206 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.502 +2025-10-14 06:44:18,889 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.251 Mixup Loss: 1.266 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.607 +2025-10-14 06:46:41,012 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.232 Mixup Loss: 1.211 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.520 +2025-10-14 06:49:02,325 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.245 Mixup Loss: 1.247 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.581 +2025-10-14 06:51:24,755 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.264 Mixup Loss: 1.247 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.606 +2025-10-14 06:53:46,053 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.247 Mixup Loss: 1.249 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.586 +2025-10-14 06:56:07,416 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.248 Mixup Loss: 1.251 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.598 +2025-10-14 06:58:29,611 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.220 Mixup Loss: 1.242 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.564 +2025-10-14 07:00:51,226 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.234 Mixup Loss: 1.216 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.561 +2025-10-14 07:03:13,462 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.236 Mixup Loss: 1.220 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.572 +2025-10-14 07:05:34,895 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.259 Mixup Loss: 1.287 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.667 +2025-10-14 07:07:56,271 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.231 Mixup Loss: 1.200 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.541 +2025-10-14 07:10:18,754 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.237 Mixup Loss: 1.222 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.573 +2025-10-14 07:12:40,175 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.247 Mixup Loss: 1.245 CRL Loss: 0.119 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.611 +2025-10-14 07:15:02,235 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.246 Mixup Loss: 1.246 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.610 +2025-10-14 07:17:23,566 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.246 Mixup Loss: 1.252 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.610 +2025-10-14 07:19:44,974 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.219 Mixup Loss: 1.211 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.535 +2025-10-14 07:22:07,226 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.222 Mixup Loss: 1.232 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.560 +2025-10-14 07:24:28,676 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.212 Mixup Loss: 1.189 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.501 +2025-10-14 07:26:50,617 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.229 Mixup Loss: 1.227 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.560 +2025-10-14 07:29:11,874 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.233 Mixup Loss: 1.220 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.554 +2025-10-14 07:31:33,167 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.251 Mixup Loss: 1.242 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.609 +2025-10-14 07:33:55,278 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.223 Mixup Loss: 1.213 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.539 +2025-10-14 07:36:16,854 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.247 Mixup Loss: 1.248 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.600 +2025-10-14 07:38:39,234 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.229 Mixup Loss: 1.227 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.556 +2025-10-14 07:41:00,565 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.224 Mixup Loss: 1.222 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.538 +2025-10-14 07:43:22,332 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.223 Mixup Loss: 1.216 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.532 +2025-10-14 07:45:44,433 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.244 Mixup Loss: 1.230 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.584 +2025-10-14 07:48:05,951 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.250 Mixup Loss: 1.253 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.610 +2025-10-14 07:50:28,195 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.220 Mixup Loss: 1.204 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.515 +2025-10-14 07:52:49,596 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.228 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.542 +2025-10-14 07:55:11,586 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.231 Mixup Loss: 1.220 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.547 +2025-10-14 07:57:33,298 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.232 Mixup Loss: 1.217 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.541 +2025-10-14 07:59:54,752 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.231 Mixup Loss: 1.230 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.559 +2025-10-14 08:02:16,992 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.220 Mixup Loss: 1.222 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.537 +2025-10-14 08:04:38,345 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.223 Mixup Loss: 1.213 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.537 +2025-10-14 08:07:00,955 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.238 Mixup Loss: 1.240 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.579 +2025-10-14 08:09:22,217 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.236 Mixup Loss: 1.227 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.552 +2025-10-14 08:11:43,696 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.227 Mixup Loss: 1.209 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.529 +2025-10-14 08:14:06,038 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.233 Mixup Loss: 1.213 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.540 +2025-10-14 08:16:27,426 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.235 Mixup Loss: 1.211 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.541 +2025-10-14 08:18:49,913 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.238 Mixup Loss: 1.237 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.571 +2025-10-14 08:21:11,062 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.230 Mixup Loss: 1.212 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.537 +2025-10-14 08:23:32,390 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.229 Mixup Loss: 1.194 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.522 +2025-10-14 08:25:54,615 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.211 Mixup Loss: 1.191 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.489 +2025-10-14 08:28:16,134 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.235 Mixup Loss: 1.238 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.571 +2025-10-14 08:30:38,326 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.222 Mixup Loss: 1.207 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.522 +2025-10-14 08:32:59,606 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.248 Mixup Loss: 1.238 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.589 +2025-10-14 08:35:20,980 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.221 Mixup Loss: 1.203 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.514 +2025-10-14 08:37:51,771 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.206 FPR: 56.028 AUROC: 88.612 AUPR: 49.866 AURC: 23.394 EAURC: 16.148 AUPR Succ.: 98.215 ECE: 1.110 NLL: 4.035 Brier: 17.296 +2025-10-14 08:40:08,087 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.256 FPR: 56.931 AUROC: 88.489 AUPR: 49.660 AURC: 23.444 EAURC: 16.261 AUPR Succ.: 98.203 ECE: 0.894 NLL: 4.040 Brier: 17.292 +2025-10-14 08:40:08,093 INFO Original Model Accuracy improved from 88.18 to 88.21!!! +2025-10-14 08:40:09,384 INFO EMA Model Accuracy improved from 88.21 to 88.26!!! +2025-10-14 08:40:10,694 INFO ####### --- Training Epoch 12 --- ####### +2025-10-14 08:43:41,585 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.224 Mixup Loss: 1.214 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.518 +2025-10-14 08:46:02,330 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.207 Mixup Loss: 1.196 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.478 +2025-10-14 08:48:24,116 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.239 Mixup Loss: 1.244 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.571 +2025-10-14 08:50:45,127 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.222 Mixup Loss: 1.200 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.497 +2025-10-14 08:53:06,490 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.235 Mixup Loss: 1.218 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.540 +2025-10-14 08:55:28,521 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.253 Mixup Loss: 1.230 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.576 +2025-10-14 08:57:49,782 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.235 Mixup Loss: 1.229 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.552 +2025-10-14 09:00:12,143 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.238 Mixup Loss: 1.220 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.554 +2025-10-14 09:02:33,439 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.211 Mixup Loss: 1.222 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.530 +2025-10-14 09:04:54,706 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.223 Mixup Loss: 1.209 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.538 +2025-10-14 09:07:17,066 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.226 Mixup Loss: 1.210 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.546 +2025-10-14 09:09:38,480 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.249 Mixup Loss: 1.250 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.617 +2025-10-14 09:12:00,931 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.220 Mixup Loss: 1.193 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.518 +2025-10-14 09:14:22,121 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.227 Mixup Loss: 1.202 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.538 +2025-10-14 09:16:43,854 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.236 Mixup Loss: 1.207 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.557 +2025-10-14 09:19:05,931 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.234 Mixup Loss: 1.220 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.567 +2025-10-14 09:21:27,396 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.237 Mixup Loss: 1.222 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.567 +2025-10-14 09:23:49,758 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.207 Mixup Loss: 1.221 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.529 +2025-10-14 09:26:11,015 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.217 Mixup Loss: 1.232 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.551 +2025-10-14 09:28:33,286 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.202 Mixup Loss: 1.190 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.488 +2025-10-14 09:30:54,598 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.220 Mixup Loss: 1.204 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.524 +2025-10-14 09:33:15,944 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.223 Mixup Loss: 1.221 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.540 +2025-10-14 09:35:38,265 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.243 Mixup Loss: 1.218 CRL Loss: 0.111 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.572 +2025-10-14 09:37:59,534 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.213 Mixup Loss: 1.195 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.507 +2025-10-14 09:40:22,020 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.236 Mixup Loss: 1.229 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.565 +2025-10-14 09:42:43,223 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.216 Mixup Loss: 1.219 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.532 +2025-10-14 09:45:04,606 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.214 Mixup Loss: 1.208 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.510 +2025-10-14 09:47:26,804 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.215 Mixup Loss: 1.196 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.500 +2025-10-14 09:49:48,127 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.234 Mixup Loss: 1.218 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.556 +2025-10-14 09:52:10,295 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.238 Mixup Loss: 1.216 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.557 +2025-10-14 09:54:31,476 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.209 Mixup Loss: 1.191 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.487 +2025-10-14 09:56:52,741 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.210 Mixup Loss: 1.208 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.509 +2025-10-14 09:59:14,982 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.218 Mixup Loss: 1.220 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.531 +2025-10-14 10:01:36,324 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.223 Mixup Loss: 1.187 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.497 +2025-10-14 10:03:58,423 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.222 Mixup Loss: 1.205 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.521 +2025-10-14 10:06:19,619 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.210 Mixup Loss: 1.208 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.510 +2025-10-14 10:08:40,832 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.216 Mixup Loss: 1.183 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.496 +2025-10-14 10:11:02,897 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.230 Mixup Loss: 1.210 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.539 +2025-10-14 10:13:24,022 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.225 Mixup Loss: 1.231 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.541 +2025-10-14 10:15:46,058 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.216 Mixup Loss: 1.211 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.518 +2025-10-14 10:18:07,042 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.219 Mixup Loss: 1.221 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.531 +2025-10-14 10:20:28,138 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.225 Mixup Loss: 1.198 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.514 +2025-10-14 10:22:50,164 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.231 Mixup Loss: 1.211 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.534 +2025-10-14 10:25:11,308 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.219 Mixup Loss: 1.190 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.501 +2025-10-14 10:27:33,561 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.220 Mixup Loss: 1.181 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.497 +2025-10-14 10:29:54,614 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.203 Mixup Loss: 1.180 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.465 +2025-10-14 10:32:15,824 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.226 Mixup Loss: 1.224 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.544 +2025-10-14 10:34:37,905 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.215 Mixup Loss: 1.197 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.500 +2025-10-14 10:36:59,079 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 1.213 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.550 +2025-10-14 10:39:21,104 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.211 Mixup Loss: 1.176 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.473 +2025-10-14 10:41:48,085 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.216 FPR: 56.144 AUROC: 88.654 AUPR: 50.126 AURC: 23.315 EAURC: 16.082 AUPR Succ.: 98.222 ECE: 0.999 NLL: 4.025 Brier: 17.258 +2025-10-14 10:43:58,190 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.280 FPR: 56.792 AUROC: 88.559 AUPR: 49.780 AURC: 23.277 EAURC: 16.124 AUPR Succ.: 98.219 ECE: 0.989 NLL: 4.024 Brier: 17.237 +2025-10-14 10:43:58,197 INFO Original Model Accuracy improved from 88.21 to 88.22!!! +2025-10-14 10:43:59,512 INFO EMA Model Accuracy improved from 88.26 to 88.28!!! +2025-10-14 10:44:00,719 INFO ####### --- Training Epoch 13 --- ####### +2025-10-14 10:47:30,896 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.217 Mixup Loss: 1.194 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.490 +2025-10-14 10:49:51,555 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.200 Mixup Loss: 1.176 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.449 +2025-10-14 10:52:13,510 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.229 Mixup Loss: 1.240 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 1.556 +2025-10-14 10:54:34,612 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.214 Mixup Loss: 1.201 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.489 +2025-10-14 10:56:56,674 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.224 Mixup Loss: 1.225 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.534 +2025-10-14 10:59:17,731 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.248 Mixup Loss: 1.224 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.561 +2025-10-14 11:01:39,120 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.229 Mixup Loss: 1.213 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.528 +2025-10-14 11:04:00,818 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.229 Mixup Loss: 1.186 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.508 +2025-10-14 11:06:21,890 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.201 Mixup Loss: 1.198 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.494 +2025-10-14 11:08:43,705 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.216 Mixup Loss: 1.189 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.508 +2025-10-14 11:11:04,793 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.216 Mixup Loss: 1.193 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.516 +2025-10-14 11:13:26,676 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.240 Mixup Loss: 1.235 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.588 +2025-10-14 11:15:47,785 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.211 Mixup Loss: 1.189 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.500 +2025-10-14 11:18:08,930 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.218 Mixup Loss: 1.196 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.518 +2025-10-14 11:20:30,748 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.227 Mixup Loss: 1.210 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.547 +2025-10-14 11:22:51,730 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.225 Mixup Loss: 1.211 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.542 +2025-10-14 11:25:13,902 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.229 Mixup Loss: 1.207 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.539 +2025-10-14 11:27:34,962 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.199 Mixup Loss: 1.175 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.469 +2025-10-14 11:29:56,166 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.207 Mixup Loss: 1.203 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.508 +2025-10-14 11:32:18,170 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.195 Mixup Loss: 1.185 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.472 +2025-10-14 11:34:39,207 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.213 Mixup Loss: 1.197 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.505 +2025-10-14 11:37:01,398 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.215 Mixup Loss: 1.193 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.501 +2025-10-14 11:39:22,515 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.233 Mixup Loss: 1.226 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.565 +2025-10-14 11:41:43,929 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.205 Mixup Loss: 1.180 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.481 +2025-10-14 11:44:06,080 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.225 Mixup Loss: 1.220 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.541 +2025-10-14 11:46:27,193 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.209 Mixup Loss: 1.205 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.506 +2025-10-14 11:48:49,232 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.207 Mixup Loss: 1.198 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.490 +2025-10-14 11:51:10,361 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.207 Mixup Loss: 1.193 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.487 +2025-10-14 11:53:31,654 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.227 Mixup Loss: 1.207 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.534 +2025-10-14 11:55:54,126 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.231 Mixup Loss: 1.209 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.540 +2025-10-14 11:58:15,345 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.200 Mixup Loss: 1.177 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.462 +2025-10-14 12:00:37,770 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.203 Mixup Loss: 1.196 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.486 +2025-10-14 12:02:58,895 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.211 Mixup Loss: 1.207 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.506 +2025-10-14 12:05:20,208 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.215 Mixup Loss: 1.187 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.486 +2025-10-14 12:07:42,237 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.214 Mixup Loss: 1.193 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.498 +2025-10-14 12:10:03,665 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.203 Mixup Loss: 1.200 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.491 +2025-10-14 12:12:25,741 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.210 Mixup Loss: 1.171 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.474 +2025-10-14 12:14:46,973 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.222 Mixup Loss: 1.205 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.522 +2025-10-14 12:17:08,288 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.218 Mixup Loss: 1.188 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.489 +2025-10-14 12:19:30,368 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.206 Mixup Loss: 1.200 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.494 +2025-10-14 12:21:51,807 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.211 Mixup Loss: 1.193 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.492 +2025-10-14 12:24:13,969 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.219 Mixup Loss: 1.200 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.508 +2025-10-14 12:26:35,018 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.222 Mixup Loss: 1.205 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.515 +2025-10-14 12:28:56,269 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.215 Mixup Loss: 1.183 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.486 +2025-10-14 12:31:18,538 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.213 Mixup Loss: 1.184 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.490 +2025-10-14 12:33:39,748 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.194 Mixup Loss: 1.177 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 1.453 +2025-10-14 12:36:02,001 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.217 Mixup Loss: 1.205 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 1.514 +2025-10-14 12:38:23,095 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.205 Mixup Loss: 1.180 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.472 +2025-10-14 12:40:44,365 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.231 Mixup Loss: 1.201 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.529 +2025-10-14 12:43:06,307 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.204 Mixup Loss: 1.183 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.472 +2025-10-14 12:45:33,045 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.234 FPR: 55.958 AUROC: 88.708 AUPR: 50.221 AURC: 23.191 EAURC: 15.981 AUPR Succ.: 98.233 ECE: 1.089 NLL: 4.013 Brier: 17.215 +2025-10-14 12:47:47,532 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.298 FPR: 56.486 AUROC: 88.598 AUPR: 49.860 AURC: 23.173 EAURC: 16.042 AUPR Succ.: 98.228 ECE: 1.066 NLL: 4.015 Brier: 17.205 +2025-10-14 12:47:47,538 INFO Original Model Accuracy improved from 88.22 to 88.23!!! +2025-10-14 12:47:48,782 INFO EMA Model Accuracy improved from 88.28 to 88.30!!! +2025-10-14 12:47:50,167 INFO ####### --- Training Epoch 14 --- ####### +2025-10-14 12:51:22,328 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.211 Mixup Loss: 1.190 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.478 +2025-10-14 12:53:43,602 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.170 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.433 +2025-10-14 12:56:04,505 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.221 Mixup Loss: 1.217 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.522 +2025-10-14 12:58:26,240 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.205 Mixup Loss: 1.173 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.449 +2025-10-14 13:00:47,579 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.219 Mixup Loss: 1.210 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.511 +2025-10-14 13:03:09,020 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.237 Mixup Loss: 1.222 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 1.547 +2025-10-14 13:05:31,006 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.216 Mixup Loss: 1.195 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.494 +2025-10-14 13:07:52,121 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.220 Mixup Loss: 1.209 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.520 +2025-10-14 13:10:14,137 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.195 Mixup Loss: 1.187 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.474 +2025-10-14 13:12:35,168 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.209 Mixup Loss: 1.191 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.500 +2025-10-14 13:14:56,434 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.211 Mixup Loss: 1.179 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.492 +2025-10-14 13:17:18,487 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.232 Mixup Loss: 1.214 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.554 +2025-10-14 13:19:39,542 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.205 Mixup Loss: 1.183 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.484 +2025-10-14 13:22:01,366 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.211 Mixup Loss: 1.176 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.487 +2025-10-14 13:24:22,385 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.220 Mixup Loss: 1.192 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.519 +2025-10-14 13:26:43,611 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.218 Mixup Loss: 1.207 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.529 +2025-10-14 13:29:05,362 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.221 Mixup Loss: 1.190 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.511 +2025-10-14 13:31:26,438 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.192 Mixup Loss: 1.174 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.459 +2025-10-14 13:33:48,832 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.200 Mixup Loss: 1.188 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.483 +2025-10-14 13:36:10,099 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.190 Mixup Loss: 1.156 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.434 +2025-10-14 13:38:31,382 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.205 Mixup Loss: 1.177 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.474 +2025-10-14 13:40:53,308 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.208 Mixup Loss: 1.181 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.478 +2025-10-14 13:43:14,419 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.225 Mixup Loss: 1.204 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.531 +2025-10-14 13:45:36,609 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.199 Mixup Loss: 1.164 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 1.455 +2025-10-14 13:47:57,748 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.218 Mixup Loss: 1.199 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 1.510 +2025-10-14 13:50:18,958 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.202 Mixup Loss: 1.199 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.490 +2025-10-14 13:52:40,923 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.203 Mixup Loss: 1.186 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.470 +2025-10-14 13:55:02,020 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.200 Mixup Loss: 1.186 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.468 +2025-10-14 13:57:24,001 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.219 Mixup Loss: 1.201 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.518 +2025-10-14 13:59:45,257 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.224 Mixup Loss: 1.188 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.508 +2025-10-14 14:02:06,452 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.194 Mixup Loss: 1.160 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.436 +2025-10-14 14:04:28,583 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.195 Mixup Loss: 1.163 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.443 +2025-10-14 14:06:49,735 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.206 Mixup Loss: 1.194 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.485 +2025-10-14 14:09:11,697 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.208 Mixup Loss: 1.171 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.462 +2025-10-14 14:11:32,634 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.206 Mixup Loss: 1.179 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.473 +2025-10-14 14:13:53,828 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 1.186 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.469 +2025-10-14 14:16:15,948 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.204 Mixup Loss: 1.177 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.471 +2025-10-14 14:18:37,168 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.214 Mixup Loss: 1.203 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 1.509 +2025-10-14 14:20:59,045 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.210 Mixup Loss: 1.211 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.502 +2025-10-14 14:23:20,049 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.200 Mixup Loss: 1.185 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.469 +2025-10-14 14:25:41,264 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.206 Mixup Loss: 1.167 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.458 +2025-10-14 14:28:03,132 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.214 Mixup Loss: 1.192 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 1.492 +2025-10-14 14:30:24,299 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.217 Mixup Loss: 1.196 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.499 +2025-10-14 14:32:46,253 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.205 Mixup Loss: 1.160 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.449 +2025-10-14 14:35:07,174 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.207 Mixup Loss: 1.163 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.459 +2025-10-14 14:37:28,457 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.191 Mixup Loss: 1.155 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.423 +2025-10-14 14:39:50,166 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.210 Mixup Loss: 1.200 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 1.500 +2025-10-14 14:42:11,268 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.201 Mixup Loss: 1.174 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.458 +2025-10-14 14:44:33,395 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 1.191 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 1.509 +2025-10-14 14:46:54,484 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.196 Mixup Loss: 1.173 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.450 +2025-10-14 14:49:20,349 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.278 FPR: 56.441 AUROC: 88.658 AUPR: 49.747 AURC: 23.134 EAURC: 15.979 AUPR Succ.: 98.235 ECE: 1.166 NLL: 4.013 Brier: 17.211 +2025-10-14 14:51:30,415 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.306 FPR: 56.884 AUROC: 88.629 AUPR: 49.776 AURC: 23.104 EAURC: 15.983 AUPR Succ.: 98.234 ECE: 1.152 NLL: 4.010 Brier: 17.186 +2025-10-14 14:51:30,421 INFO Original Model Accuracy improved from 88.23 to 88.28!!! +2025-10-14 14:51:31,793 INFO EMA Model Accuracy improved from 88.30 to 88.31!!! +2025-10-14 14:51:33,118 INFO ####### --- Training Epoch 15 --- ####### +2025-10-14 14:55:04,116 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.203 Mixup Loss: 1.166 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.444 +2025-10-14 14:57:24,641 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.186 Mixup Loss: 1.167 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.423 +2025-10-14 14:59:45,535 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.215 Mixup Loss: 1.198 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.495 +2025-10-14 15:02:07,439 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.201 Mixup Loss: 1.174 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.444 +2025-10-14 15:04:28,405 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.213 Mixup Loss: 1.188 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.480 +2025-10-14 15:06:50,797 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.231 Mixup Loss: 1.205 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.521 +2025-10-14 15:09:11,922 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.215 Mixup Loss: 1.174 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.470 +2025-10-14 15:11:33,236 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.216 Mixup Loss: 1.201 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 1.506 +2025-10-14 15:13:55,386 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.190 Mixup Loss: 1.185 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.465 +2025-10-14 15:16:16,521 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.203 Mixup Loss: 1.175 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.473 +2025-10-14 15:18:38,886 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.206 Mixup Loss: 1.172 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.477 +2025-10-14 15:21:00,061 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.225 Mixup Loss: 1.202 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 1.533 +2025-10-14 15:23:21,393 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.199 Mixup Loss: 1.165 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 1.456 +2025-10-14 15:25:43,640 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.206 Mixup Loss: 1.184 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.486 +2025-10-14 15:28:04,704 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.216 Mixup Loss: 1.184 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.502 +2025-10-14 15:30:26,986 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.211 Mixup Loss: 1.196 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 1.507 +2025-10-14 15:32:48,142 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.214 Mixup Loss: 1.205 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.514 +2025-10-14 15:35:09,544 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.186 Mixup Loss: 1.174 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.449 +2025-10-14 15:37:31,823 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.192 Mixup Loss: 1.183 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.467 +2025-10-14 15:39:53,048 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.183 Mixup Loss: 1.158 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.428 +2025-10-14 15:42:15,465 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.199 Mixup Loss: 1.161 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.449 +2025-10-14 15:44:36,687 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.203 Mixup Loss: 1.179 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.467 +2025-10-14 15:46:58,133 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.217 Mixup Loss: 1.198 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.514 +2025-10-14 15:49:20,192 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.190 Mixup Loss: 1.167 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.447 +2025-10-14 15:51:41,401 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.212 Mixup Loss: 1.207 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.510 +2025-10-14 15:54:03,504 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.195 Mixup Loss: 1.178 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.459 +2025-10-14 15:56:24,531 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.195 Mixup Loss: 1.180 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.454 +2025-10-14 15:58:45,763 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.194 Mixup Loss: 1.171 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.445 +2025-10-14 16:01:07,884 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.214 Mixup Loss: 1.184 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.492 +2025-10-14 16:03:29,337 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.220 Mixup Loss: 1.188 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 1.500 +2025-10-14 16:05:51,853 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.190 Mixup Loss: 1.166 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.435 +2025-10-14 16:08:12,886 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.192 Mixup Loss: 1.175 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.448 +2025-10-14 16:10:34,350 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.197 Mixup Loss: 1.171 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.450 +2025-10-14 16:12:56,259 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.204 Mixup Loss: 1.173 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.456 +2025-10-14 16:15:17,564 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.201 Mixup Loss: 1.191 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.476 +2025-10-14 16:17:39,476 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.166 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.440 +2025-10-14 16:20:00,510 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.199 Mixup Loss: 1.170 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.456 +2025-10-14 16:22:22,155 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.208 Mixup Loss: 1.179 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.476 +2025-10-14 16:24:43,721 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.205 Mixup Loss: 1.180 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.462 +2025-10-14 16:27:04,953 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.194 Mixup Loss: 1.172 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.447 +2025-10-14 16:29:26,957 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.200 Mixup Loss: 1.171 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.453 +2025-10-14 16:31:48,138 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.209 Mixup Loss: 1.167 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 1.459 +2025-10-14 16:34:10,342 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.210 Mixup Loss: 1.174 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.467 +2025-10-14 16:36:31,681 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.168 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.446 +2025-10-14 16:38:52,962 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 1.171 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 1.459 +2025-10-14 16:41:14,736 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.185 Mixup Loss: 1.162 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.422 +2025-10-14 16:43:35,812 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.206 Mixup Loss: 1.193 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.485 +2025-10-14 16:45:58,087 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.194 Mixup Loss: 1.156 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.431 +2025-10-14 16:48:19,178 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.219 Mixup Loss: 1.189 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.500 +2025-10-14 16:50:40,503 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.192 Mixup Loss: 1.150 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.422 +2025-10-14 16:53:09,874 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.288 FPR: 56.609 AUROC: 88.684 AUPR: 49.987 AURC: 23.069 EAURC: 15.925 AUPR Succ.: 98.241 ECE: 1.233 NLL: 4.009 Brier: 17.189 +2025-10-14 16:55:23,669 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.320 FPR: 56.849 AUROC: 88.622 AUPR: 49.679 AURC: 23.074 EAURC: 15.971 AUPR Succ.: 98.236 ECE: 1.293 NLL: 4.009 Brier: 17.177 +2025-10-14 16:55:23,675 INFO Original Model Accuracy improved from 88.28 to 88.29!!! +2025-10-14 16:55:25,020 INFO EMA Model Accuracy improved from 88.31 to 88.32!!! +2025-10-14 16:55:26,239 INFO ####### --- Training Epoch 16 --- ####### +2025-10-14 16:58:57,363 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.198 Mixup Loss: 1.161 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.433 +2025-10-14 17:01:17,879 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.183 Mixup Loss: 1.145 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.396 +2025-10-14 17:03:39,780 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.209 Mixup Loss: 1.202 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.492 +2025-10-14 17:06:00,834 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.196 Mixup Loss: 1.160 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.423 +2025-10-14 17:08:22,236 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.208 Mixup Loss: 1.191 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.476 +2025-10-14 17:10:44,272 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.226 Mixup Loss: 1.182 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.491 +2025-10-14 17:13:05,444 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.210 Mixup Loss: 1.189 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.477 +2025-10-14 17:15:27,742 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.211 Mixup Loss: 1.176 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.474 +2025-10-14 17:17:49,041 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.185 Mixup Loss: 1.188 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.459 +2025-10-14 17:20:10,510 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.199 Mixup Loss: 1.180 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.472 +2025-10-14 17:22:32,826 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.200 Mixup Loss: 1.169 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.466 +2025-10-14 17:24:54,035 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.218 Mixup Loss: 1.195 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.515 +2025-10-14 17:27:16,411 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.194 Mixup Loss: 1.145 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.428 +2025-10-14 17:29:37,660 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.200 Mixup Loss: 1.163 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.455 +2025-10-14 17:31:59,034 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.210 Mixup Loss: 1.179 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.488 +2025-10-14 17:34:21,114 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.207 Mixup Loss: 1.202 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.506 +2025-10-14 17:36:42,140 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.210 Mixup Loss: 1.190 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 1.493 +2025-10-14 17:39:04,554 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.182 Mixup Loss: 1.151 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.418 +2025-10-14 17:41:25,791 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.187 Mixup Loss: 1.157 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.433 +2025-10-14 17:43:47,266 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.179 Mixup Loss: 1.141 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.402 +2025-10-14 17:46:09,454 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.195 Mixup Loss: 1.156 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.437 +2025-10-14 17:48:30,742 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.199 Mixup Loss: 1.169 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.452 +2025-10-14 17:50:52,834 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.214 Mixup Loss: 1.191 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.502 +2025-10-14 17:53:13,968 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.187 Mixup Loss: 1.180 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.454 +2025-10-14 17:55:35,488 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.207 Mixup Loss: 1.178 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.472 +2025-10-14 17:57:57,470 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.190 Mixup Loss: 1.171 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.444 +2025-10-14 18:00:18,737 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.194 Mixup Loss: 1.166 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.436 +2025-10-14 18:02:40,983 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.189 Mixup Loss: 1.170 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.436 +2025-10-14 18:05:02,091 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.209 Mixup Loss: 1.171 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.472 +2025-10-14 18:07:23,806 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.215 Mixup Loss: 1.170 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.476 +2025-10-14 18:09:45,501 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.186 Mixup Loss: 1.149 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.411 +2025-10-14 18:12:06,859 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.187 Mixup Loss: 1.163 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.428 +2025-10-14 18:14:29,100 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.194 Mixup Loss: 1.171 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.445 +2025-10-14 18:16:50,307 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.200 Mixup Loss: 1.155 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.432 +2025-10-14 18:19:12,748 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.196 Mixup Loss: 1.180 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.457 +2025-10-14 18:21:34,160 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.186 Mixup Loss: 1.171 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.438 +2025-10-14 18:23:55,735 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.195 Mixup Loss: 1.152 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.433 +2025-10-14 18:26:17,776 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.205 Mixup Loss: 1.172 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.464 +2025-10-14 18:28:38,985 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.200 Mixup Loss: 1.168 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 1.444 +2025-10-14 18:31:01,289 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.189 Mixup Loss: 1.152 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.421 +2025-10-14 18:33:22,512 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 1.163 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.441 +2025-10-14 18:35:43,965 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.205 Mixup Loss: 1.178 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.464 +2025-10-14 18:38:06,053 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.206 Mixup Loss: 1.179 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.465 +2025-10-14 18:40:27,269 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.195 Mixup Loss: 1.159 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.431 +2025-10-14 18:42:49,714 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.198 Mixup Loss: 1.152 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.436 +2025-10-14 18:45:10,916 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.181 Mixup Loss: 1.147 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.400 +2025-10-14 18:47:32,259 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 1.184 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.467 +2025-10-14 18:49:54,607 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.192 Mixup Loss: 1.148 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 1.418 +2025-10-14 18:52:15,876 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.215 Mixup Loss: 1.174 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.477 +2025-10-14 18:54:38,252 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.148 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 1.411 +2025-10-14 18:57:04,546 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.292 FPR: 56.423 AUROC: 88.704 AUPR: 50.103 AURC: 23.034 EAURC: 15.896 AUPR Succ.: 98.244 ECE: 1.288 NLL: 4.008 Brier: 17.179 +2025-10-14 18:59:16,720 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.328 FPR: 56.940 AUROC: 88.635 AUPR: 49.698 AURC: 23.034 EAURC: 15.940 AUPR Succ.: 98.240 ECE: 1.355 NLL: 4.009 Brier: 17.170 +2025-10-14 18:59:16,726 INFO Original Model Accuracy improved from 88.29 to 88.29!!! +2025-10-14 18:59:18,035 INFO EMA Model Accuracy improved from 88.32 to 88.33!!! +2025-10-14 18:59:19,391 INFO ####### --- Training Epoch 17 --- ####### +2025-10-14 19:02:50,606 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.193 Mixup Loss: 1.178 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.444 +2025-10-14 19:05:11,497 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.179 Mixup Loss: 1.157 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.402 +2025-10-14 19:07:33,582 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.205 Mixup Loss: 1.188 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.472 +2025-10-14 19:09:54,804 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.192 Mixup Loss: 1.156 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.414 +2025-10-14 19:12:17,000 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.205 Mixup Loss: 1.182 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.463 +2025-10-14 19:14:38,190 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.220 Mixup Loss: 1.180 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.481 +2025-10-14 19:16:59,448 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.205 Mixup Loss: 1.166 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.448 +2025-10-14 19:19:21,637 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.207 Mixup Loss: 1.174 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.466 +2025-10-14 19:21:42,910 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.181 Mixup Loss: 1.170 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.434 +2025-10-14 19:24:05,267 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.194 Mixup Loss: 1.147 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.430 +2025-10-14 19:26:26,465 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.197 Mixup Loss: 1.153 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.443 +2025-10-14 19:28:48,032 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.216 Mixup Loss: 1.185 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.500 +2025-10-14 19:31:10,517 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.144 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.419 +2025-10-14 19:33:32,056 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.198 Mixup Loss: 1.169 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.457 +2025-10-14 19:35:54,488 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.208 Mixup Loss: 1.180 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.485 +2025-10-14 19:38:15,677 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.202 Mixup Loss: 1.184 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.481 +2025-10-14 19:40:37,188 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.206 Mixup Loss: 1.186 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.482 +2025-10-14 19:42:59,203 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.178 Mixup Loss: 1.153 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 1.413 +2025-10-14 19:45:20,484 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.138 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.409 +2025-10-14 19:47:42,804 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.175 Mixup Loss: 1.152 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.409 +2025-10-14 19:50:03,875 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.191 Mixup Loss: 1.144 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.418 +2025-10-14 19:52:25,985 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.196 Mixup Loss: 1.171 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 1.446 +2025-10-14 19:54:47,398 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.210 Mixup Loss: 1.180 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.483 +2025-10-14 19:57:08,778 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.184 Mixup Loss: 1.159 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.429 +2025-10-14 19:59:31,096 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.203 Mixup Loss: 1.178 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.465 +2025-10-14 20:01:52,260 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.161 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.427 +2025-10-14 20:04:14,740 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.190 Mixup Loss: 1.164 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.428 +2025-10-14 20:06:35,829 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.186 Mixup Loss: 1.174 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.436 +2025-10-14 20:08:57,095 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.206 Mixup Loss: 1.179 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.474 +2025-10-14 20:11:19,477 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.211 Mixup Loss: 1.178 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 1.475 +2025-10-14 20:13:40,686 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.183 Mixup Loss: 1.158 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.415 +2025-10-14 20:16:03,313 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 1.155 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.414 +2025-10-14 20:18:24,441 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.190 Mixup Loss: 1.169 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 1.436 +2025-10-14 20:20:45,717 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.199 Mixup Loss: 1.152 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.426 +2025-10-14 20:23:07,955 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.192 Mixup Loss: 1.163 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.435 +2025-10-14 20:25:29,028 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 1.169 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.431 +2025-10-14 20:27:51,479 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.192 Mixup Loss: 1.154 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 1.428 +2025-10-14 20:30:12,612 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.202 Mixup Loss: 1.156 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.443 +2025-10-14 20:32:33,741 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.200 Mixup Loss: 1.180 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.454 +2025-10-14 20:34:55,879 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.186 Mixup Loss: 1.142 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.406 +2025-10-14 20:37:16,858 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.192 Mixup Loss: 1.155 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.425 +2025-10-14 20:39:39,071 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.201 Mixup Loss: 1.165 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.446 +2025-10-14 20:42:00,203 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.204 Mixup Loss: 1.159 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.440 +2025-10-14 20:44:21,443 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.194 Mixup Loss: 1.136 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.405 +2025-10-14 20:46:43,763 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.194 Mixup Loss: 1.155 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.432 +2025-10-14 20:49:04,895 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.177 Mixup Loss: 1.129 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.376 +2025-10-14 20:51:27,423 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.197 Mixup Loss: 1.177 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.455 +2025-10-14 20:53:48,610 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.148 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.415 +2025-10-14 20:56:09,984 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.212 Mixup Loss: 1.179 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 1.476 +2025-10-14 20:58:32,407 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.183 Mixup Loss: 1.147 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.405 +2025-10-14 21:00:58,611 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.290 FPR: 56.311 AUROC: 88.728 AUPR: 50.221 AURC: 23.006 EAURC: 15.865 AUPR Succ.: 98.247 ECE: 1.378 NLL: 4.007 Brier: 17.164 +2025-10-14 21:03:19,867 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.306 FPR: 56.525 AUROC: 88.686 AUPR: 49.924 AURC: 23.021 EAURC: 15.901 AUPR Succ.: 98.244 ECE: 1.371 NLL: 4.009 Brier: 17.164 +2025-10-14 21:03:19,876 INFO ####### --- Training Epoch 18 --- ####### +2025-10-14 21:06:50,412 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.192 Mixup Loss: 1.144 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.407 +2025-10-14 21:09:12,207 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.176 Mixup Loss: 1.143 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.383 +2025-10-14 21:11:33,092 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.203 Mixup Loss: 1.184 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.465 +2025-10-14 21:13:54,752 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.188 Mixup Loss: 1.148 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.401 +2025-10-14 21:16:17,118 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.203 Mixup Loss: 1.184 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.462 +2025-10-14 21:18:38,492 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.218 Mixup Loss: 1.192 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.489 +2025-10-14 21:21:01,142 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.201 Mixup Loss: 1.175 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.451 +2025-10-14 21:23:22,428 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.204 Mixup Loss: 1.175 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.461 +2025-10-14 21:25:44,182 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.170 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.431 +2025-10-14 21:28:05,963 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.151 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.429 +2025-10-14 21:30:27,382 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 1.147 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.430 +2025-10-14 21:32:49,849 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.212 Mixup Loss: 1.192 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.500 +2025-10-14 21:35:11,070 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.187 Mixup Loss: 1.136 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.407 +2025-10-14 21:37:33,459 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.168 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.448 +2025-10-14 21:39:54,718 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.206 Mixup Loss: 1.187 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.487 +2025-10-14 21:42:15,999 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.201 Mixup Loss: 1.172 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.465 +2025-10-14 21:44:38,527 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.204 Mixup Loss: 1.168 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.460 +2025-10-14 21:46:59,819 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.174 Mixup Loss: 1.160 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.414 +2025-10-14 21:49:22,315 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.183 Mixup Loss: 1.165 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.431 +2025-10-14 21:51:43,655 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.172 Mixup Loss: 1.150 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.400 +2025-10-14 21:54:05,082 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.190 Mixup Loss: 1.158 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.427 +2025-10-14 21:56:27,687 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.193 Mixup Loss: 1.171 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 1.443 +2025-10-14 21:58:48,971 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.206 Mixup Loss: 1.184 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.481 +2025-10-14 22:01:11,407 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.148 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.410 +2025-10-14 22:03:32,611 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.201 Mixup Loss: 1.198 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.481 +2025-10-14 22:05:53,999 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.162 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.423 +2025-10-14 22:08:16,521 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.187 Mixup Loss: 1.152 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.412 +2025-10-14 22:10:37,775 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.182 Mixup Loss: 1.150 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 1.406 +2025-10-14 22:13:00,325 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.204 Mixup Loss: 1.168 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 1.460 +2025-10-14 22:15:21,608 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.211 Mixup Loss: 1.170 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.467 +2025-10-14 22:17:43,022 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 1.155 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.407 +2025-10-14 22:20:05,355 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.181 Mixup Loss: 1.157 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.413 +2025-10-14 22:22:26,540 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.187 Mixup Loss: 1.169 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.430 +2025-10-14 22:24:48,846 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.196 Mixup Loss: 1.134 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.403 +2025-10-14 22:27:10,158 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.189 Mixup Loss: 1.166 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.433 +2025-10-14 22:29:31,456 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 1.164 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.422 +2025-10-14 22:31:54,022 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.191 Mixup Loss: 1.129 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.401 +2025-10-14 22:34:15,368 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.200 Mixup Loss: 1.160 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.442 +2025-10-14 22:36:37,786 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.195 Mixup Loss: 1.173 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.442 +2025-10-14 22:38:58,957 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.184 Mixup Loss: 1.146 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 1.405 +2025-10-14 22:41:20,265 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.191 Mixup Loss: 1.163 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.431 +2025-10-14 22:43:42,743 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.200 Mixup Loss: 1.150 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.428 +2025-10-14 22:46:04,225 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.201 Mixup Loss: 1.168 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.444 +2025-10-14 22:48:26,703 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.190 Mixup Loss: 1.158 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.421 +2025-10-14 22:50:47,935 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 1.139 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 1.412 +2025-10-14 22:53:09,259 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.172 Mixup Loss: 1.139 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.380 +2025-10-14 22:55:31,811 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.195 Mixup Loss: 1.169 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.444 +2025-10-14 22:57:53,288 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.186 Mixup Loss: 1.149 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 1.411 +2025-10-14 23:00:15,938 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.211 Mixup Loss: 1.182 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 1.479 +2025-10-14 23:02:37,003 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.182 Mixup Loss: 1.116 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.372 +2025-10-14 23:05:08,018 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.332 FPR: 56.445 AUROC: 88.670 AUPR: 49.766 AURC: 22.974 EAURC: 15.886 AUPR Succ.: 98.246 ECE: 1.453 NLL: 4.007 Brier: 17.155 +2025-10-14 23:07:21,335 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.322 FPR: 56.688 AUROC: 88.679 AUPR: 49.926 AURC: 22.989 EAURC: 15.889 AUPR Succ.: 98.245 ECE: 1.530 NLL: 4.008 Brier: 17.157 +2025-10-14 23:07:21,340 INFO Original Model Accuracy improved from 88.29 to 88.33!!! +2025-10-14 23:07:22,740 INFO ####### --- Training Epoch 19 --- ####### +2025-10-14 23:10:53,132 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.189 Mixup Loss: 1.156 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.414 +2025-10-14 23:13:14,308 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.174 Mixup Loss: 1.153 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.390 +2025-10-14 23:15:35,347 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.200 Mixup Loss: 1.195 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.470 +2025-10-14 23:17:57,860 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.188 Mixup Loss: 1.144 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.394 +2025-10-14 23:20:19,062 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 1.169 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.441 +2025-10-14 23:22:41,616 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.216 Mixup Loss: 1.173 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.468 +2025-10-14 23:25:02,957 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.200 Mixup Loss: 1.178 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.451 +2025-10-14 23:27:24,335 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.203 Mixup Loss: 1.162 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.445 +2025-10-14 23:29:46,895 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.175 Mixup Loss: 1.173 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 1.427 +2025-10-14 23:32:08,084 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.190 Mixup Loss: 1.150 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.425 +2025-10-14 23:34:30,640 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.190 Mixup Loss: 1.150 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.428 +2025-10-14 23:36:51,772 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.211 Mixup Loss: 1.196 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 1.501 +2025-10-14 23:39:13,002 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.147 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 1.415 +2025-10-14 23:41:35,255 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.158 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.436 +2025-10-14 23:43:56,525 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.204 Mixup Loss: 1.163 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.459 +2025-10-14 23:46:18,701 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.199 Mixup Loss: 1.167 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.455 +2025-10-14 23:48:39,831 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.201 Mixup Loss: 1.170 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.456 +2025-10-14 23:51:01,162 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.174 Mixup Loss: 1.158 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.409 +2025-10-14 23:53:23,353 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.154 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.415 +2025-10-14 23:55:44,577 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.172 Mixup Loss: 1.150 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.398 +2025-10-14 23:58:06,927 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.189 Mixup Loss: 1.131 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 1.398 +2025-10-15 00:00:28,124 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.192 Mixup Loss: 1.161 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.429 +2025-10-15 00:02:49,250 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.204 Mixup Loss: 1.187 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.479 +2025-10-15 00:05:11,573 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.177 Mixup Loss: 1.162 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.421 +2025-10-15 00:07:32,758 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.199 Mixup Loss: 1.190 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.468 +2025-10-15 00:09:55,057 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.166 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 1.425 +2025-10-15 00:12:16,136 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.185 Mixup Loss: 1.153 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.409 +2025-10-15 00:14:37,345 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.183 Mixup Loss: 1.159 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.412 +2025-10-15 00:16:59,745 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.203 Mixup Loss: 1.157 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.445 +2025-10-15 00:19:20,955 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.207 Mixup Loss: 1.184 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 1.476 +2025-10-15 00:21:43,319 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.179 Mixup Loss: 1.139 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 1.389 +2025-10-15 00:24:04,412 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.181 Mixup Loss: 1.160 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 1.413 +2025-10-15 00:26:25,666 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.184 Mixup Loss: 1.158 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.414 +2025-10-15 00:28:47,876 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.193 Mixup Loss: 1.149 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.413 +2025-10-15 00:31:09,149 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.187 Mixup Loss: 1.164 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.427 +2025-10-15 00:33:31,410 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.179 Mixup Loss: 1.170 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 1.424 +2025-10-15 00:35:52,618 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.189 Mixup Loss: 1.146 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.413 +2025-10-15 00:38:13,853 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.197 Mixup Loss: 1.171 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.449 +2025-10-15 00:40:36,069 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.196 Mixup Loss: 1.184 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.450 +2025-10-15 00:42:57,300 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.144 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 1.399 +2025-10-15 00:45:19,688 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.191 Mixup Loss: 1.158 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.424 +2025-10-15 00:47:40,841 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.197 Mixup Loss: 1.160 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.434 +2025-10-15 00:50:02,396 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.199 Mixup Loss: 1.176 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.449 +2025-10-15 00:52:24,417 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.140 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.399 +2025-10-15 00:54:45,778 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.191 Mixup Loss: 1.131 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.402 +2025-10-15 00:57:08,148 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.174 Mixup Loss: 1.130 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.371 +2025-10-15 00:59:29,328 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.178 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.450 +2025-10-15 01:01:51,019 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.148 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.405 +2025-10-15 01:04:12,870 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.208 Mixup Loss: 1.160 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 1.451 +2025-10-15 01:06:34,040 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.182 Mixup Loss: 1.139 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 1.393 +2025-10-15 01:09:22,115 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.330 FPR: 56.470 AUROC: 88.675 AUPR: 49.830 AURC: 22.974 EAURC: 15.883 AUPR Succ.: 98.246 ECE: 1.475 NLL: 4.008 Brier: 17.152 +2025-10-15 01:11:32,711 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.306 FPR: 56.439 AUROC: 88.713 AUPR: 50.087 AURC: 22.987 EAURC: 15.866 AUPR Succ.: 98.247 ECE: 1.529 NLL: 4.008 Brier: 17.154 +2025-10-15 01:11:32,719 INFO ####### --- Training Epoch 20 --- ####### +2025-10-15 01:15:03,908 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.186 Mixup Loss: 1.152 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.406 +2025-10-15 01:17:24,415 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.173 Mixup Loss: 1.150 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 1.384 +2025-10-15 01:19:46,609 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.198 Mixup Loss: 1.171 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 1.445 +2025-10-15 01:22:07,560 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.187 Mixup Loss: 1.154 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.402 +2025-10-15 01:24:28,671 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.199 Mixup Loss: 1.186 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.458 +2025-10-15 01:26:51,125 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.217 Mixup Loss: 1.175 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.469 +2025-10-15 01:29:12,290 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.199 Mixup Loss: 1.181 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.452 +2025-10-15 01:31:34,724 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.202 Mixup Loss: 1.168 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.449 +2025-10-15 01:33:55,889 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 1.151 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.404 +2025-10-15 01:36:17,071 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.189 Mixup Loss: 1.155 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 1.427 +2025-10-15 01:38:39,350 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.193 Mixup Loss: 1.143 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 1.424 +2025-10-15 01:41:00,502 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.211 Mixup Loss: 1.201 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 1.503 +2025-10-15 01:43:22,770 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.185 Mixup Loss: 1.138 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 1.403 +2025-10-15 01:45:43,822 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.189 Mixup Loss: 1.152 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.425 +2025-10-15 01:48:05,043 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.202 Mixup Loss: 1.172 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 1.465 +2025-10-15 01:50:27,251 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.197 Mixup Loss: 1.160 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.445 +2025-10-15 01:52:48,491 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.201 Mixup Loss: 1.163 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.447 +2025-10-15 01:55:10,926 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.175 Mixup Loss: 1.156 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.405 +2025-10-15 01:57:32,024 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.158 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.416 +2025-10-15 01:59:53,244 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.172 Mixup Loss: 1.136 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.383 +2025-10-15 02:02:15,416 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.187 Mixup Loss: 1.149 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.412 +2025-10-15 02:04:36,598 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.191 Mixup Loss: 1.159 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.424 +2025-10-15 02:06:58,744 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.204 Mixup Loss: 1.181 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 1.471 +2025-10-15 02:09:19,909 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.178 Mixup Loss: 1.149 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.405 +2025-10-15 02:11:41,208 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.196 Mixup Loss: 1.160 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 1.434 +2025-10-15 02:14:03,497 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.181 Mixup Loss: 1.158 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 1.413 +2025-10-15 02:16:24,884 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.184 Mixup Loss: 1.157 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 1.410 +2025-10-15 02:18:47,367 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.181 Mixup Loss: 1.160 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.411 +2025-10-15 02:21:08,574 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.201 Mixup Loss: 1.171 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.456 +2025-10-15 02:23:29,794 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.205 Mixup Loss: 1.173 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 1.460 +2025-10-15 02:25:52,248 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.177 Mixup Loss: 1.148 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.395 +2025-10-15 02:28:13,518 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.181 Mixup Loss: 1.153 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.405 +2025-10-15 02:30:35,988 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.184 Mixup Loss: 1.168 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 1.423 +2025-10-15 02:32:57,125 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.194 Mixup Loss: 1.149 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.412 +2025-10-15 02:35:18,669 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.187 Mixup Loss: 1.164 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 1.424 +2025-10-15 02:37:40,447 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.146 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.399 +2025-10-15 02:40:01,754 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.188 Mixup Loss: 1.140 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.405 +2025-10-15 02:42:23,876 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.198 Mixup Loss: 1.156 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 1.432 +2025-10-15 02:44:44,894 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.195 Mixup Loss: 1.175 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 1.441 +2025-10-15 02:47:07,161 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.181 Mixup Loss: 1.147 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.400 +2025-10-15 02:49:28,638 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.188 Mixup Loss: 1.154 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 1.416 +2025-10-15 02:51:50,036 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.196 Mixup Loss: 1.167 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.439 +2025-10-15 02:54:12,287 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.200 Mixup Loss: 1.159 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 1.431 +2025-10-15 02:56:33,494 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.141 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.397 +2025-10-15 02:58:55,845 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.191 Mixup Loss: 1.133 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.402 +2025-10-15 03:01:17,140 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.174 Mixup Loss: 1.144 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.382 +2025-10-15 03:03:38,416 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.193 Mixup Loss: 1.166 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.436 +2025-10-15 03:06:00,726 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.149 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.405 +2025-10-15 03:08:21,957 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.208 Mixup Loss: 1.175 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.464 +2025-10-15 03:10:44,174 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.124 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.376 +2025-10-15 03:13:09,997 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.362 FPR: 56.848 AUROC: 88.618 AUPR: 49.474 AURC: 22.972 EAURC: 15.921 AUPR Succ.: 98.242 ECE: 1.536 NLL: 4.010 Brier: 17.153 +2025-10-15 03:15:19,807 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.328 FPR: 56.631 AUROC: 88.675 AUPR: 49.801 AURC: 22.982 EAURC: 15.888 AUPR Succ.: 98.245 ECE: 1.547 NLL: 4.009 Brier: 17.153 +2025-10-15 03:15:19,813 INFO Original Model Accuracy improved from 88.33 to 88.36!!! +2025-10-15 03:15:21,079 INFO ####### --- Training Epoch 21 --- ####### +2025-10-15 03:18:51,068 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.186 Mixup Loss: 1.142 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.395 +2025-10-15 03:21:11,930 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.172 Mixup Loss: 1.129 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.361 +2025-10-15 03:23:34,142 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.183 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 1.457 +2025-10-15 03:25:55,406 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.187 Mixup Loss: 1.147 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 1.394 +2025-10-15 03:28:17,699 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.198 Mixup Loss: 1.174 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.443 +2025-10-15 03:30:38,820 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.215 Mixup Loss: 1.183 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 1.475 +2025-10-15 03:33:00,069 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.199 Mixup Loss: 1.175 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 1.443 +2025-10-15 03:35:22,389 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.200 Mixup Loss: 1.156 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 1.433 +2025-10-15 03:37:43,712 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.143 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 1.394 +2025-10-15 03:40:05,959 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.158 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 1.427 +2025-10-15 03:42:27,116 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.191 Mixup Loss: 1.152 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 1.428 +2025-10-15 03:44:48,517 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.208 Mixup Loss: 1.191 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 1.489 +2025-10-15 03:47:10,694 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.126 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 1.387 +2025-10-15 03:49:31,991 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.191 Mixup Loss: 1.144 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 1.418 +2025-10-15 03:51:54,041 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.203 Mixup Loss: 1.157 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.448 +2025-10-15 03:54:15,335 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.197 Mixup Loss: 1.170 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.452 +2025-10-15 03:56:36,810 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.200 Mixup Loss: 1.169 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 1.451 +2025-10-15 03:58:59,198 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.174 Mixup Loss: 1.165 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 1.412 +2025-10-15 04:01:20,646 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.180 Mixup Loss: 1.137 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 1.394 +2025-10-15 04:03:42,794 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.169 Mixup Loss: 1.139 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.381 +2025-10-15 04:06:04,053 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.186 Mixup Loss: 1.142 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.403 +2025-10-15 04:08:25,672 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.190 Mixup Loss: 1.162 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 1.424 +2025-10-15 04:10:47,766 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.203 Mixup Loss: 1.176 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 1.463 +2025-10-15 04:13:09,117 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.180 Mixup Loss: 1.144 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 1.401 +2025-10-15 04:15:31,348 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.196 Mixup Loss: 1.181 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.454 +2025-10-15 04:17:52,476 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.180 Mixup Loss: 1.150 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.403 +2025-10-15 04:20:14,074 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.183 Mixup Loss: 1.148 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 1.399 +2025-10-15 04:22:35,982 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.181 Mixup Loss: 1.143 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.392 +2025-10-15 04:24:57,280 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.201 Mixup Loss: 1.182 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 1.464 +2025-10-15 04:27:19,548 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.205 Mixup Loss: 1.166 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.452 +2025-10-15 04:29:40,750 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 1.144 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 1.390 +2025-10-15 04:32:02,602 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.178 Mixup Loss: 1.149 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 1.397 +2025-10-15 04:34:24,336 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.184 Mixup Loss: 1.175 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 1.428 +2025-10-15 04:36:45,498 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.192 Mixup Loss: 1.164 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 1.423 +2025-10-15 04:39:07,627 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.187 Mixup Loss: 1.157 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 1.417 +2025-10-15 04:41:28,782 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.145 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 1.394 +2025-10-15 04:43:51,001 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.189 Mixup Loss: 1.141 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 1.405 +2025-10-15 04:46:12,624 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.198 Mixup Loss: 1.170 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 1.446 +2025-10-15 04:48:34,027 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 1.164 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 1.426 +2025-10-15 04:50:56,156 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.181 Mixup Loss: 1.143 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.395 +2025-10-15 04:53:17,370 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.145 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.404 +2025-10-15 04:55:40,014 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.196 Mixup Loss: 1.145 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 1.416 +2025-10-15 04:58:01,418 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.198 Mixup Loss: 1.159 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 1.428 +2025-10-15 05:00:22,948 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.141 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 1.398 +2025-10-15 05:02:45,689 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.190 Mixup Loss: 1.154 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 1.420 +2025-10-15 05:05:07,151 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.173 Mixup Loss: 1.133 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.370 +2025-10-15 05:07:29,580 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.193 Mixup Loss: 1.173 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 1.442 +2025-10-15 05:09:50,788 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.184 Mixup Loss: 1.152 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 1.407 +2025-10-15 05:12:12,016 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.208 Mixup Loss: 1.154 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 1.442 +2025-10-15 05:14:34,125 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.181 Mixup Loss: 1.141 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 1.392 +2025-10-15 05:18:16,757 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.354 FPR: 56.758 AUROC: 88.633 AUPR: 49.589 AURC: 22.973 EAURC: 15.912 AUPR Succ.: 98.243 ECE: 1.568 NLL: 4.010 Brier: 17.153 +2025-10-15 05:21:51,365 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.344 FPR: 56.726 AUROC: 88.649 AUPR: 49.618 AURC: 22.977 EAURC: 15.903 AUPR Succ.: 98.244 ECE: 1.542 NLL: 4.009 Brier: 17.152 +2025-10-15 05:21:51,371 INFO EMA Model Accuracy improved from 88.33 to 88.34!!!