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Loss: 8.989 Mixup Loss: 9.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 9.138 Tot. Loss: 18.160 +2025-09-22 04:38:06,728 INFO Epoch 1 Batch 199 LR : 0.00010 Top1 Acc.: 1.000 CLS Loss: 7.739 Mixup Loss: 8.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 8.265 Tot. Loss: 16.183 +2025-09-22 04:40:17,330 INFO Epoch 1 Batch 299 LR : 0.00010 Top1 Acc.: 4.266 CLS Loss: 6.478 Mixup Loss: 7.694 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 7.288 Tot. Loss: 14.173 +2025-09-22 04:42:28,293 INFO Epoch 1 Batch 399 LR : 0.00010 Top1 Acc.: 13.984 CLS Loss: 5.184 Mixup Loss: 6.893 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.273 Tot. Loss: 12.077 +2025-09-22 04:44:39,317 INFO Epoch 1 Batch 499 LR : 0.00010 Top1 Acc.: 30.797 CLS Loss: 3.948 Mixup Loss: 6.071 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.144 Tot. Loss: 10.019 +2025-09-22 04:46:50,801 INFO Epoch 1 Batch 599 LR : 0.00010 Top1 Acc.: 48.195 CLS Loss: 2.908 Mixup Loss: 5.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.143 Tot. Loss: 8.207 +2025-09-22 04:49:02,278 INFO Epoch 1 Batch 699 LR : 0.00010 Top1 Acc.: 63.273 CLS Loss: 2.074 Mixup Loss: 4.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.323 Tot. Loss: 6.715 +2025-09-22 04:51:13,826 INFO Epoch 1 Batch 799 LR : 0.00010 Top1 Acc.: 73.047 CLS Loss: 1.520 Mixup Loss: 4.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.822 Tot. Loss: 5.671 +2025-09-22 04:53:25,499 INFO Epoch 1 Batch 899 LR : 0.00010 Top1 Acc.: 78.781 CLS Loss: 1.170 Mixup Loss: 3.817 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.545 Tot. Loss: 4.987 +2025-09-22 04:55:37,187 INFO Epoch 1 Batch 999 LR : 0.00010 Top1 Acc.: 82.742 CLS Loss: 0.895 Mixup Loss: 3.505 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.288 Tot. Loss: 4.400 +2025-09-22 04:57:48,817 INFO Epoch 1 Batch 1099 LR : 0.00010 Top1 Acc.: 84.453 CLS Loss: 0.763 Mixup Loss: 3.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.161 Tot. 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Loss: 2.762 +2025-09-22 05:54:49,045 INFO Epoch 1 Batch 3699 LR : 0.00010 Top1 Acc.: 91.359 CLS Loss: 0.332 Mixup Loss: 2.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.684 Tot. Loss: 2.708 +2025-09-22 05:57:00,506 INFO Epoch 1 Batch 3799 LR : 0.00010 Top1 Acc.: 91.070 CLS Loss: 0.347 Mixup Loss: 2.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.676 Tot. Loss: 2.716 +2025-09-22 05:59:11,994 INFO Epoch 1 Batch 3899 LR : 0.00010 Top1 Acc.: 90.898 CLS Loss: 0.337 Mixup Loss: 2.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.667 Tot. Loss: 2.672 +2025-09-22 06:01:23,494 INFO Epoch 1 Batch 3999 LR : 0.00010 Top1 Acc.: 91.750 CLS Loss: 0.316 Mixup Loss: 2.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.639 Tot. Loss: 2.656 +2025-09-22 06:03:35,102 INFO Epoch 1 Batch 4099 LR : 0.00010 Top1 Acc.: 91.336 CLS Loss: 0.326 Mixup Loss: 2.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.673 Tot. Loss: 2.649 +2025-09-22 06:05:46,563 INFO Epoch 1 Batch 4199 LR : 0.00010 Top1 Acc.: 91.336 CLS Loss: 0.326 Mixup Loss: 2.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.638 Tot. Loss: 2.665 +2025-09-22 06:07:58,091 INFO Epoch 1 Batch 4299 LR : 0.00010 Top1 Acc.: 91.242 CLS Loss: 0.331 Mixup Loss: 2.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.684 Tot. Loss: 2.637 +2025-09-22 06:10:09,720 INFO Epoch 1 Batch 4399 LR : 0.00010 Top1 Acc.: 91.391 CLS Loss: 0.326 Mixup Loss: 2.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.628 Tot. Loss: 2.620 +2025-09-22 06:12:21,926 INFO Epoch 1 Batch 4499 LR : 0.00010 Top1 Acc.: 91.148 CLS Loss: 0.327 Mixup Loss: 2.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.605 Tot. Loss: 2.621 +2025-09-22 06:14:33,330 INFO Epoch 1 Batch 4599 LR : 0.00010 Top1 Acc.: 91.680 CLS Loss: 0.314 Mixup Loss: 2.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.597 Tot. Loss: 2.593 +2025-09-22 06:16:44,241 INFO Epoch 1 Batch 4699 LR : 0.00010 Top1 Acc.: 91.547 CLS Loss: 0.312 Mixup Loss: 2.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.588 Tot. Loss: 2.616 +2025-09-22 06:18:54,835 INFO Epoch 1 Batch 4799 LR : 0.00010 Top1 Acc.: 91.477 CLS Loss: 0.330 Mixup Loss: 2.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.640 Tot. Loss: 2.591 +2025-09-22 06:21:05,776 INFO Epoch 1 Batch 4899 LR : 0.00010 Top1 Acc.: 91.492 CLS Loss: 0.327 Mixup Loss: 2.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.640 Tot. Loss: 2.585 +2025-09-22 06:23:17,142 INFO Epoch 1 Batch 4999 LR : 0.00010 Top1 Acc.: 91.672 CLS Loss: 0.303 Mixup Loss: 2.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.593 Tot. Loss: 2.570 +2025-09-22 06:24:48,885 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 80.192 FPR: 57.280 AUROC: 87.626 AUPR: 63.840 AURC: 51.743 EAURC: 30.684 AUPR Succ.: 96.330 ECE: 7.339 NLL: 9.359 Brier: 29.149 +2025-09-22 06:25:34,275 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 06:25:34,281 INFO Original Model Accuracy improved from 0.00 to 80.19!!! +2025-09-22 06:25:34,600 INFO EMA Model Accuracy improved from 0.00 to 0.08!!! +2025-09-22 06:25:34,927 INFO ####### --- Training Epoch 2 --- ####### +2025-09-22 06:28:59,451 INFO Epoch 2 Batch 99 LR : 0.00010 Top1 Acc.: 91.508 CLS Loss: 0.320 Mixup Loss: 2.223 CRL Loss: 0.004 CutMix Loss: 0.000 PixMix Loss: 1.642 Tot. Loss: 2.546 +2025-09-22 06:31:09,982 INFO Epoch 2 Batch 199 LR : 0.00010 Top1 Acc.: 92.219 CLS Loss: 0.296 Mixup Loss: 2.236 CRL Loss: 0.019 CutMix Loss: 0.000 PixMix Loss: 1.621 Tot. Loss: 2.551 +2025-09-22 06:33:20,630 INFO Epoch 2 Batch 299 LR : 0.00010 Top1 Acc.: 91.859 CLS Loss: 0.304 Mixup Loss: 2.251 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.584 Tot. Loss: 2.631 +2025-09-22 06:35:31,528 INFO Epoch 2 Batch 399 LR : 0.00010 Top1 Acc.: 91.906 CLS Loss: 0.308 Mixup Loss: 2.225 CRL Loss: 0.222 CutMix Loss: 0.000 PixMix Loss: 1.612 Tot. Loss: 2.755 +2025-09-22 06:37:42,661 INFO Epoch 2 Batch 499 LR : 0.00010 Top1 Acc.: 92.086 CLS Loss: 0.296 Mixup Loss: 2.249 CRL Loss: 0.387 CutMix Loss: 0.000 PixMix Loss: 1.602 Tot. Loss: 2.932 +2025-09-22 06:39:54,002 INFO Epoch 2 Batch 599 LR : 0.00010 Top1 Acc.: 92.133 CLS Loss: 0.295 Mixup Loss: 2.210 CRL Loss: 0.449 CutMix Loss: 0.000 PixMix Loss: 1.583 Tot. Loss: 2.953 +2025-09-22 06:42:05,585 INFO Epoch 2 Batch 699 LR : 0.00010 Top1 Acc.: 92.023 CLS Loss: 0.295 Mixup Loss: 2.199 CRL Loss: 0.402 CutMix Loss: 0.000 PixMix Loss: 1.606 Tot. Loss: 2.896 +2025-09-22 06:44:17,386 INFO Epoch 2 Batch 799 LR : 0.00010 Top1 Acc.: 91.930 CLS Loss: 0.295 Mixup Loss: 2.182 CRL Loss: 0.325 CutMix Loss: 0.000 PixMix Loss: 1.592 Tot. Loss: 2.803 +2025-09-22 06:46:29,152 INFO Epoch 2 Batch 899 LR : 0.00010 Top1 Acc.: 91.781 CLS Loss: 0.304 Mixup Loss: 2.204 CRL Loss: 0.263 CutMix Loss: 0.000 PixMix Loss: 1.602 Tot. Loss: 2.772 +2025-09-22 06:48:40,893 INFO Epoch 2 Batch 999 LR : 0.00010 Top1 Acc.: 91.758 CLS Loss: 0.292 Mixup Loss: 2.160 CRL Loss: 0.209 CutMix Loss: 0.000 PixMix Loss: 1.565 Tot. Loss: 2.661 +2025-09-22 06:50:52,665 INFO Epoch 2 Batch 1099 LR : 0.00010 Top1 Acc.: 92.375 CLS Loss: 0.280 Mixup Loss: 2.177 CRL Loss: 0.194 CutMix Loss: 0.000 PixMix Loss: 1.519 Tot. Loss: 2.651 +2025-09-22 06:53:04,321 INFO Epoch 2 Batch 1199 LR : 0.00010 Top1 Acc.: 92.422 CLS Loss: 0.280 Mixup Loss: 2.151 CRL Loss: 0.172 CutMix Loss: 0.000 PixMix Loss: 1.562 Tot. Loss: 2.604 +2025-09-22 06:55:16,024 INFO Epoch 2 Batch 1299 LR : 0.00010 Top1 Acc.: 92.031 CLS Loss: 0.298 Mixup Loss: 2.198 CRL Loss: 0.164 CutMix Loss: 0.000 PixMix Loss: 1.551 Tot. Loss: 2.660 +2025-09-22 06:57:27,809 INFO Epoch 2 Batch 1399 LR : 0.00010 Top1 Acc.: 92.398 CLS Loss: 0.276 Mixup Loss: 2.126 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 1.568 Tot. Loss: 2.552 +2025-09-22 06:59:39,558 INFO Epoch 2 Batch 1499 LR : 0.00010 Top1 Acc.: 92.461 CLS Loss: 0.282 Mixup Loss: 2.160 CRL Loss: 0.150 CutMix Loss: 0.000 PixMix Loss: 1.565 Tot. Loss: 2.593 +2025-09-22 07:01:51,355 INFO Epoch 2 Batch 1599 LR : 0.00010 Top1 Acc.: 92.086 CLS Loss: 0.277 Mixup Loss: 2.130 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 1.531 Tot. Loss: 2.550 +2025-09-22 07:04:03,116 INFO Epoch 2 Batch 1699 LR : 0.00010 Top1 Acc.: 92.227 CLS Loss: 0.289 Mixup Loss: 2.139 CRL Loss: 0.143 CutMix Loss: 0.000 PixMix Loss: 1.548 Tot. Loss: 2.571 +2025-09-22 07:06:14,770 INFO Epoch 2 Batch 1799 LR : 0.00010 Top1 Acc.: 92.297 CLS Loss: 0.284 Mixup Loss: 2.127 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 1.546 Tot. Loss: 2.545 +2025-09-22 07:08:26,485 INFO Epoch 2 Batch 1899 LR : 0.00010 Top1 Acc.: 92.055 CLS Loss: 0.285 Mixup Loss: 2.138 CRL Loss: 0.133 CutMix Loss: 0.000 PixMix Loss: 1.572 Tot. Loss: 2.556 +2025-09-22 07:10:38,291 INFO Epoch 2 Batch 1999 LR : 0.00010 Top1 Acc.: 92.352 CLS Loss: 0.275 Mixup Loss: 2.116 CRL Loss: 0.131 CutMix Loss: 0.000 PixMix Loss: 1.545 Tot. Loss: 2.522 +2025-09-22 07:12:50,163 INFO Epoch 2 Batch 2099 LR : 0.00010 Top1 Acc.: 92.359 CLS Loss: 0.282 Mixup Loss: 2.131 CRL Loss: 0.129 CutMix Loss: 0.000 PixMix Loss: 1.559 Tot. Loss: 2.541 +2025-09-22 07:15:02,033 INFO Epoch 2 Batch 2199 LR : 0.00010 Top1 Acc.: 92.500 CLS Loss: 0.269 Mixup Loss: 2.132 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 1.540 Tot. Loss: 2.522 +2025-09-22 07:17:13,864 INFO Epoch 2 Batch 2299 LR : 0.00010 Top1 Acc.: 92.539 CLS Loss: 0.271 Mixup Loss: 2.130 CRL Loss: 0.124 CutMix Loss: 0.000 PixMix Loss: 1.505 Tot. Loss: 2.525 +2025-09-22 07:19:25,681 INFO Epoch 2 Batch 2399 LR : 0.00010 Top1 Acc.: 92.578 CLS Loss: 0.269 Mixup Loss: 2.083 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 1.501 Tot. Loss: 2.473 +2025-09-22 07:21:37,580 INFO Epoch 2 Batch 2499 LR : 0.00010 Top1 Acc.: 92.391 CLS Loss: 0.284 Mixup Loss: 2.136 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 1.556 Tot. Loss: 2.543 +2025-09-22 07:23:49,401 INFO Epoch 2 Batch 2599 LR : 0.00010 Top1 Acc.: 92.500 CLS Loss: 0.265 Mixup Loss: 2.098 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 1.542 Tot. Loss: 2.480 +2025-09-22 07:26:01,160 INFO Epoch 2 Batch 2699 LR : 0.00010 Top1 Acc.: 92.578 CLS Loss: 0.262 Mixup Loss: 2.080 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 1.522 Tot. Loss: 2.455 +2025-09-22 07:28:13,003 INFO Epoch 2 Batch 2799 LR : 0.00010 Top1 Acc.: 92.422 CLS Loss: 0.273 Mixup Loss: 2.083 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 1.497 Tot. Loss: 2.474 +2025-09-22 07:30:24,809 INFO Epoch 2 Batch 2899 LR : 0.00010 Top1 Acc.: 92.188 CLS Loss: 0.281 Mixup Loss: 2.116 CRL Loss: 0.122 CutMix Loss: 0.000 PixMix Loss: 1.526 Tot. Loss: 2.519 +2025-09-22 07:32:36,609 INFO Epoch 2 Batch 2999 LR : 0.00010 Top1 Acc.: 92.359 CLS Loss: 0.276 Mixup Loss: 2.079 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 1.507 Tot. Loss: 2.472 +2025-09-22 07:34:48,419 INFO Epoch 2 Batch 3099 LR : 0.00010 Top1 Acc.: 92.625 CLS Loss: 0.268 Mixup Loss: 2.073 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 1.540 Tot. Loss: 2.453 +2025-09-22 07:37:00,239 INFO Epoch 2 Batch 3199 LR : 0.00010 Top1 Acc.: 92.617 CLS Loss: 0.262 Mixup Loss: 2.062 CRL Loss: 0.112 CutMix Loss: 0.000 PixMix Loss: 1.477 Tot. Loss: 2.436 +2025-09-22 07:39:11,986 INFO Epoch 2 Batch 3299 LR : 0.00010 Top1 Acc.: 92.422 CLS Loss: 0.274 Mixup Loss: 2.079 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 1.512 Tot. Loss: 2.466 +2025-09-22 07:41:23,853 INFO Epoch 2 Batch 3399 LR : 0.00010 Top1 Acc.: 92.875 CLS Loss: 0.255 Mixup Loss: 2.054 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 1.505 Tot. Loss: 2.414 +2025-09-22 07:43:35,644 INFO Epoch 2 Batch 3499 LR : 0.00010 Top1 Acc.: 92.961 CLS Loss: 0.246 Mixup Loss: 2.059 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.482 Tot. Loss: 2.412 +2025-09-22 07:45:47,488 INFO Epoch 2 Batch 3599 LR : 0.00010 Top1 Acc.: 92.406 CLS Loss: 0.274 Mixup Loss: 2.084 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 1.493 Tot. Loss: 2.472 +2025-09-22 07:47:59,218 INFO Epoch 2 Batch 3699 LR : 0.00010 Top1 Acc.: 93.047 CLS Loss: 0.257 Mixup Loss: 2.032 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.500 Tot. Loss: 2.392 +2025-09-22 07:50:10,999 INFO Epoch 2 Batch 3799 LR : 0.00010 Top1 Acc.: 92.633 CLS Loss: 0.272 Mixup Loss: 2.060 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 1.496 Tot. Loss: 2.438 +2025-09-22 07:52:22,692 INFO Epoch 2 Batch 3899 LR : 0.00010 Top1 Acc.: 92.555 CLS Loss: 0.265 Mixup Loss: 2.058 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.436 Tot. Loss: 2.429 +2025-09-22 07:54:34,519 INFO Epoch 2 Batch 3999 LR : 0.00010 Top1 Acc.: 93.320 CLS Loss: 0.241 Mixup Loss: 2.023 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 1.478 Tot. Loss: 2.363 +2025-09-22 07:56:46,279 INFO Epoch 2 Batch 4099 LR : 0.00010 Top1 Acc.: 92.820 CLS Loss: 0.259 Mixup Loss: 2.046 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 1.458 Tot. Loss: 2.411 +2025-09-22 07:58:58,104 INFO Epoch 2 Batch 4199 LR : 0.00010 Top1 Acc.: 92.969 CLS Loss: 0.262 Mixup Loss: 2.042 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.517 Tot. Loss: 2.408 +2025-09-22 08:01:09,884 INFO Epoch 2 Batch 4299 LR : 0.00010 Top1 Acc.: 92.805 CLS Loss: 0.264 Mixup Loss: 2.031 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 1.486 Tot. Loss: 2.401 +2025-09-22 08:03:21,637 INFO Epoch 2 Batch 4399 LR : 0.00010 Top1 Acc.: 92.656 CLS Loss: 0.266 Mixup Loss: 2.012 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 1.517 Tot. Loss: 2.383 +2025-09-22 08:05:33,410 INFO Epoch 2 Batch 4499 LR : 0.00010 Top1 Acc.: 92.664 CLS Loss: 0.263 Mixup Loss: 2.022 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.491 Tot. Loss: 2.393 +2025-09-22 08:07:45,716 INFO Epoch 2 Batch 4599 LR : 0.00010 Top1 Acc.: 92.992 CLS Loss: 0.256 Mixup Loss: 2.006 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 1.398 Tot. Loss: 2.363 +2025-09-22 08:09:57,726 INFO Epoch 2 Batch 4699 LR : 0.00010 Top1 Acc.: 92.961 CLS Loss: 0.252 Mixup Loss: 2.019 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.498 Tot. Loss: 2.373 +2025-09-22 08:12:09,445 INFO Epoch 2 Batch 4799 LR : 0.00010 Top1 Acc.: 92.805 CLS Loss: 0.268 Mixup Loss: 2.019 CRL Loss: 0.104 CutMix Loss: 0.000 PixMix Loss: 1.488 Tot. Loss: 2.391 +2025-09-22 08:14:20,767 INFO Epoch 2 Batch 4899 LR : 0.00010 Top1 Acc.: 92.867 CLS Loss: 0.269 Mixup Loss: 2.018 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.501 Tot. Loss: 2.390 +2025-09-22 08:16:31,788 INFO Epoch 2 Batch 4999 LR : 0.00010 Top1 Acc.: 92.930 CLS Loss: 0.250 Mixup Loss: 1.979 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.445 Tot. Loss: 2.332 +2025-09-22 08:21:04,522 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 80.648 FPR: 56.893 AUROC: 87.987 AUPR: 63.638 AURC: 48.565 EAURC: 28.500 AUPR Succ.: 96.609 ECE: 7.124 NLL: 8.707 Brier: 28.346 +2025-09-22 08:22:35,319 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 08:22:35,326 INFO Original Model Accuracy improved from 80.19 to 80.65!!! +2025-09-22 08:22:35,672 INFO ####### --- Training Epoch 3 --- ####### +2025-09-22 08:25:56,462 INFO Epoch 3 Batch 99 LR : 0.00010 Top1 Acc.: 92.922 CLS Loss: 0.262 Mixup Loss: 2.027 CRL Loss: 0.034 CutMix Loss: 0.000 PixMix Loss: 1.485 Tot. Loss: 2.323 +2025-09-22 08:28:06,849 INFO Epoch 3 Batch 199 LR : 0.00010 Top1 Acc.: 93.227 CLS Loss: 0.245 Mixup Loss: 1.978 CRL Loss: 0.039 CutMix Loss: 0.000 PixMix Loss: 1.473 Tot. Loss: 2.263 +2025-09-22 08:30:17,605 INFO Epoch 3 Batch 299 LR : 0.00010 Top1 Acc.: 92.750 CLS Loss: 0.255 Mixup Loss: 2.003 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.482 Tot. Loss: 2.327 +2025-09-22 08:32:28,570 INFO Epoch 3 Batch 399 LR : 0.00010 Top1 Acc.: 93.141 CLS Loss: 0.256 Mixup Loss: 2.005 CRL Loss: 0.139 CutMix Loss: 0.000 PixMix Loss: 1.492 Tot. Loss: 2.400 +2025-09-22 08:34:39,974 INFO Epoch 3 Batch 499 LR : 0.00010 Top1 Acc.: 93.117 CLS Loss: 0.250 Mixup Loss: 1.999 CRL Loss: 0.222 CutMix Loss: 0.000 PixMix Loss: 1.441 Tot. Loss: 2.471 +2025-09-22 08:36:51,268 INFO Epoch 3 Batch 599 LR : 0.00010 Top1 Acc.: 93.445 CLS Loss: 0.248 Mixup Loss: 1.993 CRL Loss: 0.254 CutMix Loss: 0.000 PixMix Loss: 1.445 Tot. Loss: 2.494 +2025-09-22 08:39:02,673 INFO Epoch 3 Batch 699 LR : 0.00010 Top1 Acc.: 93.188 CLS Loss: 0.247 Mixup Loss: 2.014 CRL Loss: 0.232 CutMix Loss: 0.000 PixMix Loss: 1.477 Tot. Loss: 2.492 +2025-09-22 08:41:14,153 INFO Epoch 3 Batch 799 LR : 0.00010 Top1 Acc.: 93.055 CLS Loss: 0.249 Mixup Loss: 1.965 CRL Loss: 0.194 CutMix Loss: 0.000 PixMix Loss: 1.434 Tot. Loss: 2.407 +2025-09-22 08:43:25,694 INFO Epoch 3 Batch 899 LR : 0.00010 Top1 Acc.: 92.734 CLS Loss: 0.257 Mixup Loss: 1.994 CRL Loss: 0.167 CutMix Loss: 0.000 PixMix Loss: 1.486 Tot. Loss: 2.418 +2025-09-22 08:45:37,242 INFO Epoch 3 Batch 999 LR : 0.00010 Top1 Acc.: 92.945 CLS Loss: 0.249 Mixup Loss: 1.942 CRL Loss: 0.141 CutMix Loss: 0.000 PixMix Loss: 1.416 Tot. Loss: 2.332 +2025-09-22 08:47:48,873 INFO Epoch 3 Batch 1099 LR : 0.00010 Top1 Acc.: 93.359 CLS Loss: 0.240 Mixup Loss: 1.950 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 1.477 Tot. Loss: 2.320 +2025-09-22 08:50:00,547 INFO Epoch 3 Batch 1199 LR : 0.00010 Top1 Acc.: 93.383 CLS Loss: 0.237 Mixup Loss: 1.974 CRL Loss: 0.121 CutMix Loss: 0.000 PixMix Loss: 1.450 Tot. Loss: 2.332 +2025-09-22 08:52:12,149 INFO Epoch 3 Batch 1299 LR : 0.00010 Top1 Acc.: 93.102 CLS Loss: 0.254 Mixup Loss: 1.976 CRL Loss: 0.120 CutMix Loss: 0.000 PixMix Loss: 1.482 Tot. Loss: 2.350 +2025-09-22 08:54:23,703 INFO Epoch 3 Batch 1399 LR : 0.00010 Top1 Acc.: 93.273 CLS Loss: 0.236 Mixup Loss: 1.953 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 1.418 Tot. Loss: 2.299 +2025-09-22 08:56:35,258 INFO Epoch 3 Batch 1499 LR : 0.00010 Top1 Acc.: 93.453 CLS Loss: 0.242 Mixup Loss: 1.958 CRL Loss: 0.110 CutMix Loss: 0.000 PixMix Loss: 1.412 Tot. Loss: 2.310 +2025-09-22 08:58:46,717 INFO Epoch 3 Batch 1599 LR : 0.00010 Top1 Acc.: 93.117 CLS Loss: 0.236 Mixup Loss: 1.955 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 1.428 Tot. Loss: 2.300 +2025-09-22 09:00:58,183 INFO Epoch 3 Batch 1699 LR : 0.00010 Top1 Acc.: 93.062 CLS Loss: 0.249 Mixup Loss: 1.950 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 1.437 Tot. Loss: 2.308 +2025-09-22 09:03:09,685 INFO Epoch 3 Batch 1799 LR : 0.00010 Top1 Acc.: 93.266 CLS Loss: 0.242 Mixup Loss: 1.945 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 1.439 Tot. Loss: 2.292 +2025-09-22 09:05:21,317 INFO Epoch 3 Batch 1899 LR : 0.00010 Top1 Acc.: 93.031 CLS Loss: 0.245 Mixup Loss: 1.942 CRL Loss: 0.105 CutMix Loss: 0.000 PixMix Loss: 1.455 Tot. Loss: 2.292 +2025-09-22 09:07:32,828 INFO Epoch 3 Batch 1999 LR : 0.00010 Top1 Acc.: 93.258 CLS Loss: 0.238 Mixup Loss: 1.946 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.440 Tot. Loss: 2.287 +2025-09-22 09:09:44,352 INFO Epoch 3 Batch 2099 LR : 0.00010 Top1 Acc.: 93.203 CLS Loss: 0.244 Mixup Loss: 1.953 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.395 Tot. Loss: 2.300 +2025-09-22 09:11:55,963 INFO Epoch 3 Batch 2199 LR : 0.00010 Top1 Acc.: 93.406 CLS Loss: 0.233 Mixup Loss: 1.936 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 1.401 Tot. Loss: 2.268 +2025-09-22 09:14:07,440 INFO Epoch 3 Batch 2299 LR : 0.00010 Top1 Acc.: 93.289 CLS Loss: 0.236 Mixup Loss: 1.960 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 1.416 Tot. Loss: 2.295 +2025-09-22 09:16:19,022 INFO Epoch 3 Batch 2399 LR : 0.00010 Top1 Acc.: 93.414 CLS Loss: 0.235 Mixup Loss: 1.929 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 1.435 Tot. Loss: 2.260 +2025-09-22 09:18:30,714 INFO Epoch 3 Batch 2499 LR : 0.00010 Top1 Acc.: 93.094 CLS Loss: 0.247 Mixup Loss: 1.961 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 1.450 Tot. Loss: 2.308 +2025-09-22 09:20:42,402 INFO Epoch 3 Batch 2599 LR : 0.00010 Top1 Acc.: 93.484 CLS Loss: 0.232 Mixup Loss: 1.929 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 1.427 Tot. Loss: 2.255 +2025-09-22 09:22:53,967 INFO Epoch 3 Batch 2699 LR : 0.00010 Top1 Acc.: 93.406 CLS Loss: 0.228 Mixup Loss: 1.936 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 1.437 Tot. Loss: 2.257 +2025-09-22 09:25:05,523 INFO Epoch 3 Batch 2799 LR : 0.00010 Top1 Acc.: 93.180 CLS Loss: 0.236 Mixup Loss: 1.918 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 1.419 Tot. Loss: 2.251 +2025-09-22 09:27:17,102 INFO Epoch 3 Batch 2899 LR : 0.00010 Top1 Acc.: 93.008 CLS Loss: 0.247 Mixup Loss: 1.964 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 1.436 Tot. Loss: 2.313 +2025-09-22 09:29:28,661 INFO Epoch 3 Batch 2999 LR : 0.00010 Top1 Acc.: 93.125 CLS Loss: 0.242 Mixup Loss: 1.924 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 1.421 Tot. Loss: 2.263 +2025-09-22 09:31:40,227 INFO Epoch 3 Batch 3099 LR : 0.00010 Top1 Acc.: 93.250 CLS Loss: 0.235 Mixup Loss: 1.932 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 1.449 Tot. Loss: 2.259 +2025-09-22 09:33:51,816 INFO Epoch 3 Batch 3199 LR : 0.00010 Top1 Acc.: 93.438 CLS Loss: 0.231 Mixup Loss: 1.912 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 1.410 Tot. Loss: 2.237 +2025-09-22 09:36:03,444 INFO Epoch 3 Batch 3299 LR : 0.00010 Top1 Acc.: 93.281 CLS Loss: 0.239 Mixup Loss: 1.919 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 1.410 Tot. Loss: 2.253 +2025-09-22 09:38:15,066 INFO Epoch 3 Batch 3399 LR : 0.00010 Top1 Acc.: 93.891 CLS Loss: 0.224 Mixup Loss: 1.909 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.378 Tot. Loss: 2.221 +2025-09-22 09:40:26,773 INFO Epoch 3 Batch 3499 LR : 0.00010 Top1 Acc.: 93.641 CLS Loss: 0.217 Mixup Loss: 1.892 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.417 Tot. Loss: 2.197 +2025-09-22 09:42:38,331 INFO Epoch 3 Batch 3599 LR : 0.00010 Top1 Acc.: 93.305 CLS Loss: 0.241 Mixup Loss: 1.904 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 1.417 Tot. Loss: 2.242 +2025-09-22 09:44:49,928 INFO Epoch 3 Batch 3699 LR : 0.00010 Top1 Acc.: 93.719 CLS Loss: 0.230 Mixup Loss: 1.884 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.391 Tot. Loss: 2.201 +2025-09-22 09:47:01,567 INFO Epoch 3 Batch 3799 LR : 0.00010 Top1 Acc.: 93.312 CLS Loss: 0.242 Mixup Loss: 1.925 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 1.433 Tot. Loss: 2.259 +2025-09-22 09:49:13,242 INFO Epoch 3 Batch 3899 LR : 0.00010 Top1 Acc.: 93.336 CLS Loss: 0.235 Mixup Loss: 1.907 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 1.401 Tot. Loss: 2.233 +2025-09-22 09:51:24,961 INFO Epoch 3 Batch 3999 LR : 0.00010 Top1 Acc.: 93.977 CLS Loss: 0.212 Mixup Loss: 1.886 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.406 Tot. Loss: 2.181 +2025-09-22 09:53:36,597 INFO Epoch 3 Batch 4099 LR : 0.00010 Top1 Acc.: 93.555 CLS Loss: 0.230 Mixup Loss: 1.881 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.381 Tot. Loss: 2.201 +2025-09-22 09:55:48,310 INFO Epoch 3 Batch 4199 LR : 0.00010 Top1 Acc.: 93.586 CLS Loss: 0.235 Mixup Loss: 1.888 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.385 Tot. Loss: 2.211 +2025-09-22 09:57:59,978 INFO Epoch 3 Batch 4299 LR : 0.00010 Top1 Acc.: 93.469 CLS Loss: 0.235 Mixup Loss: 1.897 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.407 Tot. Loss: 2.221 +2025-09-22 10:00:11,644 INFO Epoch 3 Batch 4399 LR : 0.00010 Top1 Acc.: 93.312 CLS Loss: 0.237 Mixup Loss: 1.870 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.417 Tot. Loss: 2.197 +2025-09-22 10:02:23,229 INFO Epoch 3 Batch 4499 LR : 0.00009 Top1 Acc.: 93.383 CLS Loss: 0.234 Mixup Loss: 1.873 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 1.423 Tot. Loss: 2.200 +2025-09-22 10:04:35,078 INFO Epoch 3 Batch 4599 LR : 0.00009 Top1 Acc.: 93.586 CLS Loss: 0.231 Mixup Loss: 1.885 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.361 Tot. Loss: 2.203 +2025-09-22 10:06:46,643 INFO Epoch 3 Batch 4699 LR : 0.00009 Top1 Acc.: 93.531 CLS Loss: 0.224 Mixup Loss: 1.881 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.396 Tot. Loss: 2.193 +2025-09-22 10:08:57,435 INFO Epoch 3 Batch 4799 LR : 0.00009 Top1 Acc.: 93.430 CLS Loss: 0.238 Mixup Loss: 1.874 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.411 Tot. Loss: 2.202 +2025-09-22 10:11:08,178 INFO Epoch 3 Batch 4899 LR : 0.00009 Top1 Acc.: 93.422 CLS Loss: 0.240 Mixup Loss: 1.891 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.411 Tot. Loss: 2.220 +2025-09-22 10:13:19,300 INFO Epoch 3 Batch 4999 LR : 0.00009 Top1 Acc.: 93.766 CLS Loss: 0.221 Mixup Loss: 1.847 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.390 Tot. Loss: 2.158 +2025-09-22 10:14:15,603 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 80.966 FPR: 57.287 AUROC: 87.961 AUPR: 62.775 AURC: 47.270 EAURC: 27.883 AUPR Succ.: 96.695 ECE: 6.663 NLL: 8.345 Brier: 27.837 +2025-09-22 10:14:58,574 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 10:14:58,580 INFO Original Model Accuracy improved from 80.65 to 80.97!!! +2025-09-22 10:14:58,959 INFO ####### --- Training Epoch 4 --- ####### +2025-09-22 10:18:21,513 INFO Epoch 4 Batch 99 LR : 0.00009 Top1 Acc.: 93.406 CLS Loss: 0.238 Mixup Loss: 1.879 CRL Loss: 0.047 CutMix Loss: 0.000 PixMix Loss: 1.399 Tot. Loss: 2.164 +2025-09-22 10:20:32,114 INFO Epoch 4 Batch 199 LR : 0.00009 Top1 Acc.: 93.844 CLS Loss: 0.221 Mixup Loss: 1.870 CRL Loss: 0.049 CutMix Loss: 0.000 PixMix Loss: 1.404 Tot. Loss: 2.141 +2025-09-22 10:22:42,812 INFO Epoch 4 Batch 299 LR : 0.00009 Top1 Acc.: 93.484 CLS Loss: 0.228 Mixup Loss: 1.870 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.361 Tot. Loss: 2.168 +2025-09-22 10:24:53,814 INFO Epoch 4 Batch 399 LR : 0.00009 Top1 Acc.: 93.711 CLS Loss: 0.232 Mixup Loss: 1.887 CRL Loss: 0.114 CutMix Loss: 0.000 PixMix Loss: 1.398 Tot. Loss: 2.233 +2025-09-22 10:27:04,874 INFO Epoch 4 Batch 499 LR : 0.00009 Top1 Acc.: 93.836 CLS Loss: 0.225 Mixup Loss: 1.839 CRL Loss: 0.170 CutMix Loss: 0.000 PixMix Loss: 1.395 Tot. Loss: 2.234 +2025-09-22 10:29:16,223 INFO Epoch 4 Batch 599 LR : 0.00009 Top1 Acc.: 93.867 CLS Loss: 0.224 Mixup Loss: 1.849 CRL Loss: 0.188 CutMix Loss: 0.000 PixMix Loss: 1.391 Tot. Loss: 2.262 +2025-09-22 10:31:27,769 INFO Epoch 4 Batch 699 LR : 0.00009 Top1 Acc.: 93.742 CLS Loss: 0.226 Mixup Loss: 1.873 CRL Loss: 0.175 CutMix Loss: 0.000 PixMix Loss: 1.354 Tot. Loss: 2.273 +2025-09-22 10:33:39,224 INFO Epoch 4 Batch 799 LR : 0.00009 Top1 Acc.: 93.727 CLS Loss: 0.225 Mixup Loss: 1.850 CRL Loss: 0.151 CutMix Loss: 0.000 PixMix Loss: 1.383 Tot. Loss: 2.226 +2025-09-22 10:35:50,888 INFO Epoch 4 Batch 899 LR : 0.00009 Top1 Acc.: 93.281 CLS Loss: 0.231 Mixup Loss: 1.889 CRL Loss: 0.134 CutMix Loss: 0.000 PixMix Loss: 1.413 Tot. Loss: 2.255 +2025-09-22 10:38:02,588 INFO Epoch 4 Batch 999 LR : 0.00009 Top1 Acc.: 93.516 CLS Loss: 0.224 Mixup Loss: 1.846 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 1.375 Tot. Loss: 2.186 +2025-09-22 10:40:14,272 INFO Epoch 4 Batch 1099 LR : 0.00009 Top1 Acc.: 93.828 CLS Loss: 0.220 Mixup Loss: 1.861 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.356 Tot. Loss: 2.188 +2025-09-22 10:42:26,039 INFO Epoch 4 Batch 1199 LR : 0.00009 Top1 Acc.: 94.016 CLS Loss: 0.215 Mixup Loss: 1.848 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 1.340 Tot. Loss: 2.165 +2025-09-22 10:44:37,684 INFO Epoch 4 Batch 1299 LR : 0.00009 Top1 Acc.: 93.766 CLS Loss: 0.231 Mixup Loss: 1.881 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 1.408 Tot. Loss: 2.214 +2025-09-22 10:46:49,232 INFO Epoch 4 Batch 1399 LR : 0.00009 Top1 Acc.: 93.766 CLS Loss: 0.214 Mixup Loss: 1.846 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.371 Tot. Loss: 2.154 +2025-09-22 10:49:00,793 INFO Epoch 4 Batch 1499 LR : 0.00009 Top1 Acc.: 93.914 CLS Loss: 0.220 Mixup Loss: 1.851 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.376 Tot. Loss: 2.165 +2025-09-22 10:51:12,261 INFO Epoch 4 Batch 1599 LR : 0.00009 Top1 Acc.: 93.641 CLS Loss: 0.217 Mixup Loss: 1.833 CRL Loss: 0.095 CutMix Loss: 0.000 PixMix Loss: 1.384 Tot. Loss: 2.145 +2025-09-22 10:53:23,802 INFO Epoch 4 Batch 1699 LR : 0.00009 Top1 Acc.: 93.852 CLS Loss: 0.225 Mixup Loss: 1.858 CRL Loss: 0.096 CutMix Loss: 0.000 PixMix Loss: 1.406 Tot. Loss: 2.178 +2025-09-22 10:55:35,374 INFO Epoch 4 Batch 1799 LR : 0.00009 Top1 Acc.: 93.797 CLS Loss: 0.220 Mixup Loss: 1.815 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 1.356 Tot. Loss: 2.125 +2025-09-22 10:57:46,974 INFO Epoch 4 Batch 1899 LR : 0.00009 Top1 Acc.: 93.492 CLS Loss: 0.222 Mixup Loss: 1.851 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.369 Tot. Loss: 2.166 +2025-09-22 10:59:58,545 INFO Epoch 4 Batch 1999 LR : 0.00009 Top1 Acc.: 93.844 CLS Loss: 0.216 Mixup Loss: 1.830 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.385 Tot. Loss: 2.136 +2025-09-22 11:02:10,207 INFO Epoch 4 Batch 2099 LR : 0.00009 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 1.844 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 1.377 Tot. Loss: 2.157 +2025-09-22 11:04:21,785 INFO Epoch 4 Batch 2199 LR : 0.00009 Top1 Acc.: 93.898 CLS Loss: 0.211 Mixup Loss: 1.826 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.387 Tot. Loss: 2.124 +2025-09-22 11:06:33,314 INFO Epoch 4 Batch 2299 LR : 0.00009 Top1 Acc.: 93.852 CLS Loss: 0.216 Mixup Loss: 1.850 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.383 Tot. Loss: 2.155 +2025-09-22 11:08:44,780 INFO Epoch 4 Batch 2399 LR : 0.00009 Top1 Acc.: 93.977 CLS Loss: 0.215 Mixup Loss: 1.818 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.339 Tot. Loss: 2.118 +2025-09-22 11:10:56,422 INFO Epoch 4 Batch 2499 LR : 0.00009 Top1 Acc.: 93.648 CLS Loss: 0.225 Mixup Loss: 1.856 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.378 Tot. Loss: 2.171 +2025-09-22 11:13:08,305 INFO Epoch 4 Batch 2599 LR : 0.00009 Top1 Acc.: 93.852 CLS Loss: 0.211 Mixup Loss: 1.818 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.367 Tot. Loss: 2.113 +2025-09-22 11:15:19,966 INFO Epoch 4 Batch 2699 LR : 0.00009 Top1 Acc.: 93.805 CLS Loss: 0.207 Mixup Loss: 1.827 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.366 Tot. Loss: 2.118 +2025-09-22 11:17:31,572 INFO Epoch 4 Batch 2799 LR : 0.00009 Top1 Acc.: 93.688 CLS Loss: 0.217 Mixup Loss: 1.803 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.343 Tot. Loss: 2.109 +2025-09-22 11:19:43,161 INFO Epoch 4 Batch 2899 LR : 0.00009 Top1 Acc.: 93.789 CLS Loss: 0.225 Mixup Loss: 1.842 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 1.413 Tot. Loss: 2.159 +2025-09-22 11:21:54,641 INFO Epoch 4 Batch 2999 LR : 0.00009 Top1 Acc.: 93.656 CLS Loss: 0.221 Mixup Loss: 1.828 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.367 Tot. Loss: 2.139 +2025-09-22 11:24:06,115 INFO Epoch 4 Batch 3099 LR : 0.00009 Top1 Acc.: 93.734 CLS Loss: 0.215 Mixup Loss: 1.820 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.356 Tot. Loss: 2.119 +2025-09-22 11:26:17,753 INFO Epoch 4 Batch 3199 LR : 0.00009 Top1 Acc.: 93.852 CLS Loss: 0.213 Mixup Loss: 1.810 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.347 Tot. Loss: 2.107 +2025-09-22 11:28:29,236 INFO Epoch 4 Batch 3299 LR : 0.00009 Top1 Acc.: 93.898 CLS Loss: 0.218 Mixup Loss: 1.813 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 1.328 Tot. Loss: 2.117 +2025-09-22 11:30:40,890 INFO Epoch 4 Batch 3399 LR : 0.00009 Top1 Acc.: 94.406 CLS Loss: 0.204 Mixup Loss: 1.805 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.319 Tot. Loss: 2.090 +2025-09-22 11:32:52,596 INFO Epoch 4 Batch 3499 LR : 0.00009 Top1 Acc.: 94.188 CLS Loss: 0.199 Mixup Loss: 1.788 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.312 Tot. Loss: 2.067 +2025-09-22 11:35:04,321 INFO Epoch 4 Batch 3599 LR : 0.00009 Top1 Acc.: 93.773 CLS Loss: 0.221 Mixup Loss: 1.819 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.358 Tot. Loss: 2.126 +2025-09-22 11:37:16,000 INFO Epoch 4 Batch 3699 LR : 0.00009 Top1 Acc.: 94.133 CLS Loss: 0.212 Mixup Loss: 1.809 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.347 Tot. Loss: 2.101 +2025-09-22 11:39:27,589 INFO Epoch 4 Batch 3799 LR : 0.00009 Top1 Acc.: 93.781 CLS Loss: 0.223 Mixup Loss: 1.812 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.365 Tot. Loss: 2.119 +2025-09-22 11:41:39,170 INFO Epoch 4 Batch 3899 LR : 0.00009 Top1 Acc.: 93.867 CLS Loss: 0.217 Mixup Loss: 1.831 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.345 Tot. Loss: 2.130 +2025-09-22 11:43:50,712 INFO Epoch 4 Batch 3999 LR : 0.00009 Top1 Acc.: 94.578 CLS Loss: 0.193 Mixup Loss: 1.789 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 2.058 +2025-09-22 11:46:02,200 INFO Epoch 4 Batch 4099 LR : 0.00009 Top1 Acc.: 93.930 CLS Loss: 0.213 Mixup Loss: 1.810 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.319 Tot. Loss: 2.106 +2025-09-22 11:48:13,809 INFO Epoch 4 Batch 4199 LR : 0.00009 Top1 Acc.: 94.102 CLS Loss: 0.217 Mixup Loss: 1.802 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.371 Tot. Loss: 2.100 +2025-09-22 11:50:25,476 INFO Epoch 4 Batch 4299 LR : 0.00009 Top1 Acc.: 93.914 CLS Loss: 0.217 Mixup Loss: 1.804 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.368 Tot. Loss: 2.103 +2025-09-22 11:52:37,224 INFO Epoch 4 Batch 4399 LR : 0.00009 Top1 Acc.: 93.812 CLS Loss: 0.219 Mixup Loss: 1.805 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.354 Tot. Loss: 2.108 +2025-09-22 11:54:48,703 INFO Epoch 4 Batch 4499 LR : 0.00009 Top1 Acc.: 93.891 CLS Loss: 0.215 Mixup Loss: 1.799 CRL Loss: 0.086 CutMix Loss: 0.000 PixMix Loss: 1.350 Tot. Loss: 2.100 +2025-09-22 11:57:00,237 INFO Epoch 4 Batch 4599 LR : 0.00009 Top1 Acc.: 94.062 CLS Loss: 0.213 Mixup Loss: 1.783 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.342 Tot. Loss: 2.077 +2025-09-22 11:59:11,833 INFO Epoch 4 Batch 4699 LR : 0.00009 Top1 Acc.: 94.180 CLS Loss: 0.206 Mixup Loss: 1.800 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.350 Tot. Loss: 2.088 +2025-09-22 12:01:23,140 INFO Epoch 4 Batch 4799 LR : 0.00009 Top1 Acc.: 93.820 CLS Loss: 0.221 Mixup Loss: 1.792 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.374 Tot. Loss: 2.095 +2025-09-22 12:03:33,811 INFO Epoch 4 Batch 4899 LR : 0.00009 Top1 Acc.: 93.844 CLS Loss: 0.223 Mixup Loss: 1.807 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.348 Tot. Loss: 2.111 +2025-09-22 12:05:44,981 INFO Epoch 4 Batch 4999 LR : 0.00009 Top1 Acc.: 94.141 CLS Loss: 0.205 Mixup Loss: 1.771 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.322 Tot. Loss: 2.058 +2025-09-22 12:07:31,241 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 81.088 FPR: 57.508 AUROC: 87.970 AUPR: 62.595 AURC: 46.852 EAURC: 27.720 AUPR Succ.: 96.718 ECE: 6.506 NLL: 8.158 Brier: 27.601 +2025-09-22 12:08:51,872 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 12:08:51,878 INFO Original Model Accuracy improved from 80.97 to 81.09!!! +2025-09-22 12:08:52,224 INFO ####### --- Training Epoch 5 --- ####### +2025-09-22 12:12:15,729 INFO Epoch 5 Batch 99 LR : 0.00009 Top1 Acc.: 93.977 CLS Loss: 0.220 Mixup Loss: 1.806 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.343 Tot. Loss: 2.079 +2025-09-22 12:14:26,280 INFO Epoch 5 Batch 199 LR : 0.00009 Top1 Acc.: 94.227 CLS Loss: 0.205 Mixup Loss: 1.786 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.327 Tot. Loss: 2.044 +2025-09-22 12:16:37,210 INFO Epoch 5 Batch 299 LR : 0.00009 Top1 Acc.: 94.008 CLS Loss: 0.210 Mixup Loss: 1.778 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.342 Tot. Loss: 2.059 +2025-09-22 12:18:48,392 INFO Epoch 5 Batch 399 LR : 0.00009 Top1 Acc.: 94.219 CLS Loss: 0.216 Mixup Loss: 1.799 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 1.336 Tot. Loss: 2.117 +2025-09-22 12:20:59,815 INFO Epoch 5 Batch 499 LR : 0.00009 Top1 Acc.: 94.164 CLS Loss: 0.208 Mixup Loss: 1.785 CRL Loss: 0.144 CutMix Loss: 0.000 PixMix Loss: 1.327 Tot. Loss: 2.137 +2025-09-22 12:23:11,350 INFO Epoch 5 Batch 599 LR : 0.00009 Top1 Acc.: 94.336 CLS Loss: 0.209 Mixup Loss: 1.788 CRL Loss: 0.156 CutMix Loss: 0.000 PixMix Loss: 1.327 Tot. Loss: 2.152 +2025-09-22 12:25:23,179 INFO Epoch 5 Batch 699 LR : 0.00009 Top1 Acc.: 94.016 CLS Loss: 0.209 Mixup Loss: 1.777 CRL Loss: 0.146 CutMix Loss: 0.000 PixMix Loss: 1.345 Tot. Loss: 2.132 +2025-09-22 12:27:35,150 INFO Epoch 5 Batch 799 LR : 0.00009 Top1 Acc.: 93.945 CLS Loss: 0.211 Mixup Loss: 1.773 CRL Loss: 0.128 CutMix Loss: 0.000 PixMix Loss: 1.305 Tot. Loss: 2.112 +2025-09-22 12:29:47,003 INFO Epoch 5 Batch 899 LR : 0.00009 Top1 Acc.: 93.766 CLS Loss: 0.215 Mixup Loss: 1.785 CRL Loss: 0.117 CutMix Loss: 0.000 PixMix Loss: 1.363 Tot. Loss: 2.118 +2025-09-22 12:31:58,777 INFO Epoch 5 Batch 999 LR : 0.00009 Top1 Acc.: 93.883 CLS Loss: 0.207 Mixup Loss: 1.772 CRL Loss: 0.102 CutMix Loss: 0.000 PixMix Loss: 1.377 Tot. Loss: 2.081 +2025-09-22 12:34:10,462 INFO Epoch 5 Batch 1099 LR : 0.00009 Top1 Acc.: 94.352 CLS Loss: 0.203 Mixup Loss: 1.777 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.317 Tot. Loss: 2.075 +2025-09-22 12:36:22,167 INFO Epoch 5 Batch 1199 LR : 0.00009 Top1 Acc.: 94.398 CLS Loss: 0.201 Mixup Loss: 1.783 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 1.336 Tot. Loss: 2.075 +2025-09-22 12:38:33,920 INFO Epoch 5 Batch 1299 LR : 0.00009 Top1 Acc.: 94.250 CLS Loss: 0.214 Mixup Loss: 1.774 CRL Loss: 0.092 CutMix Loss: 0.000 PixMix Loss: 1.354 Tot. Loss: 2.080 +2025-09-22 12:40:45,595 INFO Epoch 5 Batch 1399 LR : 0.00009 Top1 Acc.: 94.133 CLS Loss: 0.199 Mixup Loss: 1.762 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.338 Tot. Loss: 2.045 +2025-09-22 12:42:57,388 INFO Epoch 5 Batch 1499 LR : 0.00009 Top1 Acc.: 94.273 CLS Loss: 0.205 Mixup Loss: 1.772 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.320 Tot. Loss: 2.063 +2025-09-22 12:45:09,159 INFO Epoch 5 Batch 1599 LR : 0.00009 Top1 Acc.: 93.992 CLS Loss: 0.201 Mixup Loss: 1.756 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.332 Tot. Loss: 2.044 +2025-09-22 12:47:21,017 INFO Epoch 5 Batch 1699 LR : 0.00009 Top1 Acc.: 94.250 CLS Loss: 0.211 Mixup Loss: 1.766 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.357 Tot. Loss: 2.065 +2025-09-22 12:49:32,740 INFO Epoch 5 Batch 1799 LR : 0.00009 Top1 Acc.: 94.219 CLS Loss: 0.205 Mixup Loss: 1.766 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.332 Tot. Loss: 2.055 +2025-09-22 12:51:44,533 INFO Epoch 5 Batch 1899 LR : 0.00009 Top1 Acc.: 94.039 CLS Loss: 0.207 Mixup Loss: 1.765 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 2.059 +2025-09-22 12:53:56,362 INFO Epoch 5 Batch 1999 LR : 0.00009 Top1 Acc.: 94.195 CLS Loss: 0.201 Mixup Loss: 1.766 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.344 Tot. Loss: 2.049 +2025-09-22 12:56:08,215 INFO Epoch 5 Batch 2099 LR : 0.00009 Top1 Acc.: 94.203 CLS Loss: 0.207 Mixup Loss: 1.752 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.330 Tot. Loss: 2.043 +2025-09-22 12:58:19,957 INFO Epoch 5 Batch 2199 LR : 0.00009 Top1 Acc.: 94.305 CLS Loss: 0.196 Mixup Loss: 1.773 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.349 Tot. Loss: 2.049 +2025-09-22 13:00:31,722 INFO Epoch 5 Batch 2299 LR : 0.00009 Top1 Acc.: 94.148 CLS Loss: 0.201 Mixup Loss: 1.769 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.354 Tot. Loss: 2.052 +2025-09-22 13:02:43,567 INFO Epoch 5 Batch 2399 LR : 0.00009 Top1 Acc.: 94.359 CLS Loss: 0.201 Mixup Loss: 1.763 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.328 Tot. Loss: 2.043 +2025-09-22 13:04:55,390 INFO Epoch 5 Batch 2499 LR : 0.00009 Top1 Acc.: 94.148 CLS Loss: 0.209 Mixup Loss: 1.794 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.371 Tot. Loss: 2.088 +2025-09-22 13:07:07,177 INFO Epoch 5 Batch 2599 LR : 0.00009 Top1 Acc.: 94.289 CLS Loss: 0.198 Mixup Loss: 1.770 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.335 Tot. Loss: 2.047 +2025-09-22 13:09:18,919 INFO Epoch 5 Batch 2699 LR : 0.00009 Top1 Acc.: 94.336 CLS Loss: 0.193 Mixup Loss: 1.748 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 2.019 +2025-09-22 13:11:30,694 INFO Epoch 5 Batch 2799 LR : 0.00009 Top1 Acc.: 94.188 CLS Loss: 0.202 Mixup Loss: 1.748 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.301 Tot. Loss: 2.031 +2025-09-22 13:13:42,421 INFO Epoch 5 Batch 2899 LR : 0.00009 Top1 Acc.: 94.195 CLS Loss: 0.210 Mixup Loss: 1.787 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.339 Tot. Loss: 2.082 +2025-09-22 13:15:54,147 INFO Epoch 5 Batch 2999 LR : 0.00009 Top1 Acc.: 93.898 CLS Loss: 0.207 Mixup Loss: 1.762 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.352 Tot. Loss: 2.052 +2025-09-22 13:18:05,959 INFO Epoch 5 Batch 3099 LR : 0.00009 Top1 Acc.: 94.227 CLS Loss: 0.201 Mixup Loss: 1.749 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.330 Tot. Loss: 2.028 +2025-09-22 13:20:17,835 INFO Epoch 5 Batch 3199 LR : 0.00009 Top1 Acc.: 94.125 CLS Loss: 0.200 Mixup Loss: 1.750 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.325 Tot. Loss: 2.029 +2025-09-22 13:22:29,608 INFO Epoch 5 Batch 3299 LR : 0.00009 Top1 Acc.: 94.070 CLS Loss: 0.206 Mixup Loss: 1.772 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.328 Tot. Loss: 2.058 +2025-09-22 13:24:41,382 INFO Epoch 5 Batch 3399 LR : 0.00009 Top1 Acc.: 94.797 CLS Loss: 0.192 Mixup Loss: 1.743 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.302 Tot. Loss: 2.010 +2025-09-22 13:26:53,081 INFO Epoch 5 Batch 3499 LR : 0.00009 Top1 Acc.: 94.516 CLS Loss: 0.186 Mixup Loss: 1.749 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.316 Tot. Loss: 2.010 +2025-09-22 13:29:04,844 INFO Epoch 5 Batch 3599 LR : 0.00009 Top1 Acc.: 94.141 CLS Loss: 0.207 Mixup Loss: 1.759 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 2.047 +2025-09-22 13:31:16,634 INFO Epoch 5 Batch 3699 LR : 0.00009 Top1 Acc.: 94.695 CLS Loss: 0.198 Mixup Loss: 1.729 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.360 Tot. Loss: 2.003 +2025-09-22 13:33:28,394 INFO Epoch 5 Batch 3799 LR : 0.00009 Top1 Acc.: 94.156 CLS Loss: 0.208 Mixup Loss: 1.764 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.361 Tot. Loss: 2.051 +2025-09-22 13:35:40,175 INFO Epoch 5 Batch 3899 LR : 0.00009 Top1 Acc.: 94.398 CLS Loss: 0.203 Mixup Loss: 1.754 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.306 Tot. Loss: 2.034 +2025-09-22 13:37:51,999 INFO Epoch 5 Batch 3999 LR : 0.00009 Top1 Acc.: 94.953 CLS Loss: 0.180 Mixup Loss: 1.727 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.336 Tot. Loss: 1.977 +2025-09-22 13:40:03,878 INFO Epoch 5 Batch 4099 LR : 0.00009 Top1 Acc.: 94.289 CLS Loss: 0.199 Mixup Loss: 1.761 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.314 Tot. Loss: 2.039 +2025-09-22 13:42:15,776 INFO Epoch 5 Batch 4199 LR : 0.00009 Top1 Acc.: 94.461 CLS Loss: 0.202 Mixup Loss: 1.750 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.369 Tot. Loss: 2.028 +2025-09-22 13:44:27,638 INFO Epoch 5 Batch 4299 LR : 0.00009 Top1 Acc.: 94.477 CLS Loss: 0.201 Mixup Loss: 1.742 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.321 Tot. Loss: 2.020 +2025-09-22 13:46:39,371 INFO Epoch 5 Batch 4399 LR : 0.00009 Top1 Acc.: 94.266 CLS Loss: 0.204 Mixup Loss: 1.738 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 2.022 +2025-09-22 13:48:51,190 INFO Epoch 5 Batch 4499 LR : 0.00009 Top1 Acc.: 94.266 CLS Loss: 0.202 Mixup Loss: 1.732 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.304 Tot. Loss: 2.015 +2025-09-22 13:51:03,049 INFO Epoch 5 Batch 4599 LR : 0.00009 Top1 Acc.: 94.406 CLS Loss: 0.202 Mixup Loss: 1.729 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.315 Tot. Loss: 2.007 +2025-09-22 13:53:14,935 INFO Epoch 5 Batch 4699 LR : 0.00009 Top1 Acc.: 94.414 CLS Loss: 0.193 Mixup Loss: 1.740 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.312 Tot. Loss: 2.010 +2025-09-22 13:55:25,826 INFO Epoch 5 Batch 4799 LR : 0.00009 Top1 Acc.: 94.234 CLS Loss: 0.208 Mixup Loss: 1.745 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 2.031 +2025-09-22 13:57:36,671 INFO Epoch 5 Batch 4899 LR : 0.00009 Top1 Acc.: 94.203 CLS Loss: 0.209 Mixup Loss: 1.749 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 2.037 +2025-09-22 13:59:47,422 INFO Epoch 5 Batch 4999 LR : 0.00009 Top1 Acc.: 94.445 CLS Loss: 0.191 Mixup Loss: 1.716 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.341 Tot. Loss: 1.985 +2025-09-22 14:03:23,150 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 81.224 FPR: 57.637 AUROC: 87.890 AUPR: 62.336 AURC: 46.666 EAURC: 27.819 AUPR Succ.: 96.710 ECE: 6.512 NLL: 8.052 Brier: 27.441 +2025-09-22 14:04:13,071 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 14:04:13,077 INFO Original Model Accuracy improved from 81.09 to 81.22!!! +2025-09-22 14:04:13,432 INFO ####### --- Training Epoch 6 --- ####### +2025-09-22 14:07:35,417 INFO Epoch 6 Batch 99 LR : 0.00009 Top1 Acc.: 94.250 CLS Loss: 0.207 Mixup Loss: 1.751 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.374 Tot. Loss: 2.013 +2025-09-22 14:09:45,893 INFO Epoch 6 Batch 199 LR : 0.00009 Top1 Acc.: 94.508 CLS Loss: 0.193 Mixup Loss: 1.721 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.298 Tot. Loss: 1.969 +2025-09-22 14:11:56,690 INFO Epoch 6 Batch 299 LR : 0.00009 Top1 Acc.: 94.180 CLS Loss: 0.197 Mixup Loss: 1.757 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 2.023 +2025-09-22 14:14:07,837 INFO Epoch 6 Batch 399 LR : 0.00008 Top1 Acc.: 94.516 CLS Loss: 0.204 Mixup Loss: 1.738 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.348 Tot. Loss: 2.036 +2025-09-22 14:16:19,172 INFO Epoch 6 Batch 499 LR : 0.00008 Top1 Acc.: 94.523 CLS Loss: 0.195 Mixup Loss: 1.732 CRL Loss: 0.127 CutMix Loss: 0.000 PixMix Loss: 1.351 Tot. Loss: 2.055 +2025-09-22 14:18:30,675 INFO Epoch 6 Batch 599 LR : 0.00008 Top1 Acc.: 94.523 CLS Loss: 0.197 Mixup Loss: 1.728 CRL Loss: 0.136 CutMix Loss: 0.000 PixMix Loss: 1.352 Tot. Loss: 2.061 +2025-09-22 14:20:42,333 INFO Epoch 6 Batch 699 LR : 0.00008 Top1 Acc.: 94.578 CLS Loss: 0.196 Mixup Loss: 1.725 CRL Loss: 0.130 CutMix Loss: 0.000 PixMix Loss: 1.322 Tot. Loss: 2.051 +2025-09-22 14:22:54,085 INFO Epoch 6 Batch 799 LR : 0.00008 Top1 Acc.: 94.430 CLS Loss: 0.197 Mixup Loss: 1.713 CRL Loss: 0.115 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 2.025 +2025-09-22 14:25:05,950 INFO Epoch 6 Batch 899 LR : 0.00008 Top1 Acc.: 94.086 CLS Loss: 0.201 Mixup Loss: 1.748 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.332 Tot. Loss: 2.057 +2025-09-22 14:27:17,744 INFO Epoch 6 Batch 999 LR : 0.00008 Top1 Acc.: 94.203 CLS Loss: 0.196 Mixup Loss: 1.709 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 2.000 +2025-09-22 14:29:29,422 INFO Epoch 6 Batch 1099 LR : 0.00008 Top1 Acc.: 94.539 CLS Loss: 0.192 Mixup Loss: 1.702 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.981 +2025-09-22 14:31:41,227 INFO Epoch 6 Batch 1199 LR : 0.00008 Top1 Acc.: 94.703 CLS Loss: 0.190 Mixup Loss: 1.707 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.329 Tot. Loss: 1.983 +2025-09-22 14:33:52,981 INFO Epoch 6 Batch 1299 LR : 0.00008 Top1 Acc.: 94.508 CLS Loss: 0.203 Mixup Loss: 1.724 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.366 Tot. Loss: 2.013 +2025-09-22 14:36:04,664 INFO Epoch 6 Batch 1399 LR : 0.00008 Top1 Acc.: 94.531 CLS Loss: 0.187 Mixup Loss: 1.695 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.961 +2025-09-22 14:38:16,420 INFO Epoch 6 Batch 1499 LR : 0.00008 Top1 Acc.: 94.695 CLS Loss: 0.194 Mixup Loss: 1.732 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.315 Tot. Loss: 2.007 +2025-09-22 14:40:28,158 INFO Epoch 6 Batch 1599 LR : 0.00008 Top1 Acc.: 94.336 CLS Loss: 0.191 Mixup Loss: 1.700 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.320 Tot. Loss: 1.973 +2025-09-22 14:42:39,986 INFO Epoch 6 Batch 1699 LR : 0.00008 Top1 Acc.: 94.516 CLS Loss: 0.199 Mixup Loss: 1.723 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 2.004 +2025-09-22 14:44:51,691 INFO Epoch 6 Batch 1799 LR : 0.00008 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.709 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.352 Tot. Loss: 1.981 +2025-09-22 14:47:03,410 INFO Epoch 6 Batch 1899 LR : 0.00008 Top1 Acc.: 94.328 CLS Loss: 0.194 Mixup Loss: 1.724 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.322 Tot. Loss: 2.001 +2025-09-22 14:49:15,151 INFO Epoch 6 Batch 1999 LR : 0.00008 Top1 Acc.: 94.523 CLS Loss: 0.190 Mixup Loss: 1.714 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 1.983 +2025-09-22 14:51:26,992 INFO Epoch 6 Batch 2099 LR : 0.00008 Top1 Acc.: 94.508 CLS Loss: 0.195 Mixup Loss: 1.708 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 1.983 +2025-09-22 14:53:38,664 INFO Epoch 6 Batch 2199 LR : 0.00008 Top1 Acc.: 94.602 CLS Loss: 0.185 Mixup Loss: 1.708 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 1.971 +2025-09-22 14:55:50,332 INFO Epoch 6 Batch 2299 LR : 0.00008 Top1 Acc.: 94.383 CLS Loss: 0.191 Mixup Loss: 1.727 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.997 +2025-09-22 14:58:02,041 INFO Epoch 6 Batch 2399 LR : 0.00008 Top1 Acc.: 94.773 CLS Loss: 0.190 Mixup Loss: 1.723 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.989 +2025-09-22 15:00:13,757 INFO Epoch 6 Batch 2499 LR : 0.00008 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.728 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.344 Tot. Loss: 2.006 +2025-09-22 15:02:25,444 INFO Epoch 6 Batch 2599 LR : 0.00008 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 1.716 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.978 +2025-09-22 15:04:37,311 INFO Epoch 6 Batch 2699 LR : 0.00008 Top1 Acc.: 94.445 CLS Loss: 0.184 Mixup Loss: 1.717 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.335 Tot. Loss: 1.976 +2025-09-22 15:06:48,956 INFO Epoch 6 Batch 2799 LR : 0.00008 Top1 Acc.: 94.453 CLS Loss: 0.192 Mixup Loss: 1.712 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.348 Tot. Loss: 1.980 +2025-09-22 15:09:00,704 INFO Epoch 6 Batch 2899 LR : 0.00008 Top1 Acc.: 94.328 CLS Loss: 0.199 Mixup Loss: 1.712 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.317 Tot. Loss: 1.991 +2025-09-22 15:11:12,367 INFO Epoch 6 Batch 2999 LR : 0.00008 Top1 Acc.: 94.359 CLS Loss: 0.196 Mixup Loss: 1.712 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 1.987 +2025-09-22 15:13:24,118 INFO Epoch 6 Batch 3099 LR : 0.00008 Top1 Acc.: 94.633 CLS Loss: 0.189 Mixup Loss: 1.713 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.301 Tot. Loss: 1.976 +2025-09-22 15:15:35,916 INFO Epoch 6 Batch 3199 LR : 0.00008 Top1 Acc.: 94.430 CLS Loss: 0.189 Mixup Loss: 1.709 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.974 +2025-09-22 15:17:47,683 INFO Epoch 6 Batch 3299 LR : 0.00008 Top1 Acc.: 94.422 CLS Loss: 0.194 Mixup Loss: 1.709 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.326 Tot. Loss: 1.980 +2025-09-22 15:19:59,350 INFO Epoch 6 Batch 3399 LR : 0.00008 Top1 Acc.: 95.023 CLS Loss: 0.180 Mixup Loss: 1.703 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.954 +2025-09-22 15:22:11,062 INFO Epoch 6 Batch 3499 LR : 0.00008 Top1 Acc.: 94.797 CLS Loss: 0.176 Mixup Loss: 1.680 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.928 +2025-09-22 15:24:22,795 INFO Epoch 6 Batch 3599 LR : 0.00008 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.698 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.972 +2025-09-22 15:26:34,497 INFO Epoch 6 Batch 3699 LR : 0.00008 Top1 Acc.: 94.883 CLS Loss: 0.186 Mixup Loss: 1.685 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.333 Tot. Loss: 1.943 +2025-09-22 15:28:46,195 INFO Epoch 6 Batch 3799 LR : 0.00008 Top1 Acc.: 94.336 CLS Loss: 0.199 Mixup Loss: 1.713 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.988 +2025-09-22 15:30:57,833 INFO Epoch 6 Batch 3899 LR : 0.00008 Top1 Acc.: 94.492 CLS Loss: 0.192 Mixup Loss: 1.705 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.270 Tot. Loss: 1.969 +2025-09-22 15:33:09,523 INFO Epoch 6 Batch 3999 LR : 0.00008 Top1 Acc.: 95.367 CLS Loss: 0.170 Mixup Loss: 1.688 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.306 Tot. Loss: 1.925 +2025-09-22 15:35:21,336 INFO Epoch 6 Batch 4099 LR : 0.00008 Top1 Acc.: 94.508 CLS Loss: 0.190 Mixup Loss: 1.703 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.331 Tot. Loss: 1.968 +2025-09-22 15:37:33,267 INFO Epoch 6 Batch 4199 LR : 0.00008 Top1 Acc.: 94.688 CLS Loss: 0.194 Mixup Loss: 1.722 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.316 Tot. Loss: 1.988 +2025-09-22 15:39:45,068 INFO Epoch 6 Batch 4299 LR : 0.00008 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.711 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.300 Tot. Loss: 1.977 +2025-09-22 15:41:56,860 INFO Epoch 6 Batch 4399 LR : 0.00008 Top1 Acc.: 94.344 CLS Loss: 0.195 Mixup Loss: 1.695 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.322 Tot. Loss: 1.965 +2025-09-22 15:44:08,725 INFO Epoch 6 Batch 4499 LR : 0.00008 Top1 Acc.: 94.539 CLS Loss: 0.192 Mixup Loss: 1.694 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.340 Tot. Loss: 1.965 +2025-09-22 15:46:20,526 INFO Epoch 6 Batch 4599 LR : 0.00008 Top1 Acc.: 94.789 CLS Loss: 0.190 Mixup Loss: 1.681 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.944 +2025-09-22 15:48:31,731 INFO Epoch 6 Batch 4699 LR : 0.00008 Top1 Acc.: 94.789 CLS Loss: 0.182 Mixup Loss: 1.701 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.956 +2025-09-22 15:50:42,780 INFO Epoch 6 Batch 4799 LR : 0.00008 Top1 Acc.: 94.414 CLS Loss: 0.197 Mixup Loss: 1.689 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.310 Tot. Loss: 1.961 +2025-09-22 15:52:53,233 INFO Epoch 6 Batch 4899 LR : 0.00008 Top1 Acc.: 94.492 CLS Loss: 0.199 Mixup Loss: 1.716 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.314 Tot. Loss: 1.990 +2025-09-22 15:55:03,765 INFO Epoch 6 Batch 4999 LR : 0.00008 Top1 Acc.: 94.625 CLS Loss: 0.183 Mixup Loss: 1.691 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.949 +2025-09-22 15:56:11,394 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 81.266 FPR: 57.809 AUROC: 87.877 AUPR: 62.591 AURC: 46.618 EAURC: 27.858 AUPR Succ.: 96.707 ECE: 6.552 NLL: 8.000 Brier: 27.398 +2025-09-22 15:57:03,970 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 15:57:03,976 INFO Original Model Accuracy improved from 81.22 to 81.27!!! +2025-09-22 15:57:04,338 INFO ####### --- Training Epoch 7 --- ####### +2025-09-22 16:00:28,215 INFO Epoch 7 Batch 99 LR : 0.00008 Top1 Acc.: 94.391 CLS Loss: 0.199 Mixup Loss: 1.704 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.334 Tot. Loss: 1.959 +2025-09-22 16:02:38,962 INFO Epoch 7 Batch 199 LR : 0.00008 Top1 Acc.: 94.703 CLS Loss: 0.183 Mixup Loss: 1.687 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.323 Tot. Loss: 1.926 +2025-09-22 16:04:49,910 INFO Epoch 7 Batch 299 LR : 0.00008 Top1 Acc.: 94.602 CLS Loss: 0.187 Mixup Loss: 1.690 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.298 Tot. Loss: 1.945 +2025-09-22 16:07:01,036 INFO Epoch 7 Batch 399 LR : 0.00008 Top1 Acc.: 94.789 CLS Loss: 0.194 Mixup Loss: 1.701 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.336 Tot. Loss: 1.983 +2025-09-22 16:09:12,505 INFO Epoch 7 Batch 499 LR : 0.00008 Top1 Acc.: 94.766 CLS Loss: 0.186 Mixup Loss: 1.685 CRL Loss: 0.116 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.987 +2025-09-22 16:11:24,023 INFO Epoch 7 Batch 599 LR : 0.00008 Top1 Acc.: 94.828 CLS Loss: 0.189 Mixup Loss: 1.697 CRL Loss: 0.123 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 2.008 +2025-09-22 16:13:35,660 INFO Epoch 7 Batch 699 LR : 0.00008 Top1 Acc.: 94.852 CLS Loss: 0.187 Mixup Loss: 1.680 CRL Loss: 0.118 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.986 +2025-09-22 16:15:47,340 INFO Epoch 7 Batch 799 LR : 0.00008 Top1 Acc.: 94.578 CLS Loss: 0.189 Mixup Loss: 1.688 CRL Loss: 0.106 CutMix Loss: 0.000 PixMix Loss: 1.312 Tot. Loss: 1.983 +2025-09-22 16:17:59,101 INFO Epoch 7 Batch 899 LR : 0.00008 Top1 Acc.: 94.312 CLS Loss: 0.192 Mixup Loss: 1.711 CRL Loss: 0.100 CutMix Loss: 0.000 PixMix Loss: 1.332 Tot. Loss: 2.002 +2025-09-22 16:20:10,798 INFO Epoch 7 Batch 999 LR : 0.00008 Top1 Acc.: 94.539 CLS Loss: 0.187 Mixup Loss: 1.687 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.324 Tot. Loss: 1.962 +2025-09-22 16:22:22,531 INFO Epoch 7 Batch 1099 LR : 0.00008 Top1 Acc.: 94.734 CLS Loss: 0.184 Mixup Loss: 1.672 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 1.938 +2025-09-22 16:24:34,363 INFO Epoch 7 Batch 1199 LR : 0.00008 Top1 Acc.: 94.961 CLS Loss: 0.179 Mixup Loss: 1.679 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.312 Tot. Loss: 1.937 +2025-09-22 16:26:46,072 INFO Epoch 7 Batch 1299 LR : 0.00008 Top1 Acc.: 94.742 CLS Loss: 0.193 Mixup Loss: 1.694 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.357 Tot. Loss: 1.968 +2025-09-22 16:28:57,697 INFO Epoch 7 Batch 1399 LR : 0.00008 Top1 Acc.: 94.852 CLS Loss: 0.178 Mixup Loss: 1.670 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.923 +2025-09-22 16:31:09,449 INFO Epoch 7 Batch 1499 LR : 0.00008 Top1 Acc.: 94.922 CLS Loss: 0.185 Mixup Loss: 1.671 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.298 Tot. Loss: 1.932 +2025-09-22 16:33:21,238 INFO Epoch 7 Batch 1599 LR : 0.00008 Top1 Acc.: 94.586 CLS Loss: 0.182 Mixup Loss: 1.675 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.935 +2025-09-22 16:35:33,071 INFO Epoch 7 Batch 1699 LR : 0.00008 Top1 Acc.: 94.695 CLS Loss: 0.189 Mixup Loss: 1.689 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.335 Tot. Loss: 1.955 +2025-09-22 16:37:44,757 INFO Epoch 7 Batch 1799 LR : 0.00008 Top1 Acc.: 94.922 CLS Loss: 0.183 Mixup Loss: 1.670 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.929 +2025-09-22 16:39:56,554 INFO Epoch 7 Batch 1899 LR : 0.00008 Top1 Acc.: 94.516 CLS Loss: 0.185 Mixup Loss: 1.702 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.335 Tot. Loss: 1.965 +2025-09-22 16:42:08,340 INFO Epoch 7 Batch 1999 LR : 0.00008 Top1 Acc.: 94.711 CLS Loss: 0.183 Mixup Loss: 1.664 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.922 +2025-09-22 16:44:20,101 INFO Epoch 7 Batch 2099 LR : 0.00008 Top1 Acc.: 94.727 CLS Loss: 0.187 Mixup Loss: 1.698 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.321 Tot. Loss: 1.961 +2025-09-22 16:46:31,798 INFO Epoch 7 Batch 2199 LR : 0.00008 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.679 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.928 +2025-09-22 16:48:43,573 INFO Epoch 7 Batch 2299 LR : 0.00008 Top1 Acc.: 94.773 CLS Loss: 0.181 Mixup Loss: 1.682 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 1.938 +2025-09-22 16:50:55,281 INFO Epoch 7 Batch 2399 LR : 0.00008 Top1 Acc.: 94.766 CLS Loss: 0.182 Mixup Loss: 1.685 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.300 Tot. Loss: 1.939 +2025-09-22 16:53:07,004 INFO Epoch 7 Batch 2499 LR : 0.00008 Top1 Acc.: 94.562 CLS Loss: 0.190 Mixup Loss: 1.707 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.303 Tot. Loss: 1.974 +2025-09-22 16:55:18,676 INFO Epoch 7 Batch 2599 LR : 0.00008 Top1 Acc.: 94.805 CLS Loss: 0.178 Mixup Loss: 1.682 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.932 +2025-09-22 16:57:30,372 INFO Epoch 7 Batch 2699 LR : 0.00008 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.675 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.923 +2025-09-22 16:59:42,109 INFO Epoch 7 Batch 2799 LR : 0.00008 Top1 Acc.: 94.672 CLS Loss: 0.184 Mixup Loss: 1.662 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.922 +2025-09-22 17:01:53,806 INFO Epoch 7 Batch 2899 LR : 0.00008 Top1 Acc.: 94.570 CLS Loss: 0.189 Mixup Loss: 1.701 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.315 Tot. Loss: 1.967 +2025-09-22 17:04:05,630 INFO Epoch 7 Batch 2999 LR : 0.00008 Top1 Acc.: 94.500 CLS Loss: 0.187 Mixup Loss: 1.684 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.343 Tot. Loss: 1.947 +2025-09-22 17:06:17,533 INFO Epoch 7 Batch 3099 LR : 0.00008 Top1 Acc.: 94.914 CLS Loss: 0.181 Mixup Loss: 1.672 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.924 +2025-09-22 17:08:29,262 INFO Epoch 7 Batch 3199 LR : 0.00008 Top1 Acc.: 94.531 CLS Loss: 0.181 Mixup Loss: 1.669 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.310 Tot. Loss: 1.924 +2025-09-22 17:10:41,143 INFO Epoch 7 Batch 3299 LR : 0.00008 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 1.681 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.938 +2025-09-22 17:12:52,986 INFO Epoch 7 Batch 3399 LR : 0.00007 Top1 Acc.: 95.211 CLS Loss: 0.173 Mixup Loss: 1.660 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.901 +2025-09-22 17:15:04,823 INFO Epoch 7 Batch 3499 LR : 0.00007 Top1 Acc.: 94.977 CLS Loss: 0.169 Mixup Loss: 1.649 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.886 +2025-09-22 17:17:16,594 INFO Epoch 7 Batch 3599 LR : 0.00007 Top1 Acc.: 94.641 CLS Loss: 0.188 Mixup Loss: 1.690 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.346 Tot. Loss: 1.954 +2025-09-22 17:19:28,471 INFO Epoch 7 Batch 3699 LR : 0.00007 Top1 Acc.: 95.117 CLS Loss: 0.179 Mixup Loss: 1.672 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.307 Tot. Loss: 1.920 +2025-09-22 17:21:40,177 INFO Epoch 7 Batch 3799 LR : 0.00007 Top1 Acc.: 94.523 CLS Loss: 0.190 Mixup Loss: 1.681 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.946 +2025-09-22 17:23:51,994 INFO Epoch 7 Batch 3899 LR : 0.00007 Top1 Acc.: 94.812 CLS Loss: 0.183 Mixup Loss: 1.666 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.919 +2025-09-22 17:26:03,810 INFO Epoch 7 Batch 3999 LR : 0.00007 Top1 Acc.: 95.500 CLS Loss: 0.163 Mixup Loss: 1.651 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.877 +2025-09-22 17:28:15,637 INFO Epoch 7 Batch 4099 LR : 0.00007 Top1 Acc.: 94.727 CLS Loss: 0.182 Mixup Loss: 1.671 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.314 Tot. Loss: 1.925 +2025-09-22 17:30:27,401 INFO Epoch 7 Batch 4199 LR : 0.00007 Top1 Acc.: 94.844 CLS Loss: 0.186 Mixup Loss: 1.681 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.937 +2025-09-22 17:32:39,183 INFO Epoch 7 Batch 4299 LR : 0.00007 Top1 Acc.: 94.820 CLS Loss: 0.183 Mixup Loss: 1.668 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.921 +2025-09-22 17:34:50,906 INFO Epoch 7 Batch 4399 LR : 0.00007 Top1 Acc.: 94.617 CLS Loss: 0.186 Mixup Loss: 1.677 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.326 Tot. Loss: 1.937 +2025-09-22 17:37:02,748 INFO Epoch 7 Batch 4499 LR : 0.00007 Top1 Acc.: 94.648 CLS Loss: 0.184 Mixup Loss: 1.667 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.305 Tot. Loss: 1.926 +2025-09-22 17:39:14,627 INFO Epoch 7 Batch 4599 LR : 0.00007 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.656 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.274 Tot. Loss: 1.910 +2025-09-22 17:41:25,576 INFO Epoch 7 Batch 4699 LR : 0.00007 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.656 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.902 +2025-09-22 17:43:36,244 INFO Epoch 7 Batch 4799 LR : 0.00007 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.668 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.930 +2025-09-22 17:45:46,675 INFO Epoch 7 Batch 4899 LR : 0.00007 Top1 Acc.: 94.680 CLS Loss: 0.191 Mixup Loss: 1.655 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.303 Tot. Loss: 1.919 +2025-09-22 17:47:57,614 INFO Epoch 7 Batch 4999 LR : 0.00007 Top1 Acc.: 94.828 CLS Loss: 0.175 Mixup Loss: 1.661 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.908 +2025-09-22 17:48:48,801 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 81.314 FPR: 58.118 AUROC: 87.809 AUPR: 62.216 AURC: 46.700 EAURC: 28.040 AUPR Succ.: 96.686 ECE: 6.608 NLL: 7.960 Brier: 27.367 +2025-09-22 17:49:31,257 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 17:49:31,263 INFO Original Model Accuracy improved from 81.27 to 81.31!!! +2025-09-22 17:49:31,622 INFO ####### --- Training Epoch 8 --- ####### +2025-09-22 17:52:53,978 INFO Epoch 8 Batch 99 LR : 0.00007 Top1 Acc.: 94.664 CLS Loss: 0.190 Mixup Loss: 1.665 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.912 +2025-09-22 17:55:04,644 INFO Epoch 8 Batch 199 LR : 0.00007 Top1 Acc.: 95.055 CLS Loss: 0.176 Mixup Loss: 1.654 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.302 Tot. Loss: 1.886 +2025-09-22 17:57:15,856 INFO Epoch 8 Batch 299 LR : 0.00007 Top1 Acc.: 94.758 CLS Loss: 0.180 Mixup Loss: 1.656 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.903 +2025-09-22 17:59:27,089 INFO Epoch 8 Batch 399 LR : 0.00007 Top1 Acc.: 94.938 CLS Loss: 0.188 Mixup Loss: 1.667 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.303 Tot. Loss: 1.938 +2025-09-22 18:01:38,604 INFO Epoch 8 Batch 499 LR : 0.00007 Top1 Acc.: 94.930 CLS Loss: 0.178 Mixup Loss: 1.671 CRL Loss: 0.108 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.956 +2025-09-22 18:03:50,252 INFO Epoch 8 Batch 599 LR : 0.00007 Top1 Acc.: 94.883 CLS Loss: 0.181 Mixup Loss: 1.657 CRL Loss: 0.113 CutMix Loss: 0.000 PixMix Loss: 1.299 Tot. Loss: 1.951 +2025-09-22 18:06:01,906 INFO Epoch 8 Batch 699 LR : 0.00007 Top1 Acc.: 94.953 CLS Loss: 0.180 Mixup Loss: 1.665 CRL Loss: 0.109 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.954 +2025-09-22 18:08:13,705 INFO Epoch 8 Batch 799 LR : 0.00007 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.653 CRL Loss: 0.099 CutMix Loss: 0.000 PixMix Loss: 1.325 Tot. Loss: 1.933 +2025-09-22 18:10:25,557 INFO Epoch 8 Batch 899 LR : 0.00007 Top1 Acc.: 94.508 CLS Loss: 0.184 Mixup Loss: 1.667 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.330 Tot. Loss: 1.945 +2025-09-22 18:12:37,356 INFO Epoch 8 Batch 999 LR : 0.00007 Top1 Acc.: 94.672 CLS Loss: 0.180 Mixup Loss: 1.667 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.297 Tot. Loss: 1.931 +2025-09-22 18:14:49,178 INFO Epoch 8 Batch 1099 LR : 0.00007 Top1 Acc.: 94.875 CLS Loss: 0.177 Mixup Loss: 1.644 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.297 Tot. Loss: 1.900 +2025-09-22 18:17:00,918 INFO Epoch 8 Batch 1199 LR : 0.00007 Top1 Acc.: 95.148 CLS Loss: 0.173 Mixup Loss: 1.655 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.904 +2025-09-22 18:19:12,671 INFO Epoch 8 Batch 1299 LR : 0.00007 Top1 Acc.: 94.953 CLS Loss: 0.186 Mixup Loss: 1.657 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.341 Tot. Loss: 1.921 +2025-09-22 18:21:24,529 INFO Epoch 8 Batch 1399 LR : 0.00007 Top1 Acc.: 94.930 CLS Loss: 0.171 Mixup Loss: 1.637 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.882 +2025-09-22 18:23:36,391 INFO Epoch 8 Batch 1499 LR : 0.00007 Top1 Acc.: 94.984 CLS Loss: 0.180 Mixup Loss: 1.653 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.906 +2025-09-22 18:25:48,209 INFO Epoch 8 Batch 1599 LR : 0.00007 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 1.648 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.899 +2025-09-22 18:27:59,976 INFO Epoch 8 Batch 1699 LR : 0.00007 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.645 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.903 +2025-09-22 18:30:11,862 INFO Epoch 8 Batch 1799 LR : 0.00007 Top1 Acc.: 95.000 CLS Loss: 0.176 Mixup Loss: 1.648 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.330 Tot. Loss: 1.896 +2025-09-22 18:32:23,620 INFO Epoch 8 Batch 1899 LR : 0.00007 Top1 Acc.: 94.711 CLS Loss: 0.178 Mixup Loss: 1.645 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.899 +2025-09-22 18:34:35,394 INFO Epoch 8 Batch 1999 LR : 0.00007 Top1 Acc.: 94.930 CLS Loss: 0.174 Mixup Loss: 1.647 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.894 +2025-09-22 18:36:47,167 INFO Epoch 8 Batch 2099 LR : 0.00007 Top1 Acc.: 94.797 CLS Loss: 0.180 Mixup Loss: 1.654 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 1.908 +2025-09-22 18:38:59,072 INFO Epoch 8 Batch 2199 LR : 0.00007 Top1 Acc.: 95.008 CLS Loss: 0.170 Mixup Loss: 1.643 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.885 +2025-09-22 18:41:10,859 INFO Epoch 8 Batch 2299 LR : 0.00007 Top1 Acc.: 94.898 CLS Loss: 0.177 Mixup Loss: 1.664 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.280 Tot. Loss: 1.913 +2025-09-22 18:43:22,647 INFO Epoch 8 Batch 2399 LR : 0.00007 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 1.629 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.873 +2025-09-22 18:45:34,451 INFO Epoch 8 Batch 2499 LR : 0.00007 Top1 Acc.: 94.883 CLS Loss: 0.182 Mixup Loss: 1.666 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.922 +2025-09-22 18:47:46,239 INFO Epoch 8 Batch 2599 LR : 0.00007 Top1 Acc.: 95.039 CLS Loss: 0.171 Mixup Loss: 1.654 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.894 +2025-09-22 18:49:58,004 INFO Epoch 8 Batch 2699 LR : 0.00007 Top1 Acc.: 94.992 CLS Loss: 0.168 Mixup Loss: 1.644 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.882 +2025-09-22 18:52:09,803 INFO Epoch 8 Batch 2799 LR : 0.00007 Top1 Acc.: 94.844 CLS Loss: 0.178 Mixup Loss: 1.651 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.901 +2025-09-22 18:54:21,572 INFO Epoch 8 Batch 2899 LR : 0.00007 Top1 Acc.: 94.789 CLS Loss: 0.182 Mixup Loss: 1.688 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.317 Tot. Loss: 1.945 +2025-09-22 18:56:33,380 INFO Epoch 8 Batch 2999 LR : 0.00007 Top1 Acc.: 94.617 CLS Loss: 0.181 Mixup Loss: 1.649 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.299 Tot. Loss: 1.903 +2025-09-22 18:58:45,127 INFO Epoch 8 Batch 3099 LR : 0.00007 Top1 Acc.: 94.945 CLS Loss: 0.175 Mixup Loss: 1.647 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.890 +2025-09-22 19:00:56,934 INFO Epoch 8 Batch 3199 LR : 0.00007 Top1 Acc.: 94.797 CLS Loss: 0.174 Mixup Loss: 1.643 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.889 +2025-09-22 19:03:08,732 INFO Epoch 8 Batch 3299 LR : 0.00007 Top1 Acc.: 94.758 CLS Loss: 0.179 Mixup Loss: 1.661 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.297 Tot. Loss: 1.912 +2025-09-22 19:05:20,550 INFO Epoch 8 Batch 3399 LR : 0.00007 Top1 Acc.: 95.164 CLS Loss: 0.167 Mixup Loss: 1.633 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.866 +2025-09-22 19:07:32,212 INFO Epoch 8 Batch 3499 LR : 0.00007 Top1 Acc.: 95.320 CLS Loss: 0.162 Mixup Loss: 1.632 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 1.861 +2025-09-22 19:09:43,976 INFO Epoch 8 Batch 3599 LR : 0.00007 Top1 Acc.: 94.820 CLS Loss: 0.182 Mixup Loss: 1.640 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.896 +2025-09-22 19:11:55,769 INFO Epoch 8 Batch 3699 LR : 0.00007 Top1 Acc.: 95.148 CLS Loss: 0.174 Mixup Loss: 1.645 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.886 +2025-09-22 19:14:07,708 INFO Epoch 8 Batch 3799 LR : 0.00007 Top1 Acc.: 94.758 CLS Loss: 0.183 Mixup Loss: 1.644 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.282 Tot. Loss: 1.899 +2025-09-22 19:16:19,416 INFO Epoch 8 Batch 3899 LR : 0.00007 Top1 Acc.: 95.031 CLS Loss: 0.176 Mixup Loss: 1.650 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.280 Tot. Loss: 1.893 +2025-09-22 19:18:31,216 INFO Epoch 8 Batch 3999 LR : 0.00007 Top1 Acc.: 95.641 CLS Loss: 0.155 Mixup Loss: 1.629 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.846 +2025-09-22 19:20:42,876 INFO Epoch 8 Batch 4099 LR : 0.00007 Top1 Acc.: 94.852 CLS Loss: 0.175 Mixup Loss: 1.646 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.311 Tot. Loss: 1.890 +2025-09-22 19:22:54,723 INFO Epoch 8 Batch 4199 LR : 0.00007 Top1 Acc.: 95.070 CLS Loss: 0.178 Mixup Loss: 1.650 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.896 +2025-09-22 19:25:06,567 INFO Epoch 8 Batch 4299 LR : 0.00007 Top1 Acc.: 95.094 CLS Loss: 0.177 Mixup Loss: 1.646 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.891 +2025-09-22 19:27:18,397 INFO Epoch 8 Batch 4399 LR : 0.00007 Top1 Acc.: 94.891 CLS Loss: 0.180 Mixup Loss: 1.651 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.902 +2025-09-22 19:29:30,318 INFO Epoch 8 Batch 4499 LR : 0.00007 Top1 Acc.: 94.914 CLS Loss: 0.177 Mixup Loss: 1.638 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.301 Tot. Loss: 1.888 +2025-09-22 19:31:41,871 INFO Epoch 8 Batch 4599 LR : 0.00007 Top1 Acc.: 95.094 CLS Loss: 0.177 Mixup Loss: 1.629 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.875 +2025-09-22 19:33:52,914 INFO Epoch 8 Batch 4699 LR : 0.00007 Top1 Acc.: 95.266 CLS Loss: 0.168 Mixup Loss: 1.637 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.873 +2025-09-22 19:36:03,814 INFO Epoch 8 Batch 4799 LR : 0.00007 Top1 Acc.: 94.852 CLS Loss: 0.184 Mixup Loss: 1.649 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.904 +2025-09-22 19:38:14,762 INFO Epoch 8 Batch 4899 LR : 0.00007 Top1 Acc.: 94.891 CLS Loss: 0.185 Mixup Loss: 1.649 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.904 +2025-09-22 19:40:26,039 INFO Epoch 8 Batch 4999 LR : 0.00007 Top1 Acc.: 94.930 CLS Loss: 0.170 Mixup Loss: 1.617 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.857 +2025-09-22 19:42:08,515 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 81.334 FPR: 57.859 AUROC: 87.808 AUPR: 62.409 AURC: 46.753 EAURC: 28.134 AUPR Succ.: 96.675 ECE: 6.712 NLL: 7.933 Brier: 27.329 +2025-09-22 19:44:34,344 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 19:44:34,350 INFO Original Model Accuracy improved from 81.31 to 81.33!!! +2025-09-22 19:44:34,714 INFO ####### --- Training Epoch 9 --- ####### +2025-09-22 19:47:58,016 INFO Epoch 9 Batch 99 LR : 0.00007 Top1 Acc.: 94.898 CLS Loss: 0.183 Mixup Loss: 1.648 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.889 +2025-09-22 19:50:08,688 INFO Epoch 9 Batch 199 LR : 0.00007 Top1 Acc.: 95.195 CLS Loss: 0.170 Mixup Loss: 1.645 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.871 +2025-09-22 19:52:19,612 INFO Epoch 9 Batch 299 LR : 0.00007 Top1 Acc.: 94.898 CLS Loss: 0.173 Mixup Loss: 1.638 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.877 +2025-09-22 19:54:30,768 INFO Epoch 9 Batch 399 LR : 0.00006 Top1 Acc.: 95.070 CLS Loss: 0.182 Mixup Loss: 1.642 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.307 Tot. Loss: 1.905 +2025-09-22 19:56:41,984 INFO Epoch 9 Batch 499 LR : 0.00006 Top1 Acc.: 95.172 CLS Loss: 0.171 Mixup Loss: 1.645 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.918 +2025-09-22 19:58:53,438 INFO Epoch 9 Batch 599 LR : 0.00006 Top1 Acc.: 95.234 CLS Loss: 0.174 Mixup Loss: 1.627 CRL Loss: 0.107 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.908 +2025-09-22 20:01:05,001 INFO Epoch 9 Batch 699 LR : 0.00006 Top1 Acc.: 95.055 CLS Loss: 0.174 Mixup Loss: 1.630 CRL Loss: 0.103 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.907 +2025-09-22 20:03:16,743 INFO Epoch 9 Batch 799 LR : 0.00006 Top1 Acc.: 94.891 CLS Loss: 0.177 Mixup Loss: 1.638 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.908 +2025-09-22 20:05:28,456 INFO Epoch 9 Batch 899 LR : 0.00006 Top1 Acc.: 94.703 CLS Loss: 0.178 Mixup Loss: 1.652 CRL Loss: 0.091 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 1.920 +2025-09-22 20:07:40,222 INFO Epoch 9 Batch 999 LR : 0.00006 Top1 Acc.: 94.781 CLS Loss: 0.174 Mixup Loss: 1.627 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.882 +2025-09-22 20:09:51,870 INFO Epoch 9 Batch 1099 LR : 0.00006 Top1 Acc.: 95.172 CLS Loss: 0.171 Mixup Loss: 1.623 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.870 +2025-09-22 20:12:03,555 INFO Epoch 9 Batch 1199 LR : 0.00006 Top1 Acc.: 95.242 CLS Loss: 0.168 Mixup Loss: 1.608 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.306 Tot. Loss: 1.850 +2025-09-22 20:14:15,183 INFO Epoch 9 Batch 1299 LR : 0.00006 Top1 Acc.: 95.094 CLS Loss: 0.180 Mixup Loss: 1.651 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.313 Tot. Loss: 1.906 +2025-09-22 20:16:26,856 INFO Epoch 9 Batch 1399 LR : 0.00006 Top1 Acc.: 95.148 CLS Loss: 0.165 Mixup Loss: 1.616 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.306 Tot. Loss: 1.851 +2025-09-22 20:18:38,456 INFO Epoch 9 Batch 1499 LR : 0.00006 Top1 Acc.: 95.164 CLS Loss: 0.174 Mixup Loss: 1.623 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.304 Tot. Loss: 1.867 +2025-09-22 20:20:50,108 INFO Epoch 9 Batch 1599 LR : 0.00006 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.611 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.855 +2025-09-22 20:23:01,787 INFO Epoch 9 Batch 1699 LR : 0.00006 Top1 Acc.: 95.188 CLS Loss: 0.175 Mixup Loss: 1.628 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.875 +2025-09-22 20:25:13,565 INFO Epoch 9 Batch 1799 LR : 0.00006 Top1 Acc.: 95.148 CLS Loss: 0.170 Mixup Loss: 1.622 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.862 +2025-09-22 20:27:25,204 INFO Epoch 9 Batch 1899 LR : 0.00006 Top1 Acc.: 95.031 CLS Loss: 0.171 Mixup Loss: 1.608 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.308 Tot. Loss: 1.852 +2025-09-22 20:29:36,779 INFO Epoch 9 Batch 1999 LR : 0.00006 Top1 Acc.: 94.992 CLS Loss: 0.168 Mixup Loss: 1.636 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.874 +2025-09-22 20:31:48,343 INFO Epoch 9 Batch 2099 LR : 0.00006 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.622 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.867 +2025-09-22 20:33:59,904 INFO Epoch 9 Batch 2199 LR : 0.00006 Top1 Acc.: 95.117 CLS Loss: 0.163 Mixup Loss: 1.608 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.841 +2025-09-22 20:36:11,477 INFO Epoch 9 Batch 2299 LR : 0.00006 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.627 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.314 Tot. Loss: 1.866 +2025-09-22 20:38:23,098 INFO Epoch 9 Batch 2399 LR : 0.00006 Top1 Acc.: 95.109 CLS Loss: 0.170 Mixup Loss: 1.634 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.873 +2025-09-22 20:40:34,712 INFO Epoch 9 Batch 2499 LR : 0.00006 Top1 Acc.: 94.953 CLS Loss: 0.176 Mixup Loss: 1.660 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.908 +2025-09-22 20:42:46,373 INFO Epoch 9 Batch 2599 LR : 0.00006 Top1 Acc.: 95.172 CLS Loss: 0.165 Mixup Loss: 1.640 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.873 +2025-09-22 20:44:58,070 INFO Epoch 9 Batch 2699 LR : 0.00006 Top1 Acc.: 95.250 CLS Loss: 0.163 Mixup Loss: 1.605 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.837 +2025-09-22 20:47:09,733 INFO Epoch 9 Batch 2799 LR : 0.00006 Top1 Acc.: 94.914 CLS Loss: 0.172 Mixup Loss: 1.620 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.863 +2025-09-22 20:49:21,407 INFO Epoch 9 Batch 2899 LR : 0.00006 Top1 Acc.: 94.906 CLS Loss: 0.177 Mixup Loss: 1.667 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.319 Tot. Loss: 1.918 +2025-09-22 20:51:33,052 INFO Epoch 9 Batch 2999 LR : 0.00006 Top1 Acc.: 94.797 CLS Loss: 0.176 Mixup Loss: 1.631 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.879 +2025-09-22 20:53:44,785 INFO Epoch 9 Batch 3099 LR : 0.00006 Top1 Acc.: 95.227 CLS Loss: 0.168 Mixup Loss: 1.629 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.864 +2025-09-22 20:55:56,481 INFO Epoch 9 Batch 3199 LR : 0.00006 Top1 Acc.: 95.008 CLS Loss: 0.168 Mixup Loss: 1.606 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.843 +2025-09-22 20:58:08,137 INFO Epoch 9 Batch 3299 LR : 0.00006 Top1 Acc.: 94.891 CLS Loss: 0.173 Mixup Loss: 1.641 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.883 +2025-09-22 21:00:19,852 INFO Epoch 9 Batch 3399 LR : 0.00006 Top1 Acc.: 95.359 CLS Loss: 0.163 Mixup Loss: 1.618 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.846 +2025-09-22 21:02:31,578 INFO Epoch 9 Batch 3499 LR : 0.00006 Top1 Acc.: 95.414 CLS Loss: 0.157 Mixup Loss: 1.610 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.831 +2025-09-22 21:04:43,184 INFO Epoch 9 Batch 3599 LR : 0.00006 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.624 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.871 +2025-09-22 21:06:54,816 INFO Epoch 9 Batch 3699 LR : 0.00006 Top1 Acc.: 95.250 CLS Loss: 0.167 Mixup Loss: 1.620 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.853 +2025-09-22 21:09:06,585 INFO Epoch 9 Batch 3799 LR : 0.00006 Top1 Acc.: 94.781 CLS Loss: 0.179 Mixup Loss: 1.640 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.889 +2025-09-22 21:11:18,342 INFO Epoch 9 Batch 3899 LR : 0.00006 Top1 Acc.: 95.117 CLS Loss: 0.172 Mixup Loss: 1.636 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.873 +2025-09-22 21:13:30,121 INFO Epoch 9 Batch 3999 LR : 0.00006 Top1 Acc.: 95.859 CLS Loss: 0.150 Mixup Loss: 1.613 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.823 +2025-09-22 21:15:41,788 INFO Epoch 9 Batch 4099 LR : 0.00006 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.625 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.864 +2025-09-22 21:17:53,437 INFO Epoch 9 Batch 4199 LR : 0.00006 Top1 Acc.: 95.312 CLS Loss: 0.173 Mixup Loss: 1.621 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.303 Tot. Loss: 1.860 +2025-09-22 21:20:05,056 INFO Epoch 9 Batch 4299 LR : 0.00006 Top1 Acc.: 95.133 CLS Loss: 0.173 Mixup Loss: 1.618 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.857 +2025-09-22 21:22:16,934 INFO Epoch 9 Batch 4399 LR : 0.00006 Top1 Acc.: 94.867 CLS Loss: 0.175 Mixup Loss: 1.621 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.865 +2025-09-22 21:24:27,938 INFO Epoch 9 Batch 4499 LR : 0.00006 Top1 Acc.: 95.055 CLS Loss: 0.172 Mixup Loss: 1.614 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.856 +2025-09-22 21:26:38,261 INFO Epoch 9 Batch 4599 LR : 0.00006 Top1 Acc.: 95.234 CLS Loss: 0.172 Mixup Loss: 1.611 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.280 Tot. Loss: 1.850 +2025-09-22 21:28:48,686 INFO Epoch 9 Batch 4699 LR : 0.00006 Top1 Acc.: 95.344 CLS Loss: 0.163 Mixup Loss: 1.628 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.290 Tot. Loss: 1.857 +2025-09-22 21:30:59,482 INFO Epoch 9 Batch 4799 LR : 0.00006 Top1 Acc.: 95.008 CLS Loss: 0.177 Mixup Loss: 1.629 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.876 +2025-09-22 21:33:10,591 INFO Epoch 9 Batch 4899 LR : 0.00006 Top1 Acc.: 94.977 CLS Loss: 0.180 Mixup Loss: 1.634 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.882 +2025-09-22 21:35:21,941 INFO Epoch 9 Batch 4999 LR : 0.00006 Top1 Acc.: 95.016 CLS Loss: 0.165 Mixup Loss: 1.617 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.851 +2025-09-22 21:36:17,169 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 81.360 FPR: 58.240 AUROC: 87.723 AUPR: 62.125 AURC: 46.969 EAURC: 28.404 AUPR Succ.: 96.644 ECE: 6.813 NLL: 7.933 Brier: 27.355 +2025-09-22 21:37:48,184 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 21:37:48,190 INFO Original Model Accuracy improved from 81.33 to 81.36!!! +2025-09-22 21:37:48,551 INFO ####### --- Training Epoch 10 --- ####### +2025-09-22 21:41:12,509 INFO Epoch 10 Batch 99 LR : 0.00006 Top1 Acc.: 94.883 CLS Loss: 0.179 Mixup Loss: 1.611 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.301 Tot. Loss: 1.847 +2025-09-22 21:43:23,409 INFO Epoch 10 Batch 199 LR : 0.00006 Top1 Acc.: 95.266 CLS Loss: 0.166 Mixup Loss: 1.615 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.837 +2025-09-22 21:45:34,560 INFO Epoch 10 Batch 299 LR : 0.00006 Top1 Acc.: 94.922 CLS Loss: 0.169 Mixup Loss: 1.607 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.841 +2025-09-22 21:47:45,953 INFO Epoch 10 Batch 399 LR : 0.00006 Top1 Acc.: 95.180 CLS Loss: 0.177 Mixup Loss: 1.625 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.881 +2025-09-22 21:49:57,535 INFO Epoch 10 Batch 499 LR : 0.00006 Top1 Acc.: 95.141 CLS Loss: 0.168 Mixup Loss: 1.617 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.882 +2025-09-22 21:52:09,245 INFO Epoch 10 Batch 599 LR : 0.00006 Top1 Acc.: 95.273 CLS Loss: 0.172 Mixup Loss: 1.604 CRL Loss: 0.101 CutMix Loss: 0.000 PixMix Loss: 1.270 Tot. Loss: 1.877 +2025-09-22 21:54:20,947 INFO Epoch 10 Batch 699 LR : 0.00006 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 1.617 CRL Loss: 0.098 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.883 +2025-09-22 21:56:32,673 INFO Epoch 10 Batch 799 LR : 0.00006 Top1 Acc.: 95.000 CLS Loss: 0.170 Mixup Loss: 1.614 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.874 +2025-09-22 21:58:44,398 INFO Epoch 10 Batch 899 LR : 0.00006 Top1 Acc.: 94.820 CLS Loss: 0.173 Mixup Loss: 1.620 CRL Loss: 0.088 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.881 +2025-09-22 22:00:56,193 INFO Epoch 10 Batch 999 LR : 0.00006 Top1 Acc.: 94.969 CLS Loss: 0.168 Mixup Loss: 1.596 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.842 +2025-09-22 22:03:08,001 INFO Epoch 10 Batch 1099 LR : 0.00006 Top1 Acc.: 95.188 CLS Loss: 0.168 Mixup Loss: 1.596 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.836 +2025-09-22 22:05:19,686 INFO Epoch 10 Batch 1199 LR : 0.00006 Top1 Acc.: 95.273 CLS Loss: 0.163 Mixup Loss: 1.602 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.836 +2025-09-22 22:07:31,473 INFO Epoch 10 Batch 1299 LR : 0.00006 Top1 Acc.: 95.156 CLS Loss: 0.175 Mixup Loss: 1.641 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.889 +2025-09-22 22:09:43,145 INFO Epoch 10 Batch 1399 LR : 0.00006 Top1 Acc.: 95.227 CLS Loss: 0.161 Mixup Loss: 1.595 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.824 +2025-09-22 22:11:54,910 INFO Epoch 10 Batch 1499 LR : 0.00006 Top1 Acc.: 95.430 CLS Loss: 0.168 Mixup Loss: 1.610 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.847 +2025-09-22 22:14:06,706 INFO Epoch 10 Batch 1599 LR : 0.00006 Top1 Acc.: 95.086 CLS Loss: 0.166 Mixup Loss: 1.604 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.842 +2025-09-22 22:16:18,526 INFO Epoch 10 Batch 1699 LR : 0.00006 Top1 Acc.: 95.367 CLS Loss: 0.173 Mixup Loss: 1.619 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.861 +2025-09-22 22:18:30,247 INFO Epoch 10 Batch 1799 LR : 0.00006 Top1 Acc.: 95.273 CLS Loss: 0.166 Mixup Loss: 1.613 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.847 +2025-09-22 22:20:41,935 INFO Epoch 10 Batch 1899 LR : 0.00005 Top1 Acc.: 95.188 CLS Loss: 0.167 Mixup Loss: 1.623 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.861 +2025-09-22 22:22:53,670 INFO Epoch 10 Batch 1999 LR : 0.00005 Top1 Acc.: 95.148 CLS Loss: 0.166 Mixup Loss: 1.611 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.846 +2025-09-22 22:25:05,313 INFO Epoch 10 Batch 2099 LR : 0.00005 Top1 Acc.: 95.102 CLS Loss: 0.171 Mixup Loss: 1.615 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.856 +2025-09-22 22:27:17,065 INFO Epoch 10 Batch 2199 LR : 0.00005 Top1 Acc.: 95.242 CLS Loss: 0.159 Mixup Loss: 1.614 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.841 +2025-09-22 22:29:28,801 INFO Epoch 10 Batch 2299 LR : 0.00005 Top1 Acc.: 95.094 CLS Loss: 0.166 Mixup Loss: 1.620 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.854 +2025-09-22 22:31:40,555 INFO Epoch 10 Batch 2399 LR : 0.00005 Top1 Acc.: 95.336 CLS Loss: 0.165 Mixup Loss: 1.602 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.270 Tot. Loss: 1.834 +2025-09-22 22:33:52,364 INFO Epoch 10 Batch 2499 LR : 0.00005 Top1 Acc.: 95.031 CLS Loss: 0.172 Mixup Loss: 1.634 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.322 Tot. Loss: 1.877 +2025-09-22 22:36:04,037 INFO Epoch 10 Batch 2599 LR : 0.00005 Top1 Acc.: 95.320 CLS Loss: 0.160 Mixup Loss: 1.599 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.825 +2025-09-22 22:38:15,656 INFO Epoch 10 Batch 2699 LR : 0.00005 Top1 Acc.: 95.297 CLS Loss: 0.160 Mixup Loss: 1.598 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.825 +2025-09-22 22:40:27,355 INFO Epoch 10 Batch 2799 LR : 0.00005 Top1 Acc.: 95.094 CLS Loss: 0.167 Mixup Loss: 1.595 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.831 +2025-09-22 22:42:39,094 INFO Epoch 10 Batch 2899 LR : 0.00005 Top1 Acc.: 95.016 CLS Loss: 0.173 Mixup Loss: 1.637 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.881 +2025-09-22 22:44:50,848 INFO Epoch 10 Batch 2999 LR : 0.00005 Top1 Acc.: 94.914 CLS Loss: 0.171 Mixup Loss: 1.617 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.286 Tot. Loss: 1.858 +2025-09-22 22:47:02,557 INFO Epoch 10 Batch 3099 LR : 0.00005 Top1 Acc.: 95.203 CLS Loss: 0.166 Mixup Loss: 1.606 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.838 +2025-09-22 22:49:14,347 INFO Epoch 10 Batch 3199 LR : 0.00005 Top1 Acc.: 95.047 CLS Loss: 0.166 Mixup Loss: 1.595 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.829 +2025-09-22 22:51:25,968 INFO Epoch 10 Batch 3299 LR : 0.00005 Top1 Acc.: 95.211 CLS Loss: 0.168 Mixup Loss: 1.620 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.310 Tot. Loss: 1.855 +2025-09-22 22:53:37,626 INFO Epoch 10 Batch 3399 LR : 0.00005 Top1 Acc.: 95.531 CLS Loss: 0.159 Mixup Loss: 1.607 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.829 +2025-09-22 22:55:49,306 INFO Epoch 10 Batch 3499 LR : 0.00005 Top1 Acc.: 95.586 CLS Loss: 0.153 Mixup Loss: 1.605 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.820 +2025-09-22 22:58:00,992 INFO Epoch 10 Batch 3599 LR : 0.00005 Top1 Acc.: 95.016 CLS Loss: 0.172 Mixup Loss: 1.613 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.855 +2025-09-22 23:00:12,756 INFO Epoch 10 Batch 3699 LR : 0.00005 Top1 Acc.: 95.398 CLS Loss: 0.164 Mixup Loss: 1.598 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.825 +2025-09-22 23:02:24,429 INFO Epoch 10 Batch 3799 LR : 0.00005 Top1 Acc.: 95.008 CLS Loss: 0.174 Mixup Loss: 1.631 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.873 +2025-09-22 23:04:36,151 INFO Epoch 10 Batch 3899 LR : 0.00005 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.608 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.841 +2025-09-22 23:06:47,844 INFO Epoch 10 Batch 3999 LR : 0.00005 Top1 Acc.: 95.898 CLS Loss: 0.147 Mixup Loss: 1.586 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.791 +2025-09-22 23:08:59,603 INFO Epoch 10 Batch 4099 LR : 0.00005 Top1 Acc.: 95.125 CLS Loss: 0.166 Mixup Loss: 1.602 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.834 +2025-09-22 23:11:11,432 INFO Epoch 10 Batch 4199 LR : 0.00005 Top1 Acc.: 95.320 CLS Loss: 0.169 Mixup Loss: 1.622 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.282 Tot. Loss: 1.855 +2025-09-22 23:13:23,083 INFO Epoch 10 Batch 4299 LR : 0.00005 Top1 Acc.: 95.258 CLS Loss: 0.169 Mixup Loss: 1.599 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.832 +2025-09-22 23:15:34,318 INFO Epoch 10 Batch 4399 LR : 0.00005 Top1 Acc.: 95.062 CLS Loss: 0.172 Mixup Loss: 1.604 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.843 +2025-09-22 23:17:44,979 INFO Epoch 10 Batch 4499 LR : 0.00005 Top1 Acc.: 95.195 CLS Loss: 0.169 Mixup Loss: 1.616 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.854 +2025-09-22 23:19:55,568 INFO Epoch 10 Batch 4599 LR : 0.00005 Top1 Acc.: 95.289 CLS Loss: 0.168 Mixup Loss: 1.592 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.827 +2025-09-22 23:22:06,464 INFO Epoch 10 Batch 4699 LR : 0.00005 Top1 Acc.: 95.531 CLS Loss: 0.158 Mixup Loss: 1.608 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.830 +2025-09-22 23:24:17,580 INFO Epoch 10 Batch 4799 LR : 0.00005 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.599 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.842 +2025-09-22 23:26:29,132 INFO Epoch 10 Batch 4899 LR : 0.00005 Top1 Acc.: 95.023 CLS Loss: 0.176 Mixup Loss: 1.601 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.845 +2025-09-22 23:28:40,906 INFO Epoch 10 Batch 4999 LR : 0.00005 Top1 Acc.: 95.078 CLS Loss: 0.161 Mixup Loss: 1.588 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.817 +2025-09-22 23:30:15,993 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 81.410 FPR: 58.763 AUROC: 87.591 AUPR: 61.675 AURC: 47.177 EAURC: 28.715 AUPR Succ.: 96.609 ECE: 6.879 NLL: 7.943 Brier: 27.376 +2025-09-22 23:30:57,625 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-22 23:30:57,631 INFO Original Model Accuracy improved from 81.36 to 81.41!!! +2025-09-22 23:30:57,971 INFO ####### --- Training Epoch 11 --- ####### +2025-09-22 23:34:20,589 INFO Epoch 11 Batch 99 LR : 0.00005 Top1 Acc.: 95.055 CLS Loss: 0.175 Mixup Loss: 1.620 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.295 Tot. Loss: 1.851 +2025-09-22 23:36:31,195 INFO Epoch 11 Batch 199 LR : 0.00005 Top1 Acc.: 95.422 CLS Loss: 0.162 Mixup Loss: 1.607 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.825 +2025-09-22 23:38:42,329 INFO Epoch 11 Batch 299 LR : 0.00005 Top1 Acc.: 95.039 CLS Loss: 0.165 Mixup Loss: 1.606 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.835 +2025-09-22 23:40:53,542 INFO Epoch 11 Batch 399 LR : 0.00005 Top1 Acc.: 95.375 CLS Loss: 0.173 Mixup Loss: 1.591 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.286 Tot. Loss: 1.840 +2025-09-22 23:43:05,036 INFO Epoch 11 Batch 499 LR : 0.00005 Top1 Acc.: 95.289 CLS Loss: 0.163 Mixup Loss: 1.600 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.856 +2025-09-22 23:45:16,617 INFO Epoch 11 Batch 599 LR : 0.00005 Top1 Acc.: 95.398 CLS Loss: 0.167 Mixup Loss: 1.594 CRL Loss: 0.097 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.858 +2025-09-22 23:47:28,495 INFO Epoch 11 Batch 699 LR : 0.00005 Top1 Acc.: 95.453 CLS Loss: 0.164 Mixup Loss: 1.610 CRL Loss: 0.094 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.868 +2025-09-22 23:49:40,428 INFO Epoch 11 Batch 799 LR : 0.00005 Top1 Acc.: 95.117 CLS Loss: 0.167 Mixup Loss: 1.592 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.846 +2025-09-22 23:51:52,365 INFO Epoch 11 Batch 899 LR : 0.00005 Top1 Acc.: 94.898 CLS Loss: 0.170 Mixup Loss: 1.622 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.877 +2025-09-22 23:54:04,189 INFO Epoch 11 Batch 999 LR : 0.00005 Top1 Acc.: 95.023 CLS Loss: 0.165 Mixup Loss: 1.591 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.832 +2025-09-22 23:56:15,893 INFO Epoch 11 Batch 1099 LR : 0.00005 Top1 Acc.: 95.414 CLS Loss: 0.164 Mixup Loss: 1.594 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.282 Tot. Loss: 1.829 +2025-09-22 23:58:27,646 INFO Epoch 11 Batch 1199 LR : 0.00005 Top1 Acc.: 95.453 CLS Loss: 0.159 Mixup Loss: 1.595 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.824 +2025-09-23 00:00:39,308 INFO Epoch 11 Batch 1299 LR : 0.00005 Top1 Acc.: 95.234 CLS Loss: 0.172 Mixup Loss: 1.625 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.327 Tot. Loss: 1.868 +2025-09-23 00:02:51,062 INFO Epoch 11 Batch 1399 LR : 0.00005 Top1 Acc.: 95.336 CLS Loss: 0.157 Mixup Loss: 1.584 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.807 +2025-09-23 00:05:02,788 INFO Epoch 11 Batch 1499 LR : 0.00005 Top1 Acc.: 95.352 CLS Loss: 0.166 Mixup Loss: 1.593 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.826 +2025-09-23 00:07:14,581 INFO Epoch 11 Batch 1599 LR : 0.00005 Top1 Acc.: 95.172 CLS Loss: 0.163 Mixup Loss: 1.600 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.833 +2025-09-23 00:09:26,276 INFO Epoch 11 Batch 1699 LR : 0.00005 Top1 Acc.: 95.352 CLS Loss: 0.168 Mixup Loss: 1.601 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.838 +2025-09-23 00:11:37,975 INFO Epoch 11 Batch 1799 LR : 0.00005 Top1 Acc.: 95.383 CLS Loss: 0.162 Mixup Loss: 1.579 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.806 +2025-09-23 00:13:49,691 INFO Epoch 11 Batch 1899 LR : 0.00005 Top1 Acc.: 95.250 CLS Loss: 0.163 Mixup Loss: 1.605 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.837 +2025-09-23 00:16:01,433 INFO Epoch 11 Batch 1999 LR : 0.00005 Top1 Acc.: 95.297 CLS Loss: 0.161 Mixup Loss: 1.588 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.816 +2025-09-23 00:18:13,241 INFO Epoch 11 Batch 2099 LR : 0.00005 Top1 Acc.: 95.266 CLS Loss: 0.165 Mixup Loss: 1.594 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.828 +2025-09-23 00:20:25,029 INFO Epoch 11 Batch 2199 LR : 0.00005 Top1 Acc.: 95.352 CLS Loss: 0.156 Mixup Loss: 1.602 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.824 +2025-09-23 00:22:36,774 INFO Epoch 11 Batch 2299 LR : 0.00005 Top1 Acc.: 95.242 CLS Loss: 0.162 Mixup Loss: 1.614 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.844 +2025-09-23 00:24:48,560 INFO Epoch 11 Batch 2399 LR : 0.00005 Top1 Acc.: 95.430 CLS Loss: 0.162 Mixup Loss: 1.580 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.807 +2025-09-23 00:27:00,340 INFO Epoch 11 Batch 2499 LR : 0.00005 Top1 Acc.: 95.164 CLS Loss: 0.169 Mixup Loss: 1.610 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.848 +2025-09-23 00:29:12,081 INFO Epoch 11 Batch 2599 LR : 0.00005 Top1 Acc.: 95.375 CLS Loss: 0.158 Mixup Loss: 1.587 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.808 +2025-09-23 00:31:23,713 INFO Epoch 11 Batch 2699 LR : 0.00005 Top1 Acc.: 95.305 CLS Loss: 0.156 Mixup Loss: 1.593 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.813 +2025-09-23 00:33:35,591 INFO Epoch 11 Batch 2799 LR : 0.00005 Top1 Acc.: 95.164 CLS Loss: 0.164 Mixup Loss: 1.574 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.806 +2025-09-23 00:35:47,443 INFO Epoch 11 Batch 2899 LR : 0.00005 Top1 Acc.: 95.062 CLS Loss: 0.170 Mixup Loss: 1.612 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.852 +2025-09-23 00:37:59,239 INFO Epoch 11 Batch 2999 LR : 0.00005 Top1 Acc.: 95.117 CLS Loss: 0.167 Mixup Loss: 1.600 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.835 +2025-09-23 00:40:10,863 INFO Epoch 11 Batch 3099 LR : 0.00005 Top1 Acc.: 95.273 CLS Loss: 0.163 Mixup Loss: 1.591 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.818 +2025-09-23 00:42:22,638 INFO Epoch 11 Batch 3199 LR : 0.00005 Top1 Acc.: 95.086 CLS Loss: 0.163 Mixup Loss: 1.588 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.817 +2025-09-23 00:44:34,328 INFO Epoch 11 Batch 3299 LR : 0.00004 Top1 Acc.: 95.117 CLS Loss: 0.166 Mixup Loss: 1.599 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.831 +2025-09-23 00:46:46,088 INFO Epoch 11 Batch 3399 LR : 0.00004 Top1 Acc.: 95.539 CLS Loss: 0.155 Mixup Loss: 1.589 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.806 +2025-09-23 00:48:57,840 INFO Epoch 11 Batch 3499 LR : 0.00004 Top1 Acc.: 95.633 CLS Loss: 0.151 Mixup Loss: 1.586 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.798 +2025-09-23 00:51:09,576 INFO Epoch 11 Batch 3599 LR : 0.00004 Top1 Acc.: 95.172 CLS Loss: 0.169 Mixup Loss: 1.597 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.834 +2025-09-23 00:53:21,336 INFO Epoch 11 Batch 3699 LR : 0.00004 Top1 Acc.: 95.422 CLS Loss: 0.161 Mixup Loss: 1.593 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.817 +2025-09-23 00:55:33,031 INFO Epoch 11 Batch 3799 LR : 0.00004 Top1 Acc.: 95.039 CLS Loss: 0.171 Mixup Loss: 1.612 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.313 Tot. Loss: 1.850 +2025-09-23 00:57:44,745 INFO Epoch 11 Batch 3899 LR : 0.00004 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.589 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.817 +2025-09-23 00:59:56,371 INFO Epoch 11 Batch 3999 LR : 0.00004 Top1 Acc.: 95.961 CLS Loss: 0.144 Mixup Loss: 1.576 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.777 +2025-09-23 01:02:08,050 INFO Epoch 11 Batch 4099 LR : 0.00004 Top1 Acc.: 95.289 CLS Loss: 0.163 Mixup Loss: 1.595 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.290 Tot. Loss: 1.823 +2025-09-23 01:04:19,784 INFO Epoch 11 Batch 4199 LR : 0.00004 Top1 Acc.: 95.320 CLS Loss: 0.166 Mixup Loss: 1.613 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.842 +2025-09-23 01:06:31,254 INFO Epoch 11 Batch 4299 LR : 0.00004 Top1 Acc.: 95.383 CLS Loss: 0.165 Mixup Loss: 1.593 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.822 +2025-09-23 01:08:42,333 INFO Epoch 11 Batch 4399 LR : 0.00004 Top1 Acc.: 95.086 CLS Loss: 0.168 Mixup Loss: 1.582 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.816 +2025-09-23 01:10:52,779 INFO Epoch 11 Batch 4499 LR : 0.00004 Top1 Acc.: 95.281 CLS Loss: 0.164 Mixup Loss: 1.585 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.817 +2025-09-23 01:13:03,210 INFO Epoch 11 Batch 4599 LR : 0.00004 Top1 Acc.: 95.312 CLS Loss: 0.166 Mixup Loss: 1.586 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.817 +2025-09-23 01:15:13,793 INFO Epoch 11 Batch 4699 LR : 0.00004 Top1 Acc.: 95.477 CLS Loss: 0.157 Mixup Loss: 1.583 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.803 +2025-09-23 01:17:24,707 INFO Epoch 11 Batch 4799 LR : 0.00004 Top1 Acc.: 95.180 CLS Loss: 0.171 Mixup Loss: 1.595 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.833 +2025-09-23 01:19:36,027 INFO Epoch 11 Batch 4899 LR : 0.00004 Top1 Acc.: 95.219 CLS Loss: 0.172 Mixup Loss: 1.606 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.845 +2025-09-23 01:21:47,601 INFO Epoch 11 Batch 4999 LR : 0.00004 Top1 Acc.: 95.281 CLS Loss: 0.159 Mixup Loss: 1.572 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.797 +2025-09-23 01:22:53,597 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 81.416 FPR: 58.373 AUROC: 87.543 AUPR: 61.794 AURC: 47.417 EAURC: 28.967 AUPR Succ.: 96.579 ECE: 6.955 NLL: 7.950 Brier: 27.389 +2025-09-23 01:23:51,065 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 01:23:51,071 INFO Original Model Accuracy improved from 81.41 to 81.42!!! +2025-09-23 01:23:51,450 INFO ####### --- Training Epoch 12 --- ####### +2025-09-23 01:27:14,528 INFO Epoch 12 Batch 99 LR : 0.00004 Top1 Acc.: 95.031 CLS Loss: 0.172 Mixup Loss: 1.592 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.302 Tot. Loss: 1.821 +2025-09-23 01:29:25,357 INFO Epoch 12 Batch 199 LR : 0.00004 Top1 Acc.: 95.484 CLS Loss: 0.159 Mixup Loss: 1.592 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.806 +2025-09-23 01:31:36,607 INFO Epoch 12 Batch 299 LR : 0.00004 Top1 Acc.: 95.164 CLS Loss: 0.162 Mixup Loss: 1.586 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.811 +2025-09-23 01:33:47,992 INFO Epoch 12 Batch 399 LR : 0.00004 Top1 Acc.: 95.367 CLS Loss: 0.170 Mixup Loss: 1.597 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.842 +2025-09-23 01:35:59,573 INFO Epoch 12 Batch 499 LR : 0.00004 Top1 Acc.: 95.383 CLS Loss: 0.160 Mixup Loss: 1.586 CRL Loss: 0.089 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.835 +2025-09-23 01:38:11,380 INFO Epoch 12 Batch 599 LR : 0.00004 Top1 Acc.: 95.430 CLS Loss: 0.164 Mixup Loss: 1.585 CRL Loss: 0.093 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.843 +2025-09-23 01:40:23,091 INFO Epoch 12 Batch 699 LR : 0.00004 Top1 Acc.: 95.383 CLS Loss: 0.162 Mixup Loss: 1.584 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.837 +2025-09-23 01:42:34,946 INFO Epoch 12 Batch 799 LR : 0.00004 Top1 Acc.: 95.188 CLS Loss: 0.164 Mixup Loss: 1.577 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 1.824 +2025-09-23 01:44:46,707 INFO Epoch 12 Batch 899 LR : 0.00004 Top1 Acc.: 94.906 CLS Loss: 0.167 Mixup Loss: 1.592 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.843 +2025-09-23 01:46:58,484 INFO Epoch 12 Batch 999 LR : 0.00004 Top1 Acc.: 95.117 CLS Loss: 0.163 Mixup Loss: 1.573 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.810 +2025-09-23 01:49:10,198 INFO Epoch 12 Batch 1099 LR : 0.00004 Top1 Acc.: 95.414 CLS Loss: 0.161 Mixup Loss: 1.590 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.821 +2025-09-23 01:51:21,896 INFO Epoch 12 Batch 1199 LR : 0.00004 Top1 Acc.: 95.547 CLS Loss: 0.155 Mixup Loss: 1.586 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.810 +2025-09-23 01:53:33,678 INFO Epoch 12 Batch 1299 LR : 0.00004 Top1 Acc.: 95.367 CLS Loss: 0.168 Mixup Loss: 1.616 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.854 +2025-09-23 01:55:45,466 INFO Epoch 12 Batch 1399 LR : 0.00004 Top1 Acc.: 95.383 CLS Loss: 0.155 Mixup Loss: 1.577 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.797 +2025-09-23 01:57:57,274 INFO Epoch 12 Batch 1499 LR : 0.00004 Top1 Acc.: 95.461 CLS Loss: 0.163 Mixup Loss: 1.580 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.808 +2025-09-23 02:00:09,072 INFO Epoch 12 Batch 1599 LR : 0.00004 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.573 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.802 +2025-09-23 02:02:20,902 INFO Epoch 12 Batch 1699 LR : 0.00004 Top1 Acc.: 95.484 CLS Loss: 0.166 Mixup Loss: 1.594 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.826 +2025-09-23 02:04:32,619 INFO Epoch 12 Batch 1799 LR : 0.00004 Top1 Acc.: 95.500 CLS Loss: 0.159 Mixup Loss: 1.581 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.804 +2025-09-23 02:06:44,318 INFO Epoch 12 Batch 1899 LR : 0.00004 Top1 Acc.: 95.281 CLS Loss: 0.161 Mixup Loss: 1.602 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.832 +2025-09-23 02:08:56,025 INFO Epoch 12 Batch 1999 LR : 0.00004 Top1 Acc.: 95.398 CLS Loss: 0.159 Mixup Loss: 1.590 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.815 +2025-09-23 02:11:07,764 INFO Epoch 12 Batch 2099 LR : 0.00004 Top1 Acc.: 95.445 CLS Loss: 0.162 Mixup Loss: 1.584 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.244 Tot. Loss: 1.814 +2025-09-23 02:13:19,577 INFO Epoch 12 Batch 2199 LR : 0.00004 Top1 Acc.: 95.438 CLS Loss: 0.152 Mixup Loss: 1.564 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.781 +2025-09-23 02:15:31,342 INFO Epoch 12 Batch 2299 LR : 0.00004 Top1 Acc.: 95.344 CLS Loss: 0.158 Mixup Loss: 1.590 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.814 +2025-09-23 02:17:43,002 INFO Epoch 12 Batch 2399 LR : 0.00004 Top1 Acc.: 95.492 CLS Loss: 0.160 Mixup Loss: 1.578 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.802 +2025-09-23 02:19:54,691 INFO Epoch 12 Batch 2499 LR : 0.00004 Top1 Acc.: 95.281 CLS Loss: 0.166 Mixup Loss: 1.610 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.844 +2025-09-23 02:22:06,452 INFO Epoch 12 Batch 2599 LR : 0.00004 Top1 Acc.: 95.438 CLS Loss: 0.154 Mixup Loss: 1.587 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.804 +2025-09-23 02:24:18,271 INFO Epoch 12 Batch 2699 LR : 0.00004 Top1 Acc.: 95.430 CLS Loss: 0.152 Mixup Loss: 1.575 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.791 +2025-09-23 02:26:30,100 INFO Epoch 12 Batch 2799 LR : 0.00004 Top1 Acc.: 95.234 CLS Loss: 0.161 Mixup Loss: 1.576 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.804 +2025-09-23 02:28:41,873 INFO Epoch 12 Batch 2899 LR : 0.00004 Top1 Acc.: 95.258 CLS Loss: 0.166 Mixup Loss: 1.604 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.838 +2025-09-23 02:30:53,707 INFO Epoch 12 Batch 2999 LR : 0.00004 Top1 Acc.: 95.125 CLS Loss: 0.164 Mixup Loss: 1.587 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.818 +2025-09-23 02:33:05,334 INFO Epoch 12 Batch 3099 LR : 0.00004 Top1 Acc.: 95.484 CLS Loss: 0.159 Mixup Loss: 1.581 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.803 +2025-09-23 02:35:17,179 INFO Epoch 12 Batch 3199 LR : 0.00004 Top1 Acc.: 95.266 CLS Loss: 0.160 Mixup Loss: 1.591 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.817 +2025-09-23 02:37:29,034 INFO Epoch 12 Batch 3299 LR : 0.00004 Top1 Acc.: 95.336 CLS Loss: 0.161 Mixup Loss: 1.599 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.282 Tot. Loss: 1.825 +2025-09-23 02:39:40,921 INFO Epoch 12 Batch 3399 LR : 0.00004 Top1 Acc.: 95.664 CLS Loss: 0.154 Mixup Loss: 1.569 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.784 +2025-09-23 02:41:52,705 INFO Epoch 12 Batch 3499 LR : 0.00004 Top1 Acc.: 95.648 CLS Loss: 0.149 Mixup Loss: 1.568 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.777 +2025-09-23 02:44:04,446 INFO Epoch 12 Batch 3599 LR : 0.00004 Top1 Acc.: 95.219 CLS Loss: 0.166 Mixup Loss: 1.584 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.816 +2025-09-23 02:46:16,244 INFO Epoch 12 Batch 3699 LR : 0.00004 Top1 Acc.: 95.547 CLS Loss: 0.158 Mixup Loss: 1.573 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.793 +2025-09-23 02:48:28,059 INFO Epoch 12 Batch 3799 LR : 0.00004 Top1 Acc.: 95.016 CLS Loss: 0.168 Mixup Loss: 1.613 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.280 Tot. Loss: 1.847 +2025-09-23 02:50:39,802 INFO Epoch 12 Batch 3899 LR : 0.00004 Top1 Acc.: 95.398 CLS Loss: 0.161 Mixup Loss: 1.594 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.273 Tot. Loss: 1.817 +2025-09-23 02:52:51,661 INFO Epoch 12 Batch 3999 LR : 0.00004 Top1 Acc.: 96.023 CLS Loss: 0.142 Mixup Loss: 1.582 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.779 +2025-09-23 02:55:03,603 INFO Epoch 12 Batch 4099 LR : 0.00004 Top1 Acc.: 95.281 CLS Loss: 0.161 Mixup Loss: 1.580 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.806 +2025-09-23 02:57:15,292 INFO Epoch 12 Batch 4199 LR : 0.00004 Top1 Acc.: 95.602 CLS Loss: 0.162 Mixup Loss: 1.594 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.233 Tot. Loss: 1.819 +2025-09-23 02:59:26,321 INFO Epoch 12 Batch 4299 LR : 0.00004 Top1 Acc.: 95.414 CLS Loss: 0.163 Mixup Loss: 1.591 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.817 +2025-09-23 03:01:37,057 INFO Epoch 12 Batch 4399 LR : 0.00004 Top1 Acc.: 95.258 CLS Loss: 0.166 Mixup Loss: 1.576 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.807 +2025-09-23 03:03:47,825 INFO Epoch 12 Batch 4499 LR : 0.00004 Top1 Acc.: 95.328 CLS Loss: 0.163 Mixup Loss: 1.585 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.815 +2025-09-23 03:05:58,486 INFO Epoch 12 Batch 4599 LR : 0.00004 Top1 Acc.: 95.398 CLS Loss: 0.162 Mixup Loss: 1.560 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.204 Tot. Loss: 1.786 +2025-09-23 03:08:09,436 INFO Epoch 12 Batch 4699 LR : 0.00004 Top1 Acc.: 95.562 CLS Loss: 0.153 Mixup Loss: 1.577 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.792 +2025-09-23 03:10:20,444 INFO Epoch 12 Batch 4799 LR : 0.00003 Top1 Acc.: 95.172 CLS Loss: 0.168 Mixup Loss: 1.595 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.828 +2025-09-23 03:12:31,741 INFO Epoch 12 Batch 4899 LR : 0.00003 Top1 Acc.: 95.156 CLS Loss: 0.171 Mixup Loss: 1.583 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.819 +2025-09-23 03:14:43,274 INFO Epoch 12 Batch 4999 LR : 0.00003 Top1 Acc.: 95.367 CLS Loss: 0.156 Mixup Loss: 1.564 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.290 Tot. Loss: 1.784 +2025-09-23 03:15:43,054 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 81.444 FPR: 58.795 AUROC: 87.428 AUPR: 61.303 AURC: 47.696 EAURC: 29.304 AUPR Succ.: 96.540 ECE: 7.005 NLL: 7.968 Brier: 27.418 +2025-09-23 03:16:25,011 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 03:16:25,017 INFO Original Model Accuracy improved from 81.42 to 81.44!!! +2025-09-23 03:16:25,372 INFO ####### --- Training Epoch 13 --- ####### +2025-09-23 03:19:49,070 INFO Epoch 13 Batch 99 LR : 0.00003 Top1 Acc.: 95.141 CLS Loss: 0.170 Mixup Loss: 1.579 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.805 +2025-09-23 03:21:59,964 INFO Epoch 13 Batch 199 LR : 0.00003 Top1 Acc.: 95.539 CLS Loss: 0.157 Mixup Loss: 1.569 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.781 +2025-09-23 03:24:11,155 INFO Epoch 13 Batch 299 LR : 0.00003 Top1 Acc.: 95.195 CLS Loss: 0.159 Mixup Loss: 1.592 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.814 +2025-09-23 03:26:22,306 INFO Epoch 13 Batch 399 LR : 0.00003 Top1 Acc.: 95.484 CLS Loss: 0.168 Mixup Loss: 1.609 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.850 +2025-09-23 03:28:33,798 INFO Epoch 13 Batch 499 LR : 0.00003 Top1 Acc.: 95.477 CLS Loss: 0.159 Mixup Loss: 1.591 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.225 Tot. Loss: 1.836 +2025-09-23 03:30:45,301 INFO Epoch 13 Batch 599 LR : 0.00003 Top1 Acc.: 95.555 CLS Loss: 0.161 Mixup Loss: 1.584 CRL Loss: 0.090 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.835 +2025-09-23 03:32:56,888 INFO Epoch 13 Batch 699 LR : 0.00003 Top1 Acc.: 95.484 CLS Loss: 0.159 Mixup Loss: 1.589 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.835 +2025-09-23 03:35:08,476 INFO Epoch 13 Batch 799 LR : 0.00003 Top1 Acc.: 95.289 CLS Loss: 0.162 Mixup Loss: 1.571 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.815 +2025-09-23 03:37:20,228 INFO Epoch 13 Batch 899 LR : 0.00003 Top1 Acc.: 95.055 CLS Loss: 0.163 Mixup Loss: 1.585 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.261 Tot. Loss: 1.830 +2025-09-23 03:39:31,879 INFO Epoch 13 Batch 999 LR : 0.00003 Top1 Acc.: 95.258 CLS Loss: 0.161 Mixup Loss: 1.565 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.798 +2025-09-23 03:41:43,505 INFO Epoch 13 Batch 1099 LR : 0.00003 Top1 Acc.: 95.570 CLS Loss: 0.158 Mixup Loss: 1.571 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.797 +2025-09-23 03:43:55,092 INFO Epoch 13 Batch 1199 LR : 0.00003 Top1 Acc.: 95.680 CLS Loss: 0.154 Mixup Loss: 1.574 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.795 +2025-09-23 03:46:06,746 INFO Epoch 13 Batch 1299 LR : 0.00003 Top1 Acc.: 95.531 CLS Loss: 0.166 Mixup Loss: 1.582 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.816 +2025-09-23 03:48:18,458 INFO Epoch 13 Batch 1399 LR : 0.00003 Top1 Acc.: 95.531 CLS Loss: 0.152 Mixup Loss: 1.565 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.781 +2025-09-23 03:50:30,111 INFO Epoch 13 Batch 1499 LR : 0.00003 Top1 Acc.: 95.609 CLS Loss: 0.160 Mixup Loss: 1.586 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.811 +2025-09-23 03:52:41,806 INFO Epoch 13 Batch 1599 LR : 0.00003 Top1 Acc.: 95.406 CLS Loss: 0.157 Mixup Loss: 1.578 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.802 +2025-09-23 03:54:53,466 INFO Epoch 13 Batch 1699 LR : 0.00003 Top1 Acc.: 95.602 CLS Loss: 0.162 Mixup Loss: 1.577 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.304 Tot. Loss: 1.805 +2025-09-23 03:57:05,193 INFO Epoch 13 Batch 1799 LR : 0.00003 Top1 Acc.: 95.555 CLS Loss: 0.158 Mixup Loss: 1.577 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 1.798 +2025-09-23 03:59:16,958 INFO Epoch 13 Batch 1899 LR : 0.00003 Top1 Acc.: 95.352 CLS Loss: 0.158 Mixup Loss: 1.578 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.802 +2025-09-23 04:01:28,582 INFO Epoch 13 Batch 1999 LR : 0.00003 Top1 Acc.: 95.352 CLS Loss: 0.156 Mixup Loss: 1.563 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.227 Tot. Loss: 1.784 +2025-09-23 04:03:40,281 INFO Epoch 13 Batch 2099 LR : 0.00003 Top1 Acc.: 95.375 CLS Loss: 0.161 Mixup Loss: 1.590 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.286 Tot. Loss: 1.817 +2025-09-23 04:05:51,966 INFO Epoch 13 Batch 2199 LR : 0.00003 Top1 Acc.: 95.555 CLS Loss: 0.150 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.787 +2025-09-23 04:08:03,622 INFO Epoch 13 Batch 2299 LR : 0.00003 Top1 Acc.: 95.453 CLS Loss: 0.156 Mixup Loss: 1.587 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.808 +2025-09-23 04:10:15,300 INFO Epoch 13 Batch 2399 LR : 0.00003 Top1 Acc.: 95.461 CLS Loss: 0.159 Mixup Loss: 1.571 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.792 +2025-09-23 04:12:26,954 INFO Epoch 13 Batch 2499 LR : 0.00003 Top1 Acc.: 95.352 CLS Loss: 0.165 Mixup Loss: 1.599 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.830 +2025-09-23 04:14:38,670 INFO Epoch 13 Batch 2599 LR : 0.00003 Top1 Acc.: 95.484 CLS Loss: 0.153 Mixup Loss: 1.590 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.805 +2025-09-23 04:16:50,307 INFO Epoch 13 Batch 2699 LR : 0.00003 Top1 Acc.: 95.500 CLS Loss: 0.151 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.787 +2025-09-23 04:19:01,870 INFO Epoch 13 Batch 2799 LR : 0.00003 Top1 Acc.: 95.305 CLS Loss: 0.159 Mixup Loss: 1.578 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.803 +2025-09-23 04:21:13,629 INFO Epoch 13 Batch 2899 LR : 0.00003 Top1 Acc.: 95.281 CLS Loss: 0.165 Mixup Loss: 1.608 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.289 Tot. Loss: 1.839 +2025-09-23 04:23:25,407 INFO Epoch 13 Batch 2999 LR : 0.00003 Top1 Acc.: 95.352 CLS Loss: 0.162 Mixup Loss: 1.576 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.804 +2025-09-23 04:25:37,171 INFO Epoch 13 Batch 3099 LR : 0.00003 Top1 Acc.: 95.516 CLS Loss: 0.156 Mixup Loss: 1.568 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.785 +2025-09-23 04:27:49,006 INFO Epoch 13 Batch 3199 LR : 0.00003 Top1 Acc.: 95.312 CLS Loss: 0.158 Mixup Loss: 1.580 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.803 +2025-09-23 04:30:00,706 INFO Epoch 13 Batch 3299 LR : 0.00003 Top1 Acc.: 95.336 CLS Loss: 0.160 Mixup Loss: 1.573 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.797 +2025-09-23 04:32:12,330 INFO Epoch 13 Batch 3399 LR : 0.00003 Top1 Acc.: 95.695 CLS Loss: 0.150 Mixup Loss: 1.570 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.780 +2025-09-23 04:34:24,045 INFO Epoch 13 Batch 3499 LR : 0.00003 Top1 Acc.: 95.773 CLS Loss: 0.145 Mixup Loss: 1.561 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.765 +2025-09-23 04:36:35,703 INFO Epoch 13 Batch 3599 LR : 0.00003 Top1 Acc.: 95.227 CLS Loss: 0.164 Mixup Loss: 1.574 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.804 +2025-09-23 04:38:47,484 INFO Epoch 13 Batch 3699 LR : 0.00003 Top1 Acc.: 95.633 CLS Loss: 0.156 Mixup Loss: 1.560 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.778 +2025-09-23 04:40:59,205 INFO Epoch 13 Batch 3799 LR : 0.00003 Top1 Acc.: 95.164 CLS Loss: 0.164 Mixup Loss: 1.596 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.825 +2025-09-23 04:43:11,062 INFO Epoch 13 Batch 3899 LR : 0.00003 Top1 Acc.: 95.398 CLS Loss: 0.160 Mixup Loss: 1.585 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.806 +2025-09-23 04:45:22,888 INFO Epoch 13 Batch 3999 LR : 0.00003 Top1 Acc.: 96.094 CLS Loss: 0.139 Mixup Loss: 1.565 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.758 +2025-09-23 04:47:34,746 INFO Epoch 13 Batch 4099 LR : 0.00003 Top1 Acc.: 95.508 CLS Loss: 0.157 Mixup Loss: 1.575 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.795 +2025-09-23 04:49:46,147 INFO Epoch 13 Batch 4199 LR : 0.00003 Top1 Acc.: 95.594 CLS Loss: 0.161 Mixup Loss: 1.586 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.808 +2025-09-23 04:51:56,695 INFO Epoch 13 Batch 4299 LR : 0.00003 Top1 Acc.: 95.523 CLS Loss: 0.161 Mixup Loss: 1.578 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.273 Tot. Loss: 1.800 +2025-09-23 04:54:07,270 INFO Epoch 13 Batch 4399 LR : 0.00003 Top1 Acc.: 95.312 CLS Loss: 0.163 Mixup Loss: 1.563 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.790 +2025-09-23 04:56:18,113 INFO Epoch 13 Batch 4499 LR : 0.00003 Top1 Acc.: 95.367 CLS Loss: 0.160 Mixup Loss: 1.577 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.274 Tot. Loss: 1.803 +2025-09-23 04:58:28,624 INFO Epoch 13 Batch 4599 LR : 0.00003 Top1 Acc.: 95.438 CLS Loss: 0.161 Mixup Loss: 1.572 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.796 +2025-09-23 05:00:39,365 INFO Epoch 13 Batch 4699 LR : 0.00003 Top1 Acc.: 95.641 CLS Loss: 0.151 Mixup Loss: 1.575 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.787 +2025-09-23 05:02:50,282 INFO Epoch 13 Batch 4799 LR : 0.00003 Top1 Acc.: 95.227 CLS Loss: 0.167 Mixup Loss: 1.595 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.827 +2025-09-23 05:05:01,550 INFO Epoch 13 Batch 4899 LR : 0.00003 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.568 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.800 +2025-09-23 05:07:12,992 INFO Epoch 13 Batch 4999 LR : 0.00003 Top1 Acc.: 95.422 CLS Loss: 0.153 Mixup Loss: 1.563 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.780 +2025-09-23 05:08:03,516 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 81.404 FPR: 58.174 AUROC: 87.444 AUPR: 61.668 AURC: 47.913 EAURC: 29.438 AUPR Succ.: 96.521 ECE: 7.124 NLL: 7.992 Brier: 27.449 +2025-09-23 05:09:06,086 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 05:09:06,094 INFO ####### --- Training Epoch 14 --- ####### +2025-09-23 05:12:29,397 INFO Epoch 14 Batch 99 LR : 0.00003 Top1 Acc.: 95.180 CLS Loss: 0.168 Mixup Loss: 1.591 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.815 +2025-09-23 05:14:40,342 INFO Epoch 14 Batch 199 LR : 0.00003 Top1 Acc.: 95.664 CLS Loss: 0.156 Mixup Loss: 1.565 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.775 +2025-09-23 05:16:51,565 INFO Epoch 14 Batch 299 LR : 0.00003 Top1 Acc.: 95.383 CLS Loss: 0.157 Mixup Loss: 1.568 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.786 +2025-09-23 05:19:02,971 INFO Epoch 14 Batch 399 LR : 0.00003 Top1 Acc.: 95.547 CLS Loss: 0.166 Mixup Loss: 1.591 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.828 +2025-09-23 05:21:14,482 INFO Epoch 14 Batch 499 LR : 0.00003 Top1 Acc.: 95.438 CLS Loss: 0.156 Mixup Loss: 1.576 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.816 +2025-09-23 05:23:26,075 INFO Epoch 14 Batch 599 LR : 0.00003 Top1 Acc.: 95.602 CLS Loss: 0.160 Mixup Loss: 1.567 CRL Loss: 0.087 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.814 +2025-09-23 05:25:37,913 INFO Epoch 14 Batch 699 LR : 0.00003 Top1 Acc.: 95.562 CLS Loss: 0.158 Mixup Loss: 1.568 CRL Loss: 0.084 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.811 +2025-09-23 05:27:49,751 INFO Epoch 14 Batch 799 LR : 0.00003 Top1 Acc.: 95.383 CLS Loss: 0.160 Mixup Loss: 1.571 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.811 +2025-09-23 05:30:01,410 INFO Epoch 14 Batch 899 LR : 0.00003 Top1 Acc.: 95.133 CLS Loss: 0.161 Mixup Loss: 1.590 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.261 Tot. Loss: 1.830 +2025-09-23 05:32:13,045 INFO Epoch 14 Batch 999 LR : 0.00003 Top1 Acc.: 95.227 CLS Loss: 0.159 Mixup Loss: 1.571 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.801 +2025-09-23 05:34:24,677 INFO Epoch 14 Batch 1099 LR : 0.00003 Top1 Acc.: 95.523 CLS Loss: 0.157 Mixup Loss: 1.554 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.205 Tot. Loss: 1.777 +2025-09-23 05:36:36,336 INFO Epoch 14 Batch 1199 LR : 0.00003 Top1 Acc.: 95.633 CLS Loss: 0.152 Mixup Loss: 1.566 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.783 +2025-09-23 05:38:48,048 INFO Epoch 14 Batch 1299 LR : 0.00003 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.584 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.815 +2025-09-23 05:40:59,738 INFO Epoch 14 Batch 1399 LR : 0.00003 Top1 Acc.: 95.477 CLS Loss: 0.151 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.786 +2025-09-23 05:43:11,424 INFO Epoch 14 Batch 1499 LR : 0.00003 Top1 Acc.: 95.586 CLS Loss: 0.159 Mixup Loss: 1.570 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.792 +2025-09-23 05:45:23,157 INFO Epoch 14 Batch 1599 LR : 0.00003 Top1 Acc.: 95.477 CLS Loss: 0.156 Mixup Loss: 1.560 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.782 +2025-09-23 05:47:34,904 INFO Epoch 14 Batch 1699 LR : 0.00003 Top1 Acc.: 95.641 CLS Loss: 0.160 Mixup Loss: 1.569 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.792 +2025-09-23 05:49:46,750 INFO Epoch 14 Batch 1799 LR : 0.00002 Top1 Acc.: 95.594 CLS Loss: 0.156 Mixup Loss: 1.574 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.280 Tot. Loss: 1.792 +2025-09-23 05:51:58,439 INFO Epoch 14 Batch 1899 LR : 0.00002 Top1 Acc.: 95.352 CLS Loss: 0.157 Mixup Loss: 1.580 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.802 +2025-09-23 05:54:10,184 INFO Epoch 14 Batch 1999 LR : 0.00002 Top1 Acc.: 95.438 CLS Loss: 0.155 Mixup Loss: 1.569 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.788 +2025-09-23 05:56:21,860 INFO Epoch 14 Batch 2099 LR : 0.00002 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.576 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.801 +2025-09-23 05:58:33,568 INFO Epoch 14 Batch 2199 LR : 0.00002 Top1 Acc.: 95.523 CLS Loss: 0.149 Mixup Loss: 1.574 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.786 +2025-09-23 06:00:45,279 INFO Epoch 14 Batch 2299 LR : 0.00002 Top1 Acc.: 95.516 CLS Loss: 0.155 Mixup Loss: 1.584 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.803 +2025-09-23 06:02:56,970 INFO Epoch 14 Batch 2399 LR : 0.00002 Top1 Acc.: 95.547 CLS Loss: 0.157 Mixup Loss: 1.569 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.787 +2025-09-23 06:05:08,680 INFO Epoch 14 Batch 2499 LR : 0.00002 Top1 Acc.: 95.406 CLS Loss: 0.163 Mixup Loss: 1.601 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.829 +2025-09-23 06:07:20,412 INFO Epoch 14 Batch 2599 LR : 0.00002 Top1 Acc.: 95.531 CLS Loss: 0.152 Mixup Loss: 1.576 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.788 +2025-09-23 06:09:32,114 INFO Epoch 14 Batch 2699 LR : 0.00002 Top1 Acc.: 95.656 CLS Loss: 0.148 Mixup Loss: 1.573 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.784 +2025-09-23 06:11:43,833 INFO Epoch 14 Batch 2799 LR : 0.00002 Top1 Acc.: 95.375 CLS Loss: 0.156 Mixup Loss: 1.547 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.768 +2025-09-23 06:13:55,628 INFO Epoch 14 Batch 2899 LR : 0.00002 Top1 Acc.: 95.391 CLS Loss: 0.163 Mixup Loss: 1.590 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.818 +2025-09-23 06:16:07,432 INFO Epoch 14 Batch 2999 LR : 0.00002 Top1 Acc.: 95.320 CLS Loss: 0.161 Mixup Loss: 1.565 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.791 +2025-09-23 06:18:19,221 INFO Epoch 14 Batch 3099 LR : 0.00002 Top1 Acc.: 95.570 CLS Loss: 0.156 Mixup Loss: 1.557 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.773 +2025-09-23 06:20:31,012 INFO Epoch 14 Batch 3199 LR : 0.00002 Top1 Acc.: 95.438 CLS Loss: 0.155 Mixup Loss: 1.575 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.795 +2025-09-23 06:22:42,766 INFO Epoch 14 Batch 3299 LR : 0.00002 Top1 Acc.: 95.336 CLS Loss: 0.159 Mixup Loss: 1.575 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.797 +2025-09-23 06:24:54,573 INFO Epoch 14 Batch 3399 LR : 0.00002 Top1 Acc.: 95.773 CLS Loss: 0.149 Mixup Loss: 1.558 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.766 +2025-09-23 06:27:06,373 INFO Epoch 14 Batch 3499 LR : 0.00002 Top1 Acc.: 95.812 CLS Loss: 0.144 Mixup Loss: 1.555 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.757 +2025-09-23 06:29:18,186 INFO Epoch 14 Batch 3599 LR : 0.00002 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.596 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.822 +2025-09-23 06:31:29,947 INFO Epoch 14 Batch 3699 LR : 0.00002 Top1 Acc.: 95.664 CLS Loss: 0.154 Mixup Loss: 1.575 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.218 Tot. Loss: 1.789 +2025-09-23 06:33:41,779 INFO Epoch 14 Batch 3799 LR : 0.00002 Top1 Acc.: 95.227 CLS Loss: 0.164 Mixup Loss: 1.581 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.809 +2025-09-23 06:35:53,569 INFO Epoch 14 Batch 3899 LR : 0.00002 Top1 Acc.: 95.555 CLS Loss: 0.158 Mixup Loss: 1.577 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.795 +2025-09-23 06:38:05,145 INFO Epoch 14 Batch 3999 LR : 0.00002 Top1 Acc.: 96.133 CLS Loss: 0.138 Mixup Loss: 1.560 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.751 +2025-09-23 06:40:16,633 INFO Epoch 14 Batch 4099 LR : 0.00002 Top1 Acc.: 95.484 CLS Loss: 0.157 Mixup Loss: 1.562 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.781 +2025-09-23 06:42:26,975 INFO Epoch 14 Batch 4199 LR : 0.00002 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 1.589 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.809 +2025-09-23 06:44:37,432 INFO Epoch 14 Batch 4299 LR : 0.00002 Top1 Acc.: 95.570 CLS Loss: 0.159 Mixup Loss: 1.569 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.789 +2025-09-23 06:46:48,171 INFO Epoch 14 Batch 4399 LR : 0.00002 Top1 Acc.: 95.289 CLS Loss: 0.161 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.797 +2025-09-23 06:48:59,426 INFO Epoch 14 Batch 4499 LR : 0.00002 Top1 Acc.: 95.430 CLS Loss: 0.159 Mixup Loss: 1.570 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.794 +2025-09-23 06:51:10,426 INFO Epoch 14 Batch 4599 LR : 0.00002 Top1 Acc.: 95.430 CLS Loss: 0.160 Mixup Loss: 1.563 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.785 +2025-09-23 06:53:21,383 INFO Epoch 14 Batch 4699 LR : 0.00002 Top1 Acc.: 95.625 CLS Loss: 0.150 Mixup Loss: 1.564 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.282 Tot. Loss: 1.774 +2025-09-23 06:55:32,278 INFO Epoch 14 Batch 4799 LR : 0.00002 Top1 Acc.: 95.391 CLS Loss: 0.165 Mixup Loss: 1.576 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.805 +2025-09-23 06:57:43,579 INFO Epoch 14 Batch 4899 LR : 0.00002 Top1 Acc.: 95.203 CLS Loss: 0.168 Mixup Loss: 1.573 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.293 Tot. Loss: 1.805 +2025-09-23 06:59:55,050 INFO Epoch 14 Batch 4999 LR : 0.00002 Top1 Acc.: 95.305 CLS Loss: 0.154 Mixup Loss: 1.572 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.788 +2025-09-23 07:00:45,074 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 81.450 FPR: 58.857 AUROC: 87.327 AUPR: 61.215 AURC: 48.147 EAURC: 29.767 AUPR Succ.: 96.484 ECE: 7.120 NLL: 8.005 Brier: 27.458 +2025-09-23 07:01:26,907 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 07:01:26,913 INFO Original Model Accuracy improved from 81.44 to 81.45!!! +2025-09-23 07:01:27,268 INFO ####### --- Training Epoch 15 --- ####### +2025-09-23 07:04:51,397 INFO Epoch 15 Batch 99 LR : 0.00002 Top1 Acc.: 95.211 CLS Loss: 0.166 Mixup Loss: 1.576 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.798 +2025-09-23 07:07:02,138 INFO Epoch 15 Batch 199 LR : 0.00002 Top1 Acc.: 95.703 CLS Loss: 0.154 Mixup Loss: 1.565 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.773 +2025-09-23 07:09:13,196 INFO Epoch 15 Batch 299 LR : 0.00002 Top1 Acc.: 95.297 CLS Loss: 0.157 Mixup Loss: 1.571 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.789 +2025-09-23 07:11:24,486 INFO Epoch 15 Batch 399 LR : 0.00002 Top1 Acc.: 95.555 CLS Loss: 0.166 Mixup Loss: 1.570 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.807 +2025-09-23 07:13:35,917 INFO Epoch 15 Batch 499 LR : 0.00002 Top1 Acc.: 95.508 CLS Loss: 0.155 Mixup Loss: 1.571 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.244 Tot. Loss: 1.808 +2025-09-23 07:15:47,172 INFO Epoch 15 Batch 599 LR : 0.00002 Top1 Acc.: 95.602 CLS Loss: 0.158 Mixup Loss: 1.558 CRL Loss: 0.085 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.802 +2025-09-23 07:17:58,535 INFO Epoch 15 Batch 699 LR : 0.00002 Top1 Acc.: 95.609 CLS Loss: 0.156 Mixup Loss: 1.570 CRL Loss: 0.082 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.808 +2025-09-23 07:20:10,017 INFO Epoch 15 Batch 799 LR : 0.00002 Top1 Acc.: 95.383 CLS Loss: 0.158 Mixup Loss: 1.572 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.261 Tot. Loss: 1.808 +2025-09-23 07:22:21,540 INFO Epoch 15 Batch 899 LR : 0.00002 Top1 Acc.: 95.133 CLS Loss: 0.160 Mixup Loss: 1.571 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.809 +2025-09-23 07:24:32,991 INFO Epoch 15 Batch 999 LR : 0.00002 Top1 Acc.: 95.258 CLS Loss: 0.158 Mixup Loss: 1.571 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.798 +2025-09-23 07:26:44,520 INFO Epoch 15 Batch 1099 LR : 0.00002 Top1 Acc.: 95.586 CLS Loss: 0.155 Mixup Loss: 1.559 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.220 Tot. Loss: 1.780 +2025-09-23 07:28:56,114 INFO Epoch 15 Batch 1199 LR : 0.00002 Top1 Acc.: 95.727 CLS Loss: 0.151 Mixup Loss: 1.562 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.777 +2025-09-23 07:31:07,731 INFO Epoch 15 Batch 1299 LR : 0.00002 Top1 Acc.: 95.469 CLS Loss: 0.162 Mixup Loss: 1.578 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.806 +2025-09-23 07:33:19,239 INFO Epoch 15 Batch 1399 LR : 0.00002 Top1 Acc.: 95.633 CLS Loss: 0.149 Mixup Loss: 1.539 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 1.750 +2025-09-23 07:35:30,767 INFO Epoch 15 Batch 1499 LR : 0.00002 Top1 Acc.: 95.602 CLS Loss: 0.158 Mixup Loss: 1.572 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.227 Tot. Loss: 1.793 +2025-09-23 07:37:42,366 INFO Epoch 15 Batch 1599 LR : 0.00002 Top1 Acc.: 95.484 CLS Loss: 0.155 Mixup Loss: 1.556 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.776 +2025-09-23 07:39:54,005 INFO Epoch 15 Batch 1699 LR : 0.00002 Top1 Acc.: 95.648 CLS Loss: 0.160 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.796 +2025-09-23 07:42:05,594 INFO Epoch 15 Batch 1799 LR : 0.00002 Top1 Acc.: 95.648 CLS Loss: 0.154 Mixup Loss: 1.549 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.765 +2025-09-23 07:44:17,018 INFO Epoch 15 Batch 1899 LR : 0.00002 Top1 Acc.: 95.352 CLS Loss: 0.154 Mixup Loss: 1.559 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.778 +2025-09-23 07:46:28,522 INFO Epoch 15 Batch 1999 LR : 0.00002 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.569 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.786 +2025-09-23 07:48:40,125 INFO Epoch 15 Batch 2099 LR : 0.00002 Top1 Acc.: 95.477 CLS Loss: 0.158 Mixup Loss: 1.575 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.798 +2025-09-23 07:50:51,713 INFO Epoch 15 Batch 2199 LR : 0.00002 Top1 Acc.: 95.656 CLS Loss: 0.148 Mixup Loss: 1.554 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.270 Tot. Loss: 1.763 +2025-09-23 07:53:03,127 INFO Epoch 15 Batch 2299 LR : 0.00002 Top1 Acc.: 95.570 CLS Loss: 0.153 Mixup Loss: 1.576 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.792 +2025-09-23 07:55:14,600 INFO Epoch 15 Batch 2399 LR : 0.00002 Top1 Acc.: 95.656 CLS Loss: 0.155 Mixup Loss: 1.570 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.786 +2025-09-23 07:57:26,120 INFO Epoch 15 Batch 2499 LR : 0.00002 Top1 Acc.: 95.523 CLS Loss: 0.161 Mixup Loss: 1.597 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.821 +2025-09-23 07:59:37,556 INFO Epoch 15 Batch 2599 LR : 0.00002 Top1 Acc.: 95.484 CLS Loss: 0.150 Mixup Loss: 1.575 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.218 Tot. Loss: 1.785 +2025-09-23 08:01:49,199 INFO Epoch 15 Batch 2699 LR : 0.00002 Top1 Acc.: 95.633 CLS Loss: 0.148 Mixup Loss: 1.567 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.776 +2025-09-23 08:04:00,692 INFO Epoch 15 Batch 2799 LR : 0.00002 Top1 Acc.: 95.352 CLS Loss: 0.156 Mixup Loss: 1.545 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.233 Tot. Loss: 1.765 +2025-09-23 08:06:12,304 INFO Epoch 15 Batch 2899 LR : 0.00002 Top1 Acc.: 95.445 CLS Loss: 0.160 Mixup Loss: 1.588 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.813 +2025-09-23 08:08:23,902 INFO Epoch 15 Batch 2999 LR : 0.00002 Top1 Acc.: 95.289 CLS Loss: 0.160 Mixup Loss: 1.579 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.803 +2025-09-23 08:10:35,535 INFO Epoch 15 Batch 3099 LR : 0.00002 Top1 Acc.: 95.734 CLS Loss: 0.154 Mixup Loss: 1.558 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.772 +2025-09-23 08:12:47,050 INFO Epoch 15 Batch 3199 LR : 0.00002 Top1 Acc.: 95.406 CLS Loss: 0.154 Mixup Loss: 1.561 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.244 Tot. Loss: 1.779 +2025-09-23 08:14:58,496 INFO Epoch 15 Batch 3299 LR : 0.00002 Top1 Acc.: 95.570 CLS Loss: 0.158 Mixup Loss: 1.575 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.794 +2025-09-23 08:17:09,886 INFO Epoch 15 Batch 3399 LR : 0.00002 Top1 Acc.: 95.789 CLS Loss: 0.148 Mixup Loss: 1.556 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.763 +2025-09-23 08:19:21,361 INFO Epoch 15 Batch 3499 LR : 0.00002 Top1 Acc.: 95.891 CLS Loss: 0.143 Mixup Loss: 1.556 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.226 Tot. Loss: 1.756 +2025-09-23 08:21:32,953 INFO Epoch 15 Batch 3599 LR : 0.00002 Top1 Acc.: 95.398 CLS Loss: 0.162 Mixup Loss: 1.576 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.802 +2025-09-23 08:23:44,471 INFO Epoch 15 Batch 3699 LR : 0.00002 Top1 Acc.: 95.602 CLS Loss: 0.154 Mixup Loss: 1.564 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.778 +2025-09-23 08:25:56,084 INFO Epoch 15 Batch 3799 LR : 0.00002 Top1 Acc.: 95.266 CLS Loss: 0.164 Mixup Loss: 1.576 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.804 +2025-09-23 08:28:07,558 INFO Epoch 15 Batch 3899 LR : 0.00002 Top1 Acc.: 95.586 CLS Loss: 0.157 Mixup Loss: 1.582 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.797 +2025-09-23 08:30:19,198 INFO Epoch 15 Batch 3999 LR : 0.00002 Top1 Acc.: 96.078 CLS Loss: 0.138 Mixup Loss: 1.546 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.737 +2025-09-23 08:32:30,236 INFO Epoch 15 Batch 4099 LR : 0.00002 Top1 Acc.: 95.445 CLS Loss: 0.156 Mixup Loss: 1.556 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.773 +2025-09-23 08:34:40,818 INFO Epoch 15 Batch 4199 LR : 0.00002 Top1 Acc.: 95.703 CLS Loss: 0.159 Mixup Loss: 1.594 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.812 +2025-09-23 08:36:51,809 INFO Epoch 15 Batch 4299 LR : 0.00002 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.784 +2025-09-23 08:39:02,833 INFO Epoch 15 Batch 4399 LR : 0.00002 Top1 Acc.: 95.328 CLS Loss: 0.161 Mixup Loss: 1.573 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.797 +2025-09-23 08:41:14,200 INFO Epoch 15 Batch 4499 LR : 0.00002 Top1 Acc.: 95.477 CLS Loss: 0.158 Mixup Loss: 1.573 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.795 +2025-09-23 08:43:25,528 INFO Epoch 15 Batch 4599 LR : 0.00002 Top1 Acc.: 95.539 CLS Loss: 0.158 Mixup Loss: 1.556 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.219 Tot. Loss: 1.776 +2025-09-23 08:45:36,078 INFO Epoch 15 Batch 4699 LR : 0.00002 Top1 Acc.: 95.688 CLS Loss: 0.149 Mixup Loss: 1.560 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.225 Tot. Loss: 1.768 +2025-09-23 08:47:46,822 INFO Epoch 15 Batch 4799 LR : 0.00001 Top1 Acc.: 95.367 CLS Loss: 0.164 Mixup Loss: 1.560 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.787 +2025-09-23 08:49:57,761 INFO Epoch 15 Batch 4899 LR : 0.00001 Top1 Acc.: 95.195 CLS Loss: 0.167 Mixup Loss: 1.565 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.795 +2025-09-23 08:52:08,930 INFO Epoch 15 Batch 4999 LR : 0.00001 Top1 Acc.: 95.453 CLS Loss: 0.151 Mixup Loss: 1.556 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.769 +2025-09-23 08:52:57,693 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 81.446 FPR: 58.672 AUROC: 87.283 AUPR: 61.243 AURC: 48.370 EAURC: 29.981 AUPR Succ.: 96.458 ECE: 7.128 NLL: 8.017 Brier: 27.457 +2025-09-23 08:53:39,685 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 08:53:39,692 INFO ####### --- Training Epoch 16 --- ####### +2025-09-23 08:57:03,066 INFO Epoch 16 Batch 99 LR : 0.00001 Top1 Acc.: 95.172 CLS Loss: 0.167 Mixup Loss: 1.567 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.790 +2025-09-23 08:59:14,067 INFO Epoch 16 Batch 199 LR : 0.00001 Top1 Acc.: 95.680 CLS Loss: 0.154 Mixup Loss: 1.555 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.763 +2025-09-23 09:01:25,277 INFO Epoch 16 Batch 299 LR : 0.00001 Top1 Acc.: 95.312 CLS Loss: 0.156 Mixup Loss: 1.558 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.775 +2025-09-23 09:03:36,712 INFO Epoch 16 Batch 399 LR : 0.00001 Top1 Acc.: 95.602 CLS Loss: 0.163 Mixup Loss: 1.582 CRL Loss: 0.069 CutMix Loss: 0.000 PixMix Loss: 1.231 Tot. Loss: 1.814 +2025-09-23 09:05:48,365 INFO Epoch 16 Batch 499 LR : 0.00001 Top1 Acc.: 95.562 CLS Loss: 0.153 Mixup Loss: 1.555 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.788 +2025-09-23 09:08:00,124 INFO Epoch 16 Batch 599 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 1.558 CRL Loss: 0.083 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.799 +2025-09-23 09:10:11,847 INFO Epoch 16 Batch 699 LR : 0.00001 Top1 Acc.: 95.711 CLS Loss: 0.154 Mixup Loss: 1.565 CRL Loss: 0.080 CutMix Loss: 0.000 PixMix Loss: 1.236 Tot. Loss: 1.800 +2025-09-23 09:12:23,615 INFO Epoch 16 Batch 799 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.158 Mixup Loss: 1.566 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.287 Tot. Loss: 1.799 +2025-09-23 09:14:35,343 INFO Epoch 16 Batch 899 LR : 0.00001 Top1 Acc.: 95.156 CLS Loss: 0.160 Mixup Loss: 1.579 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.244 Tot. Loss: 1.815 +2025-09-23 09:16:47,086 INFO Epoch 16 Batch 999 LR : 0.00001 Top1 Acc.: 95.281 CLS Loss: 0.156 Mixup Loss: 1.550 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.774 +2025-09-23 09:18:58,836 INFO Epoch 16 Batch 1099 LR : 0.00001 Top1 Acc.: 95.508 CLS Loss: 0.155 Mixup Loss: 1.546 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.765 +2025-09-23 09:21:10,751 INFO Epoch 16 Batch 1199 LR : 0.00001 Top1 Acc.: 95.766 CLS Loss: 0.149 Mixup Loss: 1.566 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.778 +2025-09-23 09:23:22,528 INFO Epoch 16 Batch 1299 LR : 0.00001 Top1 Acc.: 95.547 CLS Loss: 0.162 Mixup Loss: 1.578 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.284 Tot. Loss: 1.804 +2025-09-23 09:25:34,161 INFO Epoch 16 Batch 1399 LR : 0.00001 Top1 Acc.: 95.641 CLS Loss: 0.149 Mixup Loss: 1.550 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.222 Tot. Loss: 1.760 +2025-09-23 09:27:45,916 INFO Epoch 16 Batch 1499 LR : 0.00001 Top1 Acc.: 95.703 CLS Loss: 0.156 Mixup Loss: 1.565 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.783 +2025-09-23 09:29:57,588 INFO Epoch 16 Batch 1599 LR : 0.00001 Top1 Acc.: 95.430 CLS Loss: 0.155 Mixup Loss: 1.561 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.780 +2025-09-23 09:32:09,375 INFO Epoch 16 Batch 1699 LR : 0.00001 Top1 Acc.: 95.609 CLS Loss: 0.158 Mixup Loss: 1.579 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.799 +2025-09-23 09:34:21,147 INFO Epoch 16 Batch 1799 LR : 0.00001 Top1 Acc.: 95.656 CLS Loss: 0.152 Mixup Loss: 1.555 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.768 +2025-09-23 09:36:32,811 INFO Epoch 16 Batch 1899 LR : 0.00001 Top1 Acc.: 95.539 CLS Loss: 0.154 Mixup Loss: 1.556 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.775 +2025-09-23 09:38:44,659 INFO Epoch 16 Batch 1999 LR : 0.00001 Top1 Acc.: 95.531 CLS Loss: 0.153 Mixup Loss: 1.557 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.771 +2025-09-23 09:40:56,514 INFO Epoch 16 Batch 2099 LR : 0.00001 Top1 Acc.: 95.484 CLS Loss: 0.157 Mixup Loss: 1.562 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.783 +2025-09-23 09:43:08,261 INFO Epoch 16 Batch 2199 LR : 0.00001 Top1 Acc.: 95.578 CLS Loss: 0.147 Mixup Loss: 1.550 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.222 Tot. Loss: 1.758 +2025-09-23 09:45:20,021 INFO Epoch 16 Batch 2299 LR : 0.00001 Top1 Acc.: 95.586 CLS Loss: 0.153 Mixup Loss: 1.568 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.781 +2025-09-23 09:47:31,822 INFO Epoch 16 Batch 2399 LR : 0.00001 Top1 Acc.: 95.617 CLS Loss: 0.154 Mixup Loss: 1.553 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.767 +2025-09-23 09:49:43,592 INFO Epoch 16 Batch 2499 LR : 0.00001 Top1 Acc.: 95.398 CLS Loss: 0.161 Mixup Loss: 1.601 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.825 +2025-09-23 09:51:55,457 INFO Epoch 16 Batch 2599 LR : 0.00001 Top1 Acc.: 95.633 CLS Loss: 0.149 Mixup Loss: 1.551 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.760 +2025-09-23 09:54:07,094 INFO Epoch 16 Batch 2699 LR : 0.00001 Top1 Acc.: 95.695 CLS Loss: 0.147 Mixup Loss: 1.556 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.764 +2025-09-23 09:56:18,901 INFO Epoch 16 Batch 2799 LR : 0.00001 Top1 Acc.: 95.367 CLS Loss: 0.155 Mixup Loss: 1.549 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.768 +2025-09-23 09:58:30,645 INFO Epoch 16 Batch 2899 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.581 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.805 +2025-09-23 10:00:42,380 INFO Epoch 16 Batch 2999 LR : 0.00001 Top1 Acc.: 95.430 CLS Loss: 0.159 Mixup Loss: 1.564 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.786 +2025-09-23 10:02:54,158 INFO Epoch 16 Batch 3099 LR : 0.00001 Top1 Acc.: 95.617 CLS Loss: 0.154 Mixup Loss: 1.552 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.765 +2025-09-23 10:05:05,938 INFO Epoch 16 Batch 3199 LR : 0.00001 Top1 Acc.: 95.508 CLS Loss: 0.154 Mixup Loss: 1.560 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.777 +2025-09-23 10:07:17,790 INFO Epoch 16 Batch 3299 LR : 0.00001 Top1 Acc.: 95.586 CLS Loss: 0.156 Mixup Loss: 1.568 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 1.785 +2025-09-23 10:09:29,644 INFO Epoch 16 Batch 3399 LR : 0.00001 Top1 Acc.: 95.711 CLS Loss: 0.148 Mixup Loss: 1.563 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.220 Tot. Loss: 1.769 +2025-09-23 10:11:41,331 INFO Epoch 16 Batch 3499 LR : 0.00001 Top1 Acc.: 95.820 CLS Loss: 0.144 Mixup Loss: 1.540 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.740 +2025-09-23 10:13:53,051 INFO Epoch 16 Batch 3599 LR : 0.00001 Top1 Acc.: 95.445 CLS Loss: 0.160 Mixup Loss: 1.567 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.790 +2025-09-23 10:16:04,779 INFO Epoch 16 Batch 3699 LR : 0.00001 Top1 Acc.: 95.648 CLS Loss: 0.153 Mixup Loss: 1.554 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.766 +2025-09-23 10:18:16,522 INFO Epoch 16 Batch 3799 LR : 0.00001 Top1 Acc.: 95.266 CLS Loss: 0.162 Mixup Loss: 1.569 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.794 +2025-09-23 10:20:28,677 INFO Epoch 16 Batch 3899 LR : 0.00001 Top1 Acc.: 95.578 CLS Loss: 0.157 Mixup Loss: 1.558 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.772 +2025-09-23 10:22:40,349 INFO Epoch 16 Batch 3999 LR : 0.00001 Top1 Acc.: 96.164 CLS Loss: 0.136 Mixup Loss: 1.548 CRL Loss: 0.052 CutMix Loss: 0.000 PixMix Loss: 1.236 Tot. Loss: 1.737 +2025-09-23 10:24:51,176 INFO Epoch 16 Batch 4099 LR : 0.00001 Top1 Acc.: 95.531 CLS Loss: 0.155 Mixup Loss: 1.552 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.769 +2025-09-23 10:27:01,839 INFO Epoch 16 Batch 4199 LR : 0.00001 Top1 Acc.: 95.672 CLS Loss: 0.157 Mixup Loss: 1.571 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.786 +2025-09-23 10:29:13,255 INFO Epoch 16 Batch 4299 LR : 0.00001 Top1 Acc.: 95.734 CLS Loss: 0.157 Mixup Loss: 1.572 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.236 Tot. Loss: 1.788 +2025-09-23 10:31:24,587 INFO Epoch 16 Batch 4399 LR : 0.00001 Top1 Acc.: 95.273 CLS Loss: 0.161 Mixup Loss: 1.559 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.781 +2025-09-23 10:33:36,350 INFO Epoch 16 Batch 4499 LR : 0.00001 Top1 Acc.: 95.383 CLS Loss: 0.157 Mixup Loss: 1.548 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.769 +2025-09-23 10:35:47,946 INFO Epoch 16 Batch 4599 LR : 0.00001 Top1 Acc.: 95.438 CLS Loss: 0.158 Mixup Loss: 1.553 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.772 +2025-09-23 10:37:58,642 INFO Epoch 16 Batch 4699 LR : 0.00001 Top1 Acc.: 95.703 CLS Loss: 0.148 Mixup Loss: 1.576 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.285 Tot. Loss: 1.783 +2025-09-23 10:40:09,572 INFO Epoch 16 Batch 4799 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.565 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.790 +2025-09-23 10:42:20,730 INFO Epoch 16 Batch 4899 LR : 0.00001 Top1 Acc.: 95.266 CLS Loss: 0.166 Mixup Loss: 1.567 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.305 Tot. Loss: 1.795 +2025-09-23 10:44:32,105 INFO Epoch 16 Batch 4999 LR : 0.00001 Top1 Acc.: 95.516 CLS Loss: 0.152 Mixup Loss: 1.563 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.215 Tot. Loss: 1.777 +2025-09-23 10:45:27,615 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 81.436 FPR: 58.565 AUROC: 87.262 AUPR: 61.408 AURC: 48.531 EAURC: 30.122 AUPR Succ.: 96.441 ECE: 7.151 NLL: 8.030 Brier: 27.467 +2025-09-23 10:46:15,649 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 10:46:15,656 INFO ####### --- Training Epoch 17 --- ####### +2025-09-23 10:49:38,610 INFO Epoch 17 Batch 99 LR : 0.00001 Top1 Acc.: 95.289 CLS Loss: 0.165 Mixup Loss: 1.564 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.786 +2025-09-23 10:51:49,106 INFO Epoch 17 Batch 199 LR : 0.00001 Top1 Acc.: 95.688 CLS Loss: 0.153 Mixup Loss: 1.554 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.761 +2025-09-23 10:53:59,745 INFO Epoch 17 Batch 299 LR : 0.00001 Top1 Acc.: 95.312 CLS Loss: 0.155 Mixup Loss: 1.564 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.779 +2025-09-23 10:56:10,655 INFO Epoch 17 Batch 399 LR : 0.00001 Top1 Acc.: 95.633 CLS Loss: 0.163 Mixup Loss: 1.566 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.797 +2025-09-23 10:58:21,710 INFO Epoch 17 Batch 499 LR : 0.00001 Top1 Acc.: 95.555 CLS Loss: 0.152 Mixup Loss: 1.562 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.793 +2025-09-23 11:00:33,036 INFO Epoch 17 Batch 599 LR : 0.00001 Top1 Acc.: 95.562 CLS Loss: 0.158 Mixup Loss: 1.549 CRL Loss: 0.081 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.788 +2025-09-23 11:02:44,541 INFO Epoch 17 Batch 699 LR : 0.00001 Top1 Acc.: 95.734 CLS Loss: 0.155 Mixup Loss: 1.552 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.785 +2025-09-23 11:04:56,125 INFO Epoch 17 Batch 799 LR : 0.00001 Top1 Acc.: 95.469 CLS Loss: 0.157 Mixup Loss: 1.565 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 1.797 +2025-09-23 11:07:07,774 INFO Epoch 17 Batch 899 LR : 0.00001 Top1 Acc.: 95.195 CLS Loss: 0.159 Mixup Loss: 1.576 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.809 +2025-09-23 11:09:19,430 INFO Epoch 17 Batch 999 LR : 0.00001 Top1 Acc.: 95.242 CLS Loss: 0.156 Mixup Loss: 1.560 CRL Loss: 0.068 CutMix Loss: 0.000 PixMix Loss: 1.227 Tot. Loss: 1.784 +2025-09-23 11:11:31,053 INFO Epoch 17 Batch 1099 LR : 0.00001 Top1 Acc.: 95.477 CLS Loss: 0.155 Mixup Loss: 1.547 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.766 +2025-09-23 11:13:42,717 INFO Epoch 17 Batch 1199 LR : 0.00001 Top1 Acc.: 95.820 CLS Loss: 0.148 Mixup Loss: 1.548 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.759 +2025-09-23 11:15:54,413 INFO Epoch 17 Batch 1299 LR : 0.00001 Top1 Acc.: 95.562 CLS Loss: 0.160 Mixup Loss: 1.591 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.816 +2025-09-23 11:18:06,161 INFO Epoch 17 Batch 1399 LR : 0.00001 Top1 Acc.: 95.602 CLS Loss: 0.149 Mixup Loss: 1.546 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.755 +2025-09-23 11:20:17,846 INFO Epoch 17 Batch 1499 LR : 0.00001 Top1 Acc.: 95.695 CLS Loss: 0.156 Mixup Loss: 1.563 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.779 +2025-09-23 11:22:29,369 INFO Epoch 17 Batch 1599 LR : 0.00001 Top1 Acc.: 95.422 CLS Loss: 0.154 Mixup Loss: 1.561 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 1.779 +2025-09-23 11:24:40,897 INFO Epoch 17 Batch 1699 LR : 0.00001 Top1 Acc.: 95.633 CLS Loss: 0.159 Mixup Loss: 1.559 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.224 Tot. Loss: 1.779 +2025-09-23 11:26:52,518 INFO Epoch 17 Batch 1799 LR : 0.00001 Top1 Acc.: 95.680 CLS Loss: 0.151 Mixup Loss: 1.549 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.760 +2025-09-23 11:29:04,206 INFO Epoch 17 Batch 1899 LR : 0.00001 Top1 Acc.: 95.484 CLS Loss: 0.152 Mixup Loss: 1.561 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.776 +2025-09-23 11:31:15,849 INFO Epoch 17 Batch 1999 LR : 0.00001 Top1 Acc.: 95.602 CLS Loss: 0.153 Mixup Loss: 1.568 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.782 +2025-09-23 11:33:27,429 INFO Epoch 17 Batch 2099 LR : 0.00001 Top1 Acc.: 95.492 CLS Loss: 0.158 Mixup Loss: 1.565 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.785 +2025-09-23 11:35:39,002 INFO Epoch 17 Batch 2199 LR : 0.00001 Top1 Acc.: 95.586 CLS Loss: 0.146 Mixup Loss: 1.554 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.761 +2025-09-23 11:37:50,734 INFO Epoch 17 Batch 2299 LR : 0.00001 Top1 Acc.: 95.703 CLS Loss: 0.152 Mixup Loss: 1.571 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.783 +2025-09-23 11:40:02,498 INFO Epoch 17 Batch 2399 LR : 0.00001 Top1 Acc.: 95.656 CLS Loss: 0.153 Mixup Loss: 1.554 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.768 +2025-09-23 11:42:14,151 INFO Epoch 17 Batch 2499 LR : 0.00001 Top1 Acc.: 95.438 CLS Loss: 0.161 Mixup Loss: 1.578 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.801 +2025-09-23 11:44:25,678 INFO Epoch 17 Batch 2599 LR : 0.00001 Top1 Acc.: 95.695 CLS Loss: 0.148 Mixup Loss: 1.554 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.761 +2025-09-23 11:46:37,336 INFO Epoch 17 Batch 2699 LR : 0.00001 Top1 Acc.: 95.727 CLS Loss: 0.148 Mixup Loss: 1.556 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.763 +2025-09-23 11:48:48,995 INFO Epoch 17 Batch 2799 LR : 0.00001 Top1 Acc.: 95.367 CLS Loss: 0.155 Mixup Loss: 1.560 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.246 Tot. Loss: 1.778 +2025-09-23 11:51:00,641 INFO Epoch 17 Batch 2899 LR : 0.00001 Top1 Acc.: 95.406 CLS Loss: 0.160 Mixup Loss: 1.584 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.807 +2025-09-23 11:53:12,410 INFO Epoch 17 Batch 2999 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.158 Mixup Loss: 1.556 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.776 +2025-09-23 11:55:24,102 INFO Epoch 17 Batch 3099 LR : 0.00001 Top1 Acc.: 95.680 CLS Loss: 0.153 Mixup Loss: 1.551 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.281 Tot. Loss: 1.762 +2025-09-23 11:57:35,794 INFO Epoch 17 Batch 3199 LR : 0.00001 Top1 Acc.: 95.461 CLS Loss: 0.153 Mixup Loss: 1.551 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.765 +2025-09-23 11:59:47,431 INFO Epoch 17 Batch 3299 LR : 0.00001 Top1 Acc.: 95.484 CLS Loss: 0.157 Mixup Loss: 1.567 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.784 +2025-09-23 12:01:59,023 INFO Epoch 17 Batch 3399 LR : 0.00001 Top1 Acc.: 95.836 CLS Loss: 0.147 Mixup Loss: 1.546 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.750 +2025-09-23 12:04:10,471 INFO Epoch 17 Batch 3499 LR : 0.00001 Top1 Acc.: 96.008 CLS Loss: 0.142 Mixup Loss: 1.547 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.745 +2025-09-23 12:06:22,053 INFO Epoch 17 Batch 3599 LR : 0.00001 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.572 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.794 +2025-09-23 12:08:33,593 INFO Epoch 17 Batch 3699 LR : 0.00001 Top1 Acc.: 95.773 CLS Loss: 0.152 Mixup Loss: 1.553 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.763 +2025-09-23 12:10:45,460 INFO Epoch 17 Batch 3799 LR : 0.00001 Top1 Acc.: 95.312 CLS Loss: 0.162 Mixup Loss: 1.587 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 1.811 +2025-09-23 12:12:57,418 INFO Epoch 17 Batch 3899 LR : 0.00001 Top1 Acc.: 95.477 CLS Loss: 0.155 Mixup Loss: 1.567 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.215 Tot. Loss: 1.779 +2025-09-23 12:15:08,349 INFO Epoch 17 Batch 3999 LR : 0.00001 Top1 Acc.: 96.133 CLS Loss: 0.136 Mixup Loss: 1.554 CRL Loss: 0.051 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.741 +2025-09-23 12:17:18,913 INFO Epoch 17 Batch 4099 LR : 0.00001 Top1 Acc.: 95.492 CLS Loss: 0.156 Mixup Loss: 1.569 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.222 Tot. Loss: 1.785 +2025-09-23 12:19:29,631 INFO Epoch 17 Batch 4199 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.157 Mixup Loss: 1.575 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.290 Tot. Loss: 1.790 +2025-09-23 12:21:40,561 INFO Epoch 17 Batch 4299 LR : 0.00001 Top1 Acc.: 95.695 CLS Loss: 0.157 Mixup Loss: 1.556 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.772 +2025-09-23 12:23:51,700 INFO Epoch 17 Batch 4399 LR : 0.00001 Top1 Acc.: 95.352 CLS Loss: 0.160 Mixup Loss: 1.558 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.780 +2025-09-23 12:26:03,046 INFO Epoch 17 Batch 4499 LR : 0.00001 Top1 Acc.: 95.508 CLS Loss: 0.157 Mixup Loss: 1.553 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.773 +2025-09-23 12:28:14,437 INFO Epoch 17 Batch 4599 LR : 0.00001 Top1 Acc.: 95.539 CLS Loss: 0.158 Mixup Loss: 1.551 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 1.770 +2025-09-23 12:30:25,441 INFO Epoch 17 Batch 4699 LR : 0.00001 Top1 Acc.: 95.617 CLS Loss: 0.148 Mixup Loss: 1.558 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.765 +2025-09-23 12:32:36,177 INFO Epoch 17 Batch 4799 LR : 0.00001 Top1 Acc.: 95.430 CLS Loss: 0.163 Mixup Loss: 1.570 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.261 Tot. Loss: 1.794 +2025-09-23 12:34:47,051 INFO Epoch 17 Batch 4899 LR : 0.00001 Top1 Acc.: 95.273 CLS Loss: 0.165 Mixup Loss: 1.566 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.792 +2025-09-23 12:36:58,208 INFO Epoch 17 Batch 4999 LR : 0.00001 Top1 Acc.: 95.477 CLS Loss: 0.151 Mixup Loss: 1.548 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.759 +2025-09-23 12:37:58,762 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 81.422 FPR: 58.359 AUROC: 87.258 AUPR: 61.476 AURC: 48.647 EAURC: 30.209 AUPR Succ.: 96.430 ECE: 7.180 NLL: 8.042 Brier: 27.479 +2025-09-23 12:39:14,172 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 12:39:14,179 INFO ####### --- Training Epoch 18 --- ####### +2025-09-23 12:42:37,787 INFO Epoch 18 Batch 99 LR : 0.00001 Top1 Acc.: 95.258 CLS Loss: 0.163 Mixup Loss: 1.567 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.786 +2025-09-23 12:44:48,339 INFO Epoch 18 Batch 199 LR : 0.00001 Top1 Acc.: 95.750 CLS Loss: 0.152 Mixup Loss: 1.553 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.231 Tot. Loss: 1.759 +2025-09-23 12:46:59,156 INFO Epoch 18 Batch 299 LR : 0.00001 Top1 Acc.: 95.461 CLS Loss: 0.153 Mixup Loss: 1.559 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.773 +2025-09-23 12:49:10,193 INFO Epoch 18 Batch 399 LR : 0.00001 Top1 Acc.: 95.680 CLS Loss: 0.163 Mixup Loss: 1.569 CRL Loss: 0.067 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.799 +2025-09-23 12:51:21,509 INFO Epoch 18 Batch 499 LR : 0.00001 Top1 Acc.: 95.625 CLS Loss: 0.152 Mixup Loss: 1.566 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.796 +2025-09-23 12:53:32,808 INFO Epoch 18 Batch 599 LR : 0.00001 Top1 Acc.: 95.672 CLS Loss: 0.156 Mixup Loss: 1.566 CRL Loss: 0.079 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.801 +2025-09-23 12:55:44,282 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.664 CLS Loss: 0.155 Mixup Loss: 1.577 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.808 +2025-09-23 12:57:55,945 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 95.461 CLS Loss: 0.156 Mixup Loss: 1.557 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.787 +2025-09-23 13:00:07,546 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.273 CLS Loss: 0.158 Mixup Loss: 1.574 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.805 +2025-09-23 13:02:19,176 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 95.359 CLS Loss: 0.156 Mixup Loss: 1.554 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.776 +2025-09-23 13:04:30,755 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 95.516 CLS Loss: 0.155 Mixup Loss: 1.552 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.769 +2025-09-23 13:06:42,414 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 95.805 CLS Loss: 0.148 Mixup Loss: 1.539 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.749 +2025-09-23 13:08:53,977 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 1.567 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.790 +2025-09-23 13:11:05,517 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.148 Mixup Loss: 1.543 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.751 +2025-09-23 13:13:17,018 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.157 Mixup Loss: 1.576 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.793 +2025-09-23 13:15:28,647 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 95.484 CLS Loss: 0.154 Mixup Loss: 1.555 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.227 Tot. Loss: 1.772 +2025-09-23 13:17:40,254 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.703 CLS Loss: 0.158 Mixup Loss: 1.562 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.780 +2025-09-23 13:19:51,968 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.703 CLS Loss: 0.152 Mixup Loss: 1.562 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.773 +2025-09-23 13:22:03,635 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.359 CLS Loss: 0.153 Mixup Loss: 1.564 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.243 Tot. Loss: 1.778 +2025-09-23 13:24:15,291 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.648 CLS Loss: 0.151 Mixup Loss: 1.554 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.766 +2025-09-23 13:26:26,888 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.570 CLS Loss: 0.156 Mixup Loss: 1.562 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.780 +2025-09-23 13:28:38,515 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.633 CLS Loss: 0.146 Mixup Loss: 1.556 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.271 Tot. Loss: 1.761 +2025-09-23 13:30:50,076 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 95.648 CLS Loss: 0.151 Mixup Loss: 1.567 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.309 Tot. Loss: 1.777 +2025-09-23 13:33:01,638 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.664 CLS Loss: 0.153 Mixup Loss: 1.556 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.768 +2025-09-23 13:35:13,298 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.445 CLS Loss: 0.160 Mixup Loss: 1.576 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.226 Tot. Loss: 1.798 +2025-09-23 13:37:24,909 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.641 CLS Loss: 0.148 Mixup Loss: 1.558 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.763 +2025-09-23 13:39:36,568 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.773 CLS Loss: 0.146 Mixup Loss: 1.549 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.755 +2025-09-23 13:41:48,242 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.155 Mixup Loss: 1.556 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.279 Tot. Loss: 1.772 +2025-09-23 13:43:59,865 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 95.539 CLS Loss: 0.160 Mixup Loss: 1.582 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.804 +2025-09-23 13:46:11,424 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 95.422 CLS Loss: 0.158 Mixup Loss: 1.563 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.783 +2025-09-23 13:48:23,114 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.153 Mixup Loss: 1.557 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.227 Tot. Loss: 1.769 +2025-09-23 13:50:34,818 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.153 Mixup Loss: 1.567 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.782 +2025-09-23 13:52:46,460 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.453 CLS Loss: 0.157 Mixup Loss: 1.568 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.784 +2025-09-23 13:54:58,073 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.836 CLS Loss: 0.146 Mixup Loss: 1.552 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.223 Tot. Loss: 1.754 +2025-09-23 13:57:09,735 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.953 CLS Loss: 0.142 Mixup Loss: 1.535 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.733 +2025-09-23 13:59:21,333 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.414 CLS Loss: 0.159 Mixup Loss: 1.567 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.263 Tot. Loss: 1.787 +2025-09-23 14:01:33,043 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.711 CLS Loss: 0.152 Mixup Loss: 1.549 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.286 Tot. Loss: 1.759 +2025-09-23 14:03:44,616 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 95.336 CLS Loss: 0.161 Mixup Loss: 1.585 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.808 +2025-09-23 14:05:55,977 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 95.609 CLS Loss: 0.155 Mixup Loss: 1.563 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.774 +2025-09-23 14:08:06,734 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.135 Mixup Loss: 1.556 CRL Loss: 0.050 CutMix Loss: 0.000 PixMix Loss: 1.240 Tot. Loss: 1.742 +2025-09-23 14:10:17,658 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.492 CLS Loss: 0.155 Mixup Loss: 1.559 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.773 +2025-09-23 14:12:28,770 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.711 CLS Loss: 0.156 Mixup Loss: 1.574 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.787 +2025-09-23 14:14:40,017 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.766 CLS Loss: 0.157 Mixup Loss: 1.551 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.248 Tot. Loss: 1.766 +2025-09-23 14:16:51,557 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.414 CLS Loss: 0.159 Mixup Loss: 1.553 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.254 Tot. Loss: 1.772 +2025-09-23 14:19:03,094 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.398 CLS Loss: 0.157 Mixup Loss: 1.559 CRL Loss: 0.063 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.779 +2025-09-23 14:21:14,758 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 95.648 CLS Loss: 0.157 Mixup Loss: 1.554 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.773 +2025-09-23 14:23:25,983 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 95.727 CLS Loss: 0.146 Mixup Loss: 1.557 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.218 Tot. Loss: 1.760 +2025-09-23 14:25:36,570 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.477 CLS Loss: 0.162 Mixup Loss: 1.570 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.793 +2025-09-23 14:27:47,463 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.165 Mixup Loss: 1.577 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.803 +2025-09-23 14:29:58,644 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.578 CLS Loss: 0.150 Mixup Loss: 1.539 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.749 +2025-09-23 14:30:48,699 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 81.416 FPR: 58.405 AUROC: 87.254 AUPR: 61.567 AURC: 48.699 EAURC: 30.249 AUPR Succ.: 96.424 ECE: 7.192 NLL: 8.048 Brier: 27.485 +2025-09-23 14:31:31,077 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 14:31:31,085 INFO ####### --- Training Epoch 19 --- ####### +2025-09-23 14:34:54,662 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.242 CLS Loss: 0.164 Mixup Loss: 1.573 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.792 +2025-09-23 14:37:05,317 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.680 CLS Loss: 0.152 Mixup Loss: 1.547 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.270 Tot. Loss: 1.752 +2025-09-23 14:39:16,348 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 95.398 CLS Loss: 0.154 Mixup Loss: 1.561 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.775 +2025-09-23 14:41:27,470 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.664 CLS Loss: 0.163 Mixup Loss: 1.575 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.804 +2025-09-23 14:43:38,856 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.152 Mixup Loss: 1.562 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.790 +2025-09-23 14:45:50,340 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 95.648 CLS Loss: 0.155 Mixup Loss: 1.553 CRL Loss: 0.078 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.787 +2025-09-23 14:48:02,106 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.155 Mixup Loss: 1.565 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.273 Tot. Loss: 1.795 +2025-09-23 14:50:13,545 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 95.539 CLS Loss: 0.155 Mixup Loss: 1.555 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.782 +2025-09-23 14:52:25,107 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.158 Mixup Loss: 1.578 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.808 +2025-09-23 14:54:36,674 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.155 Mixup Loss: 1.559 CRL Loss: 0.066 CutMix Loss: 0.000 PixMix Loss: 1.225 Tot. Loss: 1.780 +2025-09-23 14:56:48,243 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 95.617 CLS Loss: 0.152 Mixup Loss: 1.551 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.765 +2025-09-23 14:58:59,859 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 95.914 CLS Loss: 0.148 Mixup Loss: 1.557 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.765 +2025-09-23 15:01:11,497 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.680 CLS Loss: 0.159 Mixup Loss: 1.565 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.786 +2025-09-23 15:03:23,082 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.641 CLS Loss: 0.148 Mixup Loss: 1.546 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 1.753 +2025-09-23 15:05:34,601 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 95.641 CLS Loss: 0.157 Mixup Loss: 1.561 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.778 +2025-09-23 15:07:46,025 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 95.539 CLS Loss: 0.153 Mixup Loss: 1.551 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.219 Tot. Loss: 1.766 +2025-09-23 15:09:57,615 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.157 Mixup Loss: 1.561 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.778 +2025-09-23 15:12:09,147 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.617 CLS Loss: 0.152 Mixup Loss: 1.553 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.233 Tot. Loss: 1.764 +2025-09-23 15:14:20,808 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.153 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.778 +2025-09-23 15:16:32,333 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.152 Mixup Loss: 1.553 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.765 +2025-09-23 15:18:43,841 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.570 CLS Loss: 0.156 Mixup Loss: 1.574 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.791 +2025-09-23 15:20:55,403 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.146 Mixup Loss: 1.553 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.758 +2025-09-23 15:23:07,006 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 95.641 CLS Loss: 0.151 Mixup Loss: 1.576 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.269 Tot. Loss: 1.786 +2025-09-23 15:25:18,649 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.539 CLS Loss: 0.153 Mixup Loss: 1.553 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.220 Tot. Loss: 1.765 +2025-09-23 15:27:30,206 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.414 CLS Loss: 0.161 Mixup Loss: 1.572 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.795 +2025-09-23 15:29:41,742 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.633 CLS Loss: 0.149 Mixup Loss: 1.567 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.772 +2025-09-23 15:31:53,448 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.805 CLS Loss: 0.146 Mixup Loss: 1.554 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.758 +2025-09-23 15:34:04,973 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.383 CLS Loss: 0.154 Mixup Loss: 1.554 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.770 +2025-09-23 15:36:16,373 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 95.391 CLS Loss: 0.159 Mixup Loss: 1.581 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.802 +2025-09-23 15:38:27,883 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 95.391 CLS Loss: 0.157 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.782 +2025-09-23 15:40:39,465 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.617 CLS Loss: 0.152 Mixup Loss: 1.558 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.767 +2025-09-23 15:42:50,937 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.422 CLS Loss: 0.152 Mixup Loss: 1.563 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.226 Tot. Loss: 1.775 +2025-09-23 15:45:02,335 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.453 CLS Loss: 0.155 Mixup Loss: 1.568 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.783 +2025-09-23 15:47:13,772 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.147 Mixup Loss: 1.556 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.759 +2025-09-23 15:49:25,236 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.977 CLS Loss: 0.142 Mixup Loss: 1.546 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.742 +2025-09-23 15:51:36,683 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.422 CLS Loss: 0.160 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.785 +2025-09-23 15:53:48,294 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.742 CLS Loss: 0.151 Mixup Loss: 1.544 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.276 Tot. Loss: 1.753 +2025-09-23 15:55:59,644 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 95.305 CLS Loss: 0.162 Mixup Loss: 1.574 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.273 Tot. Loss: 1.797 +2025-09-23 15:58:10,648 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.154 Mixup Loss: 1.577 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.307 Tot. Loss: 1.787 +2025-09-23 16:00:21,515 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 96.188 CLS Loss: 0.135 Mixup Loss: 1.532 CRL Loss: 0.050 CutMix Loss: 0.000 PixMix Loss: 1.225 Tot. Loss: 1.717 +2025-09-23 16:02:32,453 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.664 CLS Loss: 0.154 Mixup Loss: 1.561 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.775 +2025-09-23 16:04:43,638 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.734 CLS Loss: 0.157 Mixup Loss: 1.566 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.275 Tot. Loss: 1.780 +2025-09-23 16:06:54,895 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.711 CLS Loss: 0.156 Mixup Loss: 1.577 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.267 Tot. Loss: 1.791 +2025-09-23 16:09:06,428 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 1.550 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.769 +2025-09-23 16:11:17,990 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.445 CLS Loss: 0.158 Mixup Loss: 1.546 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.766 +2025-09-23 16:13:29,574 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 95.609 CLS Loss: 0.156 Mixup Loss: 1.562 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.778 +2025-09-23 16:15:40,908 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.147 Mixup Loss: 1.560 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.764 +2025-09-23 16:17:51,742 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.573 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.796 +2025-09-23 16:20:02,695 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 95.367 CLS Loss: 0.165 Mixup Loss: 1.560 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.239 Tot. Loss: 1.785 +2025-09-23 16:22:13,917 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.151 Mixup Loss: 1.554 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.296 Tot. Loss: 1.764 +2025-09-23 16:23:24,564 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 81.418 FPR: 58.497 AUROC: 87.250 AUPR: 61.535 AURC: 48.707 EAURC: 30.261 AUPR Succ.: 96.423 ECE: 7.193 NLL: 8.049 Brier: 27.485 +2025-09-23 16:24:16,415 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 16:24:16,423 INFO ####### --- Training Epoch 20 --- ####### +2025-09-23 16:27:39,967 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.328 CLS Loss: 0.164 Mixup Loss: 1.585 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.288 Tot. Loss: 1.805 +2025-09-23 16:29:50,528 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.742 CLS Loss: 0.151 Mixup Loss: 1.558 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.762 +2025-09-23 16:32:01,483 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 95.414 CLS Loss: 0.153 Mixup Loss: 1.562 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.218 Tot. Loss: 1.774 +2025-09-23 16:34:12,712 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.555 CLS Loss: 0.163 Mixup Loss: 1.554 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.268 Tot. Loss: 1.782 +2025-09-23 16:36:24,142 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.151 Mixup Loss: 1.563 CRL Loss: 0.075 CutMix Loss: 0.000 PixMix Loss: 1.234 Tot. Loss: 1.789 +2025-09-23 16:38:35,870 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 95.617 CLS Loss: 0.157 Mixup Loss: 1.546 CRL Loss: 0.077 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.780 +2025-09-23 16:40:47,490 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.727 CLS Loss: 0.154 Mixup Loss: 1.561 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.253 Tot. Loss: 1.789 +2025-09-23 16:42:59,214 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 95.414 CLS Loss: 0.156 Mixup Loss: 1.572 CRL Loss: 0.071 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.799 +2025-09-23 16:45:10,951 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.273 CLS Loss: 0.157 Mixup Loss: 1.565 CRL Loss: 0.072 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.794 +2025-09-23 16:47:22,627 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 95.352 CLS Loss: 0.155 Mixup Loss: 1.558 CRL Loss: 0.065 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.778 +2025-09-23 16:49:34,383 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 95.492 CLS Loss: 0.155 Mixup Loss: 1.553 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.769 +2025-09-23 16:51:46,080 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.149 Mixup Loss: 1.552 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.761 +2025-09-23 16:53:57,819 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.159 Mixup Loss: 1.564 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.785 +2025-09-23 16:56:09,418 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.578 CLS Loss: 0.147 Mixup Loss: 1.541 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.746 +2025-09-23 16:58:20,991 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 95.633 CLS Loss: 0.158 Mixup Loss: 1.556 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.772 +2025-09-23 17:00:32,606 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.154 Mixup Loss: 1.551 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.766 +2025-09-23 17:02:44,198 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.617 CLS Loss: 0.158 Mixup Loss: 1.571 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.283 Tot. Loss: 1.787 +2025-09-23 17:04:55,704 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 95.727 CLS Loss: 0.151 Mixup Loss: 1.562 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.771 +2025-09-23 17:07:07,274 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.508 CLS Loss: 0.152 Mixup Loss: 1.550 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.245 Tot. Loss: 1.763 +2025-09-23 17:09:18,927 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.152 Mixup Loss: 1.560 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.771 +2025-09-23 17:11:30,542 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.156 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.259 Tot. Loss: 1.781 +2025-09-23 17:13:42,183 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.570 CLS Loss: 0.146 Mixup Loss: 1.551 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.755 +2025-09-23 17:15:53,852 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 95.680 CLS Loss: 0.151 Mixup Loss: 1.570 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.779 +2025-09-23 17:18:05,492 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.152 Mixup Loss: 1.551 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.218 Tot. Loss: 1.761 +2025-09-23 17:20:17,073 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.484 CLS Loss: 0.160 Mixup Loss: 1.573 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.261 Tot. Loss: 1.793 +2025-09-23 17:22:28,790 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.695 CLS Loss: 0.148 Mixup Loss: 1.553 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.758 +2025-09-23 17:24:40,399 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.758 CLS Loss: 0.146 Mixup Loss: 1.565 CRL Loss: 0.058 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.769 +2025-09-23 17:26:52,051 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.422 CLS Loss: 0.155 Mixup Loss: 1.561 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.241 Tot. Loss: 1.778 +2025-09-23 17:29:03,762 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 95.484 CLS Loss: 0.160 Mixup Loss: 1.573 CRL Loss: 0.062 CutMix Loss: 0.000 PixMix Loss: 1.238 Tot. Loss: 1.794 +2025-09-23 17:31:15,345 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 95.453 CLS Loss: 0.157 Mixup Loss: 1.570 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.250 Tot. Loss: 1.788 +2025-09-23 17:33:27,034 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.609 CLS Loss: 0.152 Mixup Loss: 1.559 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.768 +2025-09-23 17:35:38,724 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.359 CLS Loss: 0.153 Mixup Loss: 1.559 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.772 +2025-09-23 17:37:50,650 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.547 CLS Loss: 0.156 Mixup Loss: 1.566 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.266 Tot. Loss: 1.781 +2025-09-23 17:40:02,213 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.805 CLS Loss: 0.146 Mixup Loss: 1.548 CRL Loss: 0.055 CutMix Loss: 0.000 PixMix Loss: 1.221 Tot. Loss: 1.750 +2025-09-23 17:42:13,805 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.143 Mixup Loss: 1.545 CRL Loss: 0.054 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.741 +2025-09-23 17:44:25,396 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.260 Tot. Loss: 1.785 +2025-09-23 17:46:37,414 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.151 Mixup Loss: 1.536 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.744 +2025-09-23 17:48:48,841 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 95.336 CLS Loss: 0.162 Mixup Loss: 1.580 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.272 Tot. Loss: 1.803 +2025-09-23 17:50:59,590 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.672 CLS Loss: 0.155 Mixup Loss: 1.576 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.786 +2025-09-23 17:53:10,484 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 96.133 CLS Loss: 0.137 Mixup Loss: 1.550 CRL Loss: 0.050 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.737 +2025-09-23 17:55:21,520 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.586 CLS Loss: 0.155 Mixup Loss: 1.558 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.244 Tot. Loss: 1.772 +2025-09-23 17:57:32,893 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.734 CLS Loss: 0.157 Mixup Loss: 1.562 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.262 Tot. Loss: 1.775 +2025-09-23 17:59:44,420 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.156 Mixup Loss: 1.553 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.255 Tot. Loss: 1.766 +2025-09-23 18:01:56,122 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.158 Mixup Loss: 1.555 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.773 +2025-09-23 18:04:07,737 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.157 Mixup Loss: 1.564 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.230 Tot. Loss: 1.782 +2025-09-23 18:06:19,588 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 95.586 CLS Loss: 0.156 Mixup Loss: 1.557 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.258 Tot. Loss: 1.773 +2025-09-23 18:08:30,956 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.148 Mixup Loss: 1.554 CRL Loss: 0.057 CutMix Loss: 0.000 PixMix Loss: 1.247 Tot. Loss: 1.759 +2025-09-23 18:10:41,552 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.430 CLS Loss: 0.163 Mixup Loss: 1.548 CRL Loss: 0.061 CutMix Loss: 0.000 PixMix Loss: 1.249 Tot. Loss: 1.771 +2025-09-23 18:12:52,309 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 95.297 CLS Loss: 0.165 Mixup Loss: 1.574 CRL Loss: 0.060 CutMix Loss: 0.000 PixMix Loss: 1.264 Tot. Loss: 1.799 +2025-09-23 18:15:03,359 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.508 CLS Loss: 0.149 Mixup Loss: 1.550 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.228 Tot. Loss: 1.758 +2025-09-23 18:16:05,510 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 81.410 FPR: 58.440 AUROC: 87.262 AUPR: 61.605 AURC: 48.710 EAURC: 30.247 AUPR Succ.: 96.424 ECE: 7.203 NLL: 8.050 Brier: 27.486 +2025-09-23 18:16:54,233 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 0.078 FPR: 94.888 AUROC: 43.004 AUPR: 99.902 AURC: 999.386 EAURC: 5.748 AUPR Succ.: 0.065 ECE: 15.339 NLL: 94.813 Brier: 105.007 +2025-09-23 18:16:54,240 INFO ####### --- Training Epoch 21 --- ####### +2025-09-23 18:20:17,933 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.328 CLS Loss: 0.164 Mixup Loss: 1.565 CRL Loss: 0.056 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 1.785 +2025-09-23 18:22:28,592 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.773 CLS Loss: 0.151 Mixup Loss: 1.555 CRL Loss: 0.053 CutMix Loss: 0.000 PixMix Loss: 1.232 Tot. Loss: 1.759 +2025-09-23 18:24:39,665 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 95.422 CLS Loss: 0.153 Mixup Loss: 1.555 CRL Loss: 0.059 CutMix Loss: 0.000 PixMix Loss: 1.256 Tot. Loss: 1.768 +2025-09-23 18:26:50,942 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.162 Mixup Loss: 1.576 CRL Loss: 0.064 CutMix Loss: 0.000 PixMix Loss: 1.277 Tot. Loss: 1.802 +2025-09-23 18:29:02,314 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.648 CLS Loss: 0.152 Mixup Loss: 1.578 CRL Loss: 0.074 CutMix Loss: 0.000 PixMix Loss: 1.278 Tot. Loss: 1.803 +2025-09-23 18:31:13,829 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.157 Mixup Loss: 1.555 CRL Loss: 0.076 CutMix Loss: 0.000 PixMix Loss: 1.265 Tot. Loss: 1.787 +2025-09-23 18:33:25,304 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.805 CLS Loss: 0.153 Mixup Loss: 1.561 CRL Loss: 0.073 CutMix Loss: 0.000 PixMix Loss: 1.242 Tot. Loss: 1.787 +2025-09-23 18:35:37,036 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.156 Mixup Loss: 1.556 CRL Loss: 0.070 CutMix Loss: 0.000 PixMix Loss: 1.257 Tot. Loss: 1.782