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Loss: 1.639 +2025-09-22 04:41:13,330 INFO Epoch 1 Batch 199 LR : 0.00010 Top1 Acc.: 95.836 CLS Loss: 0.185 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.329 Tot. Loss: 1.553 +2025-09-22 04:43:22,707 INFO Epoch 1 Batch 299 LR : 0.00010 Top1 Acc.: 95.852 CLS Loss: 0.173 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.252 Tot. Loss: 1.530 +2025-09-22 04:45:32,304 INFO Epoch 1 Batch 399 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.173 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.251 Tot. Loss: 1.530 +2025-09-22 04:47:42,074 INFO Epoch 1 Batch 499 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.162 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.235 Tot. Loss: 1.503 +2025-09-22 04:49:51,955 INFO Epoch 1 Batch 599 LR : 0.00010 Top1 Acc.: 95.688 CLS Loss: 0.166 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.236 Tot. Loss: 1.500 +2025-09-22 04:52:01,831 INFO Epoch 1 Batch 699 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.159 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.211 Tot. Loss: 1.502 +2025-09-22 04:54:11,687 INFO Epoch 1 Batch 799 LR : 0.00010 Top1 Acc.: 95.820 CLS Loss: 0.157 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.170 Tot. Loss: 1.486 +2025-09-22 04:56:21,504 INFO Epoch 1 Batch 899 LR : 0.00010 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.237 Tot. Loss: 1.506 +2025-09-22 04:58:31,336 INFO Epoch 1 Batch 999 LR : 0.00010 Top1 Acc.: 95.773 CLS Loss: 0.154 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.192 Tot. Loss: 1.486 +2025-09-22 05:00:41,146 INFO Epoch 1 Batch 1099 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.153 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.180 Tot. Loss: 1.483 +2025-09-22 05:02:50,849 INFO Epoch 1 Batch 1199 LR : 0.00010 Top1 Acc.: 96.039 CLS Loss: 0.148 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.187 Tot. Loss: 1.478 +2025-09-22 05:05:00,609 INFO Epoch 1 Batch 1299 LR : 0.00010 Top1 Acc.: 95.820 CLS Loss: 0.156 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.224 Tot. Loss: 1.504 +2025-09-22 05:07:10,423 INFO Epoch 1 Batch 1399 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.146 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.170 Tot. Loss: 1.464 +2025-09-22 05:09:20,240 INFO Epoch 1 Batch 1499 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.150 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.176 Tot. Loss: 1.475 +2025-09-22 05:11:29,974 INFO Epoch 1 Batch 1599 LR : 0.00010 Top1 Acc.: 95.594 CLS Loss: 0.152 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.172 Tot. Loss: 1.479 +2025-09-22 05:13:39,704 INFO Epoch 1 Batch 1699 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.153 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.193 Tot. Loss: 1.488 +2025-09-22 05:15:49,433 INFO Epoch 1 Batch 1799 LR : 0.00010 Top1 Acc.: 95.906 CLS Loss: 0.152 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.180 Tot. Loss: 1.491 +2025-09-22 05:17:59,134 INFO Epoch 1 Batch 1899 LR : 0.00010 Top1 Acc.: 95.906 CLS Loss: 0.147 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.186 Tot. Loss: 1.465 +2025-09-22 05:20:08,835 INFO Epoch 1 Batch 1999 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.148 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.175 Tot. Loss: 1.473 +2025-09-22 05:22:18,584 INFO Epoch 1 Batch 2099 LR : 0.00010 Top1 Acc.: 95.875 CLS Loss: 0.150 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.185 Tot. Loss: 1.492 +2025-09-22 05:24:28,396 INFO Epoch 1 Batch 2199 LR : 0.00010 Top1 Acc.: 96.266 CLS Loss: 0.142 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.453 +2025-09-22 05:26:38,225 INFO Epoch 1 Batch 2299 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.147 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.193 Tot. Loss: 1.473 +2025-09-22 05:28:48,169 INFO Epoch 1 Batch 2399 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.148 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.465 +2025-09-22 05:30:57,949 INFO Epoch 1 Batch 2499 LR : 0.00010 Top1 Acc.: 95.773 CLS Loss: 0.155 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.186 Tot. Loss: 1.492 +2025-09-22 05:33:07,699 INFO Epoch 1 Batch 2599 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.142 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.462 +2025-09-22 05:35:17,412 INFO Epoch 1 Batch 2699 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.141 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.458 +2025-09-22 05:37:27,145 INFO Epoch 1 Batch 2799 LR : 0.00010 Top1 Acc.: 95.656 CLS Loss: 0.150 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.474 +2025-09-22 05:39:36,872 INFO Epoch 1 Batch 2899 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.151 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.202 Tot. Loss: 1.498 +2025-09-22 05:41:46,654 INFO Epoch 1 Batch 2999 LR : 0.00010 Top1 Acc.: 95.727 CLS Loss: 0.150 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.481 +2025-09-22 05:43:56,336 INFO Epoch 1 Batch 3099 LR : 0.00010 Top1 Acc.: 95.945 CLS Loss: 0.147 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.463 +2025-09-22 05:46:06,010 INFO Epoch 1 Batch 3199 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.147 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.174 Tot. Loss: 1.466 +2025-09-22 05:48:15,716 INFO Epoch 1 Batch 3299 LR : 0.00010 Top1 Acc.: 95.789 CLS Loss: 0.154 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.182 Tot. Loss: 1.475 +2025-09-22 05:50:25,395 INFO Epoch 1 Batch 3399 LR : 0.00010 Top1 Acc.: 96.148 CLS Loss: 0.142 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.453 +2025-09-22 05:52:35,084 INFO Epoch 1 Batch 3499 LR : 0.00010 Top1 Acc.: 96.180 CLS Loss: 0.139 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.448 +2025-09-22 05:54:44,762 INFO Epoch 1 Batch 3599 LR : 0.00010 Top1 Acc.: 95.883 CLS Loss: 0.151 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.479 +2025-09-22 05:56:54,439 INFO Epoch 1 Batch 3699 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.145 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.468 +2025-09-22 05:59:04,112 INFO Epoch 1 Batch 3799 LR : 0.00010 Top1 Acc.: 95.875 CLS Loss: 0.153 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.184 Tot. Loss: 1.487 +2025-09-22 06:01:13,807 INFO Epoch 1 Batch 3899 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.148 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.463 +2025-09-22 06:03:23,541 INFO Epoch 1 Batch 3999 LR : 0.00010 Top1 Acc.: 96.438 CLS Loss: 0.132 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.450 +2025-09-22 06:05:33,304 INFO Epoch 1 Batch 4099 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.147 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.459 +2025-09-22 06:07:43,012 INFO Epoch 1 Batch 4199 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.150 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.472 +2025-09-22 06:09:52,719 INFO Epoch 1 Batch 4299 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.146 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.180 Tot. Loss: 1.468 +2025-09-22 06:12:02,465 INFO Epoch 1 Batch 4399 LR : 0.00010 Top1 Acc.: 95.930 CLS Loss: 0.148 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.457 +2025-09-22 06:14:12,145 INFO Epoch 1 Batch 4499 LR : 0.00010 Top1 Acc.: 95.945 CLS Loss: 0.148 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.456 +2025-09-22 06:16:21,744 INFO Epoch 1 Batch 4599 LR : 0.00010 Top1 Acc.: 96.055 CLS Loss: 0.149 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.456 +2025-09-22 06:18:30,760 INFO Epoch 1 Batch 4699 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.144 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.460 +2025-09-22 06:20:39,974 INFO Epoch 1 Batch 4799 LR : 0.00010 Top1 Acc.: 95.836 CLS Loss: 0.151 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.481 +2025-09-22 06:22:49,466 INFO Epoch 1 Batch 4899 LR : 0.00010 Top1 Acc.: 95.773 CLS Loss: 0.156 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.171 Tot. Loss: 1.477 +2025-09-22 06:24:59,222 INFO Epoch 1 Batch 4999 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.145 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.457 +2025-09-22 06:26:02,116 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 82.042 FPR: 57.679 AUROC: 87.472 AUPR: 60.798 AURC: 47.687 EAURC: 30.500 AUPR Succ.: 96.410 ECE: 4.628 NLL: 7.112 Brier: 25.923 +2025-09-22 06:27:01,642 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 82.042 FPR: 57.724 AUROC: 87.468 AUPR: 60.816 AURC: 47.702 EAURC: 30.515 AUPR Succ.: 96.409 ECE: 4.610 NLL: 7.113 Brier: 25.924 +2025-09-22 06:27:01,647 INFO Original Model Accuracy improved from 0.00 to 82.04!!! +2025-09-22 06:27:01,993 INFO EMA Model Accuracy improved from 0.00 to 82.04!!! +2025-09-22 06:27:02,327 INFO ####### --- Training Epoch 2 --- ####### +2025-09-22 06:30:26,031 INFO Epoch 2 Batch 99 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.148 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.472 +2025-09-22 06:32:34,780 INFO Epoch 2 Batch 199 LR : 0.00010 Top1 Acc.: 96.102 CLS Loss: 0.144 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.463 +2025-09-22 06:34:43,906 INFO Epoch 2 Batch 299 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.144 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.464 +2025-09-22 06:36:53,173 INFO Epoch 2 Batch 399 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.152 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.475 +2025-09-22 06:39:02,542 INFO Epoch 2 Batch 499 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.144 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.462 +2025-09-22 06:41:12,022 INFO Epoch 2 Batch 599 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.149 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.467 +2025-09-22 06:43:21,611 INFO Epoch 2 Batch 699 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.144 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.456 +2025-09-22 06:45:31,338 INFO Epoch 2 Batch 799 LR : 0.00010 Top1 Acc.: 96.102 CLS Loss: 0.143 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.449 +2025-09-22 06:47:41,166 INFO Epoch 2 Batch 899 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.148 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.470 +2025-09-22 06:49:50,960 INFO Epoch 2 Batch 999 LR : 0.00010 Top1 Acc.: 95.914 CLS Loss: 0.142 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.449 +2025-09-22 06:52:00,672 INFO Epoch 2 Batch 1099 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.142 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.448 +2025-09-22 06:54:10,383 INFO Epoch 2 Batch 1199 LR : 0.00010 Top1 Acc.: 96.258 CLS Loss: 0.138 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.449 +2025-09-22 06:56:20,150 INFO Epoch 2 Batch 1299 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.147 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.473 +2025-09-22 06:58:30,075 INFO Epoch 2 Batch 1399 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.137 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.437 +2025-09-22 07:00:39,946 INFO Epoch 2 Batch 1499 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.142 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.452 +2025-09-22 07:02:49,794 INFO Epoch 2 Batch 1599 LR : 0.00010 Top1 Acc.: 95.750 CLS Loss: 0.144 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.442 +2025-09-22 07:04:59,591 INFO Epoch 2 Batch 1699 LR : 0.00010 Top1 Acc.: 96.266 CLS Loss: 0.144 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.453 +2025-09-22 07:07:09,425 INFO Epoch 2 Batch 1799 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.142 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.448 +2025-09-22 07:09:19,238 INFO Epoch 2 Batch 1899 LR : 0.00010 Top1 Acc.: 96.055 CLS Loss: 0.138 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.447 +2025-09-22 07:11:29,064 INFO Epoch 2 Batch 1999 LR : 0.00010 Top1 Acc.: 96.219 CLS Loss: 0.139 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.442 +2025-09-22 07:13:38,917 INFO Epoch 2 Batch 2099 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.143 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.456 +2025-09-22 07:15:48,824 INFO Epoch 2 Batch 2199 LR : 0.00010 Top1 Acc.: 96.398 CLS Loss: 0.135 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.437 +2025-09-22 07:17:58,605 INFO Epoch 2 Batch 2299 LR : 0.00010 Top1 Acc.: 96.273 CLS Loss: 0.140 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.454 +2025-09-22 07:20:08,390 INFO Epoch 2 Batch 2399 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.140 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.450 +2025-09-22 07:22:18,179 INFO Epoch 2 Batch 2499 LR : 0.00010 Top1 Acc.: 95.891 CLS Loss: 0.147 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.470 +2025-09-22 07:24:27,996 INFO Epoch 2 Batch 2599 LR : 0.00010 Top1 Acc.: 96.297 CLS Loss: 0.134 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.434 +2025-09-22 07:26:37,880 INFO Epoch 2 Batch 2699 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.135 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.434 +2025-09-22 07:28:47,731 INFO Epoch 2 Batch 2799 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.144 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.441 +2025-09-22 07:30:57,615 INFO Epoch 2 Batch 2899 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.145 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.474 +2025-09-22 07:33:07,439 INFO Epoch 2 Batch 2999 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.145 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.441 +2025-09-22 07:35:17,233 INFO Epoch 2 Batch 3099 LR : 0.00010 Top1 Acc.: 96.156 CLS Loss: 0.141 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.444 +2025-09-22 07:37:27,075 INFO Epoch 2 Batch 3199 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.141 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.443 +2025-09-22 07:39:36,868 INFO Epoch 2 Batch 3299 LR : 0.00010 Top1 Acc.: 95.875 CLS Loss: 0.149 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.463 +2025-09-22 07:41:46,717 INFO Epoch 2 Batch 3399 LR : 0.00010 Top1 Acc.: 96.289 CLS Loss: 0.137 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.447 +2025-09-22 07:43:56,637 INFO Epoch 2 Batch 3499 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.134 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.436 +2025-09-22 07:46:06,452 INFO Epoch 2 Batch 3599 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.146 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.454 +2025-09-22 07:48:16,265 INFO Epoch 2 Batch 3699 LR : 0.00010 Top1 Acc.: 96.156 CLS Loss: 0.140 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.432 +2025-09-22 07:50:26,030 INFO Epoch 2 Batch 3799 LR : 0.00010 Top1 Acc.: 95.930 CLS Loss: 0.148 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.173 Tot. Loss: 1.465 +2025-09-22 07:52:35,814 INFO Epoch 2 Batch 3899 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.142 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.108 Tot. Loss: 1.444 +2025-09-22 07:54:45,615 INFO Epoch 2 Batch 3999 LR : 0.00010 Top1 Acc.: 96.523 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.412 +2025-09-22 07:56:55,419 INFO Epoch 2 Batch 4099 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.142 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.454 +2025-09-22 07:59:05,261 INFO Epoch 2 Batch 4199 LR : 0.00010 Top1 Acc.: 96.055 CLS Loss: 0.145 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.165 Tot. Loss: 1.462 +2025-09-22 08:01:15,040 INFO Epoch 2 Batch 4299 LR : 0.00010 Top1 Acc.: 96.305 CLS Loss: 0.141 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.444 +2025-09-22 08:03:24,806 INFO Epoch 2 Batch 4399 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.144 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.458 +2025-09-22 08:05:34,616 INFO Epoch 2 Batch 4499 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.143 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.443 +2025-09-22 08:07:44,475 INFO Epoch 2 Batch 4599 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.145 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.442 +2025-09-22 08:09:54,313 INFO Epoch 2 Batch 4699 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.139 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.441 +2025-09-22 08:12:03,942 INFO Epoch 2 Batch 4799 LR : 0.00010 Top1 Acc.: 95.883 CLS Loss: 0.146 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.464 +2025-09-22 08:14:13,658 INFO Epoch 2 Batch 4899 LR : 0.00010 Top1 Acc.: 95.922 CLS Loss: 0.152 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.459 +2025-09-22 08:16:22,707 INFO Epoch 2 Batch 4999 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.141 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.442 +2025-09-22 08:21:03,746 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 82.012 FPR: 57.605 AUROC: 87.734 AUPR: 60.896 AURC: 46.356 EAURC: 29.110 AUPR Succ.: 96.576 ECE: 4.722 NLL: 7.060 Brier: 25.911 +2025-09-22 08:23:18,969 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 82.036 FPR: 57.571 AUROC: 87.694 AUPR: 60.754 AURC: 46.361 EAURC: 29.162 AUPR Succ.: 96.571 ECE: 4.703 NLL: 7.061 Brier: 25.911 +2025-09-22 08:23:18,976 INFO ####### --- Training Epoch 3 --- ####### +2025-09-22 08:26:39,114 INFO Epoch 3 Batch 99 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.143 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.473 +2025-09-22 08:28:47,790 INFO Epoch 3 Batch 199 LR : 0.00010 Top1 Acc.: 96.195 CLS Loss: 0.140 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.439 +2025-09-22 08:30:56,996 INFO Epoch 3 Batch 299 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.140 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.451 +2025-09-22 08:33:06,300 INFO Epoch 3 Batch 399 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.148 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.462 +2025-09-22 08:35:15,812 INFO Epoch 3 Batch 499 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.141 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.446 +2025-09-22 08:37:25,282 INFO Epoch 3 Batch 599 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.146 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.443 +2025-09-22 08:39:34,900 INFO Epoch 3 Batch 699 LR : 0.00010 Top1 Acc.: 96.180 CLS Loss: 0.141 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.444 +2025-09-22 08:41:44,570 INFO Epoch 3 Batch 799 LR : 0.00010 Top1 Acc.: 96.227 CLS Loss: 0.139 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.441 +2025-09-22 08:43:54,269 INFO Epoch 3 Batch 899 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.144 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.457 +2025-09-22 08:46:03,989 INFO Epoch 3 Batch 999 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.139 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.434 +2025-09-22 08:48:13,742 INFO Epoch 3 Batch 1099 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.138 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.435 +2025-09-22 08:50:23,469 INFO Epoch 3 Batch 1199 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.135 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.442 +2025-09-22 08:52:33,169 INFO Epoch 3 Batch 1299 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.142 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.466 +2025-09-22 08:54:42,934 INFO Epoch 3 Batch 1399 LR : 0.00010 Top1 Acc.: 96.164 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.426 +2025-09-22 08:56:52,841 INFO Epoch 3 Batch 1499 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.138 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.438 +2025-09-22 08:59:02,580 INFO Epoch 3 Batch 1599 LR : 0.00010 Top1 Acc.: 95.883 CLS Loss: 0.140 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.445 +2025-09-22 09:01:12,295 INFO Epoch 3 Batch 1699 LR : 0.00010 Top1 Acc.: 96.180 CLS Loss: 0.141 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.448 +2025-09-22 09:03:22,068 INFO Epoch 3 Batch 1799 LR : 0.00010 Top1 Acc.: 96.219 CLS Loss: 0.139 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.437 +2025-09-22 09:05:31,792 INFO Epoch 3 Batch 1899 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.136 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.427 +2025-09-22 09:07:41,499 INFO Epoch 3 Batch 1999 LR : 0.00010 Top1 Acc.: 96.320 CLS Loss: 0.136 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.438 +2025-09-22 09:09:51,238 INFO Epoch 3 Batch 2099 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.139 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.447 +2025-09-22 09:12:00,985 INFO Epoch 3 Batch 2199 LR : 0.00010 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.434 +2025-09-22 09:14:10,735 INFO Epoch 3 Batch 2299 LR : 0.00010 Top1 Acc.: 96.344 CLS Loss: 0.136 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.442 +2025-09-22 09:16:20,462 INFO Epoch 3 Batch 2399 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.137 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.435 +2025-09-22 09:18:30,214 INFO Epoch 3 Batch 2499 LR : 0.00010 Top1 Acc.: 95.867 CLS Loss: 0.144 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.472 +2025-09-22 09:20:39,953 INFO Epoch 3 Batch 2599 LR : 0.00010 Top1 Acc.: 96.383 CLS Loss: 0.131 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.431 +2025-09-22 09:22:49,706 INFO Epoch 3 Batch 2699 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.132 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.428 +2025-09-22 09:24:59,414 INFO Epoch 3 Batch 2799 LR : 0.00010 Top1 Acc.: 95.914 CLS Loss: 0.140 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.448 +2025-09-22 09:27:09,160 INFO Epoch 3 Batch 2899 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.142 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.472 +2025-09-22 09:29:18,874 INFO Epoch 3 Batch 2999 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.142 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.450 +2025-09-22 09:31:28,696 INFO Epoch 3 Batch 3099 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.137 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.442 +2025-09-22 09:33:38,409 INFO Epoch 3 Batch 3199 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.138 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.434 +2025-09-22 09:35:48,152 INFO Epoch 3 Batch 3299 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.145 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.169 Tot. Loss: 1.461 +2025-09-22 09:37:57,933 INFO Epoch 3 Batch 3399 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.134 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.432 +2025-09-22 09:40:07,689 INFO Epoch 3 Batch 3499 LR : 0.00010 Top1 Acc.: 96.352 CLS Loss: 0.131 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.426 +2025-09-22 09:42:17,426 INFO Epoch 3 Batch 3599 LR : 0.00010 Top1 Acc.: 95.930 CLS Loss: 0.144 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.440 +2025-09-22 09:44:27,273 INFO Epoch 3 Batch 3699 LR : 0.00010 Top1 Acc.: 96.180 CLS Loss: 0.137 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.433 +2025-09-22 09:46:37,022 INFO Epoch 3 Batch 3799 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.144 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.456 +2025-09-22 09:48:46,802 INFO Epoch 3 Batch 3899 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.139 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.450 +2025-09-22 09:50:56,604 INFO Epoch 3 Batch 3999 LR : 0.00010 Top1 Acc.: 96.602 CLS Loss: 0.124 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.096 Tot. Loss: 1.412 +2025-09-22 09:53:06,449 INFO Epoch 3 Batch 4099 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.140 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.438 +2025-09-22 09:55:16,212 INFO Epoch 3 Batch 4199 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.142 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.449 +2025-09-22 09:57:25,943 INFO Epoch 3 Batch 4299 LR : 0.00010 Top1 Acc.: 96.430 CLS Loss: 0.138 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.439 +2025-09-22 09:59:35,742 INFO Epoch 3 Batch 4399 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.140 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.433 +2025-09-22 10:01:45,505 INFO Epoch 3 Batch 4499 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.140 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.442 +2025-09-22 10:03:55,332 INFO Epoch 3 Batch 4599 LR : 0.00009 Top1 Acc.: 96.117 CLS Loss: 0.141 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.426 +2025-09-22 10:06:05,074 INFO Epoch 3 Batch 4699 LR : 0.00009 Top1 Acc.: 96.133 CLS Loss: 0.135 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.429 +2025-09-22 10:08:14,616 INFO Epoch 3 Batch 4799 LR : 0.00009 Top1 Acc.: 95.883 CLS Loss: 0.143 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.448 +2025-09-22 10:10:23,964 INFO Epoch 3 Batch 4899 LR : 0.00009 Top1 Acc.: 96.023 CLS Loss: 0.148 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.458 +2025-09-22 10:12:33,484 INFO Epoch 3 Batch 4999 LR : 0.00009 Top1 Acc.: 96.039 CLS Loss: 0.138 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.433 +2025-09-22 10:13:46,700 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 82.004 FPR: 57.791 AUROC: 87.850 AUPR: 60.946 AURC: 45.747 EAURC: 28.485 AUPR Succ.: 96.650 ECE: 4.772 NLL: 7.037 Brier: 25.906 +2025-09-22 10:15:08,339 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 82.016 FPR: 57.640 AUROC: 87.826 AUPR: 60.951 AURC: 45.794 EAURC: 28.556 AUPR Succ.: 96.642 ECE: 4.771 NLL: 7.040 Brier: 25.907 +2025-09-22 10:15:08,347 INFO ####### --- Training Epoch 4 --- ####### +2025-09-22 10:18:29,318 INFO Epoch 4 Batch 99 LR : 0.00009 Top1 Acc.: 96.211 CLS Loss: 0.141 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.442 +2025-09-22 10:20:38,273 INFO Epoch 4 Batch 199 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.138 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.445 +2025-09-22 10:22:47,635 INFO Epoch 4 Batch 299 LR : 0.00009 Top1 Acc.: 96.102 CLS Loss: 0.137 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.430 +2025-09-22 10:24:57,177 INFO Epoch 4 Batch 399 LR : 0.00009 Top1 Acc.: 96.117 CLS Loss: 0.145 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.459 +2025-09-22 10:27:06,875 INFO Epoch 4 Batch 499 LR : 0.00009 Top1 Acc.: 96.336 CLS Loss: 0.137 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.430 +2025-09-22 10:29:16,675 INFO Epoch 4 Batch 599 LR : 0.00009 Top1 Acc.: 96.148 CLS Loss: 0.143 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.440 +2025-09-22 10:31:26,414 INFO Epoch 4 Batch 699 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.138 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.436 +2025-09-22 10:33:36,201 INFO Epoch 4 Batch 799 LR : 0.00009 Top1 Acc.: 96.172 CLS Loss: 0.138 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.438 +2025-09-22 10:35:45,992 INFO Epoch 4 Batch 899 LR : 0.00009 Top1 Acc.: 95.914 CLS Loss: 0.141 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.445 +2025-09-22 10:37:55,774 INFO Epoch 4 Batch 999 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.136 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.427 +2025-09-22 10:40:05,583 INFO Epoch 4 Batch 1099 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.136 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.432 +2025-09-22 10:42:15,449 INFO Epoch 4 Batch 1199 LR : 0.00009 Top1 Acc.: 96.352 CLS Loss: 0.132 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.430 +2025-09-22 10:44:25,295 INFO Epoch 4 Batch 1299 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.142 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.455 +2025-09-22 10:46:35,121 INFO Epoch 4 Batch 1399 LR : 0.00009 Top1 Acc.: 96.289 CLS Loss: 0.132 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.423 +2025-09-22 10:48:44,929 INFO Epoch 4 Batch 1499 LR : 0.00009 Top1 Acc.: 96.125 CLS Loss: 0.138 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.437 +2025-09-22 10:50:54,739 INFO Epoch 4 Batch 1599 LR : 0.00009 Top1 Acc.: 95.859 CLS Loss: 0.138 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.420 +2025-09-22 10:53:04,518 INFO Epoch 4 Batch 1699 LR : 0.00009 Top1 Acc.: 96.320 CLS Loss: 0.139 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.438 +2025-09-22 10:55:14,462 INFO Epoch 4 Batch 1799 LR : 0.00009 Top1 Acc.: 96.273 CLS Loss: 0.137 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.421 +2025-09-22 10:57:24,258 INFO Epoch 4 Batch 1899 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.133 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.433 +2025-09-22 10:59:34,177 INFO Epoch 4 Batch 1999 LR : 0.00009 Top1 Acc.: 96.297 CLS Loss: 0.135 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.425 +2025-09-22 11:01:43,971 INFO Epoch 4 Batch 2099 LR : 0.00009 Top1 Acc.: 96.211 CLS Loss: 0.137 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.437 +2025-09-22 11:03:53,742 INFO Epoch 4 Batch 2199 LR : 0.00009 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.417 +2025-09-22 11:06:03,520 INFO Epoch 4 Batch 2299 LR : 0.00009 Top1 Acc.: 96.289 CLS Loss: 0.135 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.434 +2025-09-22 11:08:13,309 INFO Epoch 4 Batch 2399 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.135 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.429 +2025-09-22 11:10:23,100 INFO Epoch 4 Batch 2499 LR : 0.00009 Top1 Acc.: 96.016 CLS Loss: 0.141 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.452 +2025-09-22 11:12:32,976 INFO Epoch 4 Batch 2599 LR : 0.00009 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.419 +2025-09-22 11:14:42,749 INFO Epoch 4 Batch 2699 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.130 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.427 +2025-09-22 11:16:52,576 INFO Epoch 4 Batch 2799 LR : 0.00009 Top1 Acc.: 95.938 CLS Loss: 0.137 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.422 +2025-09-22 11:19:02,342 INFO Epoch 4 Batch 2899 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.139 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.450 +2025-09-22 11:21:12,157 INFO Epoch 4 Batch 2999 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.140 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.443 +2025-09-22 11:23:21,915 INFO Epoch 4 Batch 3099 LR : 0.00009 Top1 Acc.: 96.273 CLS Loss: 0.135 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.104 Tot. Loss: 1.432 +2025-09-22 11:25:31,714 INFO Epoch 4 Batch 3199 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.136 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.421 +2025-09-22 11:27:41,504 INFO Epoch 4 Batch 3299 LR : 0.00009 Top1 Acc.: 96.047 CLS Loss: 0.143 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.444 +2025-09-22 11:29:51,300 INFO Epoch 4 Batch 3399 LR : 0.00009 Top1 Acc.: 96.398 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.413 +2025-09-22 11:32:01,109 INFO Epoch 4 Batch 3499 LR : 0.00009 Top1 Acc.: 96.391 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.402 +2025-09-22 11:34:10,953 INFO Epoch 4 Batch 3599 LR : 0.00009 Top1 Acc.: 96.148 CLS Loss: 0.140 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.437 +2025-09-22 11:36:20,771 INFO Epoch 4 Batch 3699 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.135 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.421 +2025-09-22 11:38:30,580 INFO Epoch 4 Batch 3799 LR : 0.00009 Top1 Acc.: 96.023 CLS Loss: 0.142 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.167 Tot. Loss: 1.447 +2025-09-22 11:40:40,348 INFO Epoch 4 Batch 3899 LR : 0.00009 Top1 Acc.: 96.297 CLS Loss: 0.136 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.436 +2025-09-22 11:42:50,168 INFO Epoch 4 Batch 3999 LR : 0.00009 Top1 Acc.: 96.609 CLS Loss: 0.123 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.397 +2025-09-22 11:45:00,055 INFO Epoch 4 Batch 4099 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.138 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.433 +2025-09-22 11:47:09,795 INFO Epoch 4 Batch 4199 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.140 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.440 +2025-09-22 11:49:19,585 INFO Epoch 4 Batch 4299 LR : 0.00009 Top1 Acc.: 96.508 CLS Loss: 0.136 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.434 +2025-09-22 11:51:29,412 INFO Epoch 4 Batch 4399 LR : 0.00009 Top1 Acc.: 96.195 CLS Loss: 0.138 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.437 +2025-09-22 11:53:39,254 INFO Epoch 4 Batch 4499 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.137 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.167 Tot. Loss: 1.429 +2025-09-22 11:55:49,171 INFO Epoch 4 Batch 4599 LR : 0.00009 Top1 Acc.: 96.102 CLS Loss: 0.140 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.432 +2025-09-22 11:57:58,870 INFO Epoch 4 Batch 4699 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.134 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.416 +2025-09-22 12:00:08,609 INFO Epoch 4 Batch 4799 LR : 0.00009 Top1 Acc.: 95.930 CLS Loss: 0.142 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.438 +2025-09-22 12:02:18,030 INFO Epoch 4 Batch 4899 LR : 0.00009 Top1 Acc.: 96.117 CLS Loss: 0.146 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.453 +2025-09-22 12:04:27,265 INFO Epoch 4 Batch 4999 LR : 0.00009 Top1 Acc.: 96.070 CLS Loss: 0.136 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.096 Tot. Loss: 1.419 +2025-09-22 12:05:24,472 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 81.972 FPR: 58.032 AUROC: 87.922 AUPR: 60.920 AURC: 45.403 EAURC: 28.077 AUPR Succ.: 96.698 ECE: 4.835 NLL: 7.026 Brier: 25.932 +2025-09-22 12:06:33,028 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 82.022 FPR: 57.915 AUROC: 87.851 AUPR: 60.849 AURC: 45.516 EAURC: 28.290 AUPR Succ.: 96.675 ECE: 4.804 NLL: 7.030 Brier: 25.915 +2025-09-22 12:06:33,035 INFO ####### --- Training Epoch 5 --- ####### +2025-09-22 12:09:54,285 INFO Epoch 5 Batch 99 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.139 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.449 +2025-09-22 12:12:03,016 INFO Epoch 5 Batch 199 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.136 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.432 +2025-09-22 12:14:11,990 INFO Epoch 5 Batch 299 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.134 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.418 +2025-09-22 12:16:21,263 INFO Epoch 5 Batch 399 LR : 0.00009 Top1 Acc.: 96.273 CLS Loss: 0.143 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.437 +2025-09-22 12:18:30,779 INFO Epoch 5 Batch 499 LR : 0.00009 Top1 Acc.: 96.367 CLS Loss: 0.136 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.431 +2025-09-22 12:20:40,535 INFO Epoch 5 Batch 599 LR : 0.00009 Top1 Acc.: 96.148 CLS Loss: 0.140 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.425 +2025-09-22 12:22:50,323 INFO Epoch 5 Batch 699 LR : 0.00009 Top1 Acc.: 96.250 CLS Loss: 0.136 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.422 +2025-09-22 12:25:00,003 INFO Epoch 5 Batch 799 LR : 0.00009 Top1 Acc.: 96.297 CLS Loss: 0.135 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.427 +2025-09-22 12:27:09,761 INFO Epoch 5 Batch 899 LR : 0.00009 Top1 Acc.: 95.969 CLS Loss: 0.138 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.437 +2025-09-22 12:29:19,482 INFO Epoch 5 Batch 999 LR : 0.00009 Top1 Acc.: 96.141 CLS Loss: 0.134 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.428 +2025-09-22 12:31:29,222 INFO Epoch 5 Batch 1099 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.134 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.426 +2025-09-22 12:33:38,929 INFO Epoch 5 Batch 1199 LR : 0.00009 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.418 +2025-09-22 12:35:48,708 INFO Epoch 5 Batch 1299 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.139 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.440 +2025-09-22 12:37:58,429 INFO Epoch 5 Batch 1399 LR : 0.00009 Top1 Acc.: 96.258 CLS Loss: 0.130 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.096 Tot. Loss: 1.404 +2025-09-22 12:40:08,116 INFO Epoch 5 Batch 1499 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.135 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.427 +2025-09-22 12:42:17,793 INFO Epoch 5 Batch 1599 LR : 0.00009 Top1 Acc.: 96.070 CLS Loss: 0.135 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.413 +2025-09-22 12:44:27,463 INFO Epoch 5 Batch 1699 LR : 0.00009 Top1 Acc.: 96.320 CLS Loss: 0.137 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.427 +2025-09-22 12:46:37,161 INFO Epoch 5 Batch 1799 LR : 0.00009 Top1 Acc.: 96.234 CLS Loss: 0.136 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.429 +2025-09-22 12:48:46,896 INFO Epoch 5 Batch 1899 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.415 +2025-09-22 12:50:56,781 INFO Epoch 5 Batch 1999 LR : 0.00009 Top1 Acc.: 96.352 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.431 +2025-09-22 12:53:06,701 INFO Epoch 5 Batch 2099 LR : 0.00009 Top1 Acc.: 96.242 CLS Loss: 0.135 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.427 +2025-09-22 12:55:16,426 INFO Epoch 5 Batch 2199 LR : 0.00009 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.411 +2025-09-22 12:57:26,119 INFO Epoch 5 Batch 2299 LR : 0.00009 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.426 +2025-09-22 12:59:35,821 INFO Epoch 5 Batch 2399 LR : 0.00009 Top1 Acc.: 96.422 CLS Loss: 0.133 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.425 +2025-09-22 13:01:45,554 INFO Epoch 5 Batch 2499 LR : 0.00009 Top1 Acc.: 96.008 CLS Loss: 0.140 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.451 +2025-09-22 13:03:55,244 INFO Epoch 5 Batch 2599 LR : 0.00009 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.415 +2025-09-22 13:06:04,992 INFO Epoch 5 Batch 2699 LR : 0.00009 Top1 Acc.: 96.359 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.410 +2025-09-22 13:08:14,737 INFO Epoch 5 Batch 2799 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.136 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.421 +2025-09-22 13:10:24,457 INFO Epoch 5 Batch 2899 LR : 0.00009 Top1 Acc.: 96.359 CLS Loss: 0.136 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.451 +2025-09-22 13:12:34,189 INFO Epoch 5 Batch 2999 LR : 0.00009 Top1 Acc.: 96.016 CLS Loss: 0.138 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.425 +2025-09-22 13:14:43,858 INFO Epoch 5 Batch 3099 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.134 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.414 +2025-09-22 13:16:53,594 INFO Epoch 5 Batch 3199 LR : 0.00009 Top1 Acc.: 96.242 CLS Loss: 0.134 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.430 +2025-09-22 13:19:03,333 INFO Epoch 5 Batch 3299 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.140 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.436 +2025-09-22 13:21:13,022 INFO Epoch 5 Batch 3399 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.422 +2025-09-22 13:23:22,726 INFO Epoch 5 Batch 3499 LR : 0.00009 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.416 +2025-09-22 13:25:32,378 INFO Epoch 5 Batch 3599 LR : 0.00009 Top1 Acc.: 96.102 CLS Loss: 0.139 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.433 +2025-09-22 13:27:42,003 INFO Epoch 5 Batch 3699 LR : 0.00009 Top1 Acc.: 96.352 CLS Loss: 0.133 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.422 +2025-09-22 13:29:51,800 INFO Epoch 5 Batch 3799 LR : 0.00009 Top1 Acc.: 96.125 CLS Loss: 0.140 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.448 +2025-09-22 13:32:01,482 INFO Epoch 5 Batch 3899 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.135 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.431 +2025-09-22 13:34:11,136 INFO Epoch 5 Batch 3999 LR : 0.00009 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.108 Tot. Loss: 1.396 +2025-09-22 13:36:20,821 INFO Epoch 5 Batch 4099 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.136 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.437 +2025-09-22 13:38:30,594 INFO Epoch 5 Batch 4199 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.138 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.438 +2025-09-22 13:40:40,481 INFO Epoch 5 Batch 4299 LR : 0.00009 Top1 Acc.: 96.500 CLS Loss: 0.134 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.424 +2025-09-22 13:42:50,237 INFO Epoch 5 Batch 4399 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.136 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.424 +2025-09-22 13:44:59,955 INFO Epoch 5 Batch 4499 LR : 0.00009 Top1 Acc.: 96.195 CLS Loss: 0.136 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.425 +2025-09-22 13:47:09,709 INFO Epoch 5 Batch 4599 LR : 0.00009 Top1 Acc.: 96.172 CLS Loss: 0.138 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.423 +2025-09-22 13:49:19,420 INFO Epoch 5 Batch 4699 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.131 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.417 +2025-09-22 13:51:29,125 INFO Epoch 5 Batch 4799 LR : 0.00009 Top1 Acc.: 95.969 CLS Loss: 0.139 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.437 +2025-09-22 13:53:38,802 INFO Epoch 5 Batch 4899 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.144 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.445 +2025-09-22 13:55:47,888 INFO Epoch 5 Batch 4999 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.135 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.425 +2025-09-22 13:56:48,384 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 81.960 FPR: 57.738 AUROC: 87.945 AUPR: 60.911 AURC: 45.222 EAURC: 27.872 AUPR Succ.: 96.723 ECE: 4.842 NLL: 7.019 Brier: 25.940 +2025-09-22 13:57:33,936 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 81.998 FPR: 57.927 AUROC: 87.905 AUPR: 60.941 AURC: 45.321 EAURC: 28.047 AUPR Succ.: 96.703 ECE: 4.812 NLL: 7.023 Brier: 25.925 +2025-09-22 13:57:33,944 INFO ####### --- Training Epoch 6 --- ####### +2025-09-22 14:00:54,529 INFO Epoch 6 Batch 99 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.138 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.427 +2025-09-22 14:03:03,410 INFO Epoch 6 Batch 199 LR : 0.00009 Top1 Acc.: 96.352 CLS Loss: 0.134 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.424 +2025-09-22 14:05:12,458 INFO Epoch 6 Batch 299 LR : 0.00009 Top1 Acc.: 96.234 CLS Loss: 0.132 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.430 +2025-09-22 14:07:21,509 INFO Epoch 6 Batch 399 LR : 0.00008 Top1 Acc.: 96.328 CLS Loss: 0.141 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.432 +2025-09-22 14:09:30,559 INFO Epoch 6 Batch 499 LR : 0.00008 Top1 Acc.: 96.367 CLS Loss: 0.135 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.421 +2025-09-22 14:11:39,704 INFO Epoch 6 Batch 599 LR : 0.00008 Top1 Acc.: 96.125 CLS Loss: 0.139 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.426 +2025-09-22 14:13:48,885 INFO Epoch 6 Batch 699 LR : 0.00008 Top1 Acc.: 96.219 CLS Loss: 0.135 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.416 +2025-09-22 14:15:58,299 INFO Epoch 6 Batch 799 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.134 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.413 +2025-09-22 14:18:07,782 INFO Epoch 6 Batch 899 LR : 0.00008 Top1 Acc.: 96.008 CLS Loss: 0.137 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.434 +2025-09-22 14:20:17,386 INFO Epoch 6 Batch 999 LR : 0.00008 Top1 Acc.: 96.141 CLS Loss: 0.133 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.416 +2025-09-22 14:22:27,181 INFO Epoch 6 Batch 1099 LR : 0.00008 Top1 Acc.: 96.320 CLS Loss: 0.132 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.415 +2025-09-22 14:24:37,031 INFO Epoch 6 Batch 1199 LR : 0.00008 Top1 Acc.: 96.477 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.409 +2025-09-22 14:26:46,875 INFO Epoch 6 Batch 1299 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.137 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.430 +2025-09-22 14:28:56,744 INFO Epoch 6 Batch 1399 LR : 0.00008 Top1 Acc.: 96.352 CLS Loss: 0.128 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.406 +2025-09-22 14:31:06,558 INFO Epoch 6 Batch 1499 LR : 0.00008 Top1 Acc.: 96.344 CLS Loss: 0.134 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.435 +2025-09-22 14:33:16,310 INFO Epoch 6 Batch 1599 LR : 0.00008 Top1 Acc.: 96.031 CLS Loss: 0.134 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.417 +2025-09-22 14:35:26,090 INFO Epoch 6 Batch 1699 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.135 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.425 +2025-09-22 14:37:36,019 INFO Epoch 6 Batch 1799 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.133 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.100 Tot. Loss: 1.418 +2025-09-22 14:39:45,783 INFO Epoch 6 Batch 1899 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.129 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.106 Tot. Loss: 1.413 +2025-09-22 14:41:55,627 INFO Epoch 6 Batch 1999 LR : 0.00008 Top1 Acc.: 96.414 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.421 +2025-09-22 14:44:05,464 INFO Epoch 6 Batch 2099 LR : 0.00008 Top1 Acc.: 96.242 CLS Loss: 0.134 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.419 +2025-09-22 14:46:15,404 INFO Epoch 6 Batch 2199 LR : 0.00008 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.115 Tot. Loss: 1.414 +2025-09-22 14:48:25,293 INFO Epoch 6 Batch 2299 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.131 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.432 +2025-09-22 14:50:35,154 INFO Epoch 6 Batch 2399 LR : 0.00008 Top1 Acc.: 96.500 CLS Loss: 0.131 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.428 +2025-09-22 14:52:45,009 INFO Epoch 6 Batch 2499 LR : 0.00008 Top1 Acc.: 96.031 CLS Loss: 0.138 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.442 +2025-09-22 14:54:54,757 INFO Epoch 6 Batch 2599 LR : 0.00008 Top1 Acc.: 96.523 CLS Loss: 0.125 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.100 Tot. Loss: 1.409 +2025-09-22 14:57:04,475 INFO Epoch 6 Batch 2699 LR : 0.00008 Top1 Acc.: 96.398 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.407 +2025-09-22 14:59:14,274 INFO Epoch 6 Batch 2799 LR : 0.00008 Top1 Acc.: 96.102 CLS Loss: 0.134 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.412 +2025-09-22 15:01:24,180 INFO Epoch 6 Batch 2899 LR : 0.00008 Top1 Acc.: 96.461 CLS Loss: 0.135 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.436 +2025-09-22 15:03:34,063 INFO Epoch 6 Batch 2999 LR : 0.00008 Top1 Acc.: 96.125 CLS Loss: 0.136 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.436 +2025-09-22 15:05:43,813 INFO Epoch 6 Batch 3099 LR : 0.00008 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.417 +2025-09-22 15:07:53,538 INFO Epoch 6 Batch 3199 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.133 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.408 +2025-09-22 15:10:03,363 INFO Epoch 6 Batch 3299 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.138 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.431 +2025-09-22 15:12:13,088 INFO Epoch 6 Batch 3399 LR : 0.00008 Top1 Acc.: 96.602 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.105 Tot. Loss: 1.411 +2025-09-22 15:14:22,823 INFO Epoch 6 Batch 3499 LR : 0.00008 Top1 Acc.: 96.445 CLS Loss: 0.126 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.399 +2025-09-22 15:16:32,555 INFO Epoch 6 Batch 3599 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.137 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.429 +2025-09-22 15:18:42,283 INFO Epoch 6 Batch 3699 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.132 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.412 +2025-09-22 15:20:52,006 INFO Epoch 6 Batch 3799 LR : 0.00008 Top1 Acc.: 96.102 CLS Loss: 0.139 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.432 +2025-09-22 15:23:01,857 INFO Epoch 6 Batch 3899 LR : 0.00008 Top1 Acc.: 96.344 CLS Loss: 0.134 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.421 +2025-09-22 15:25:11,817 INFO Epoch 6 Batch 3999 LR : 0.00008 Top1 Acc.: 96.805 CLS Loss: 0.119 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.094 Tot. Loss: 1.388 +2025-09-22 15:27:21,635 INFO Epoch 6 Batch 4099 LR : 0.00008 Top1 Acc.: 96.258 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.425 +2025-09-22 15:29:31,547 INFO Epoch 6 Batch 4199 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.136 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.435 +2025-09-22 15:31:41,382 INFO Epoch 6 Batch 4299 LR : 0.00008 Top1 Acc.: 96.547 CLS Loss: 0.134 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.423 +2025-09-22 15:33:51,227 INFO Epoch 6 Batch 4399 LR : 0.00008 Top1 Acc.: 96.227 CLS Loss: 0.136 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.421 +2025-09-22 15:36:01,017 INFO Epoch 6 Batch 4499 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.134 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.427 +2025-09-22 15:38:10,851 INFO Epoch 6 Batch 4599 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.136 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.414 +2025-09-22 15:40:20,652 INFO Epoch 6 Batch 4699 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.415 +2025-09-22 15:42:30,458 INFO Epoch 6 Batch 4799 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.137 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.426 +2025-09-22 15:44:40,351 INFO Epoch 6 Batch 4899 LR : 0.00008 Top1 Acc.: 96.195 CLS Loss: 0.142 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.432 +2025-09-22 15:46:50,171 INFO Epoch 6 Batch 4999 LR : 0.00008 Top1 Acc.: 96.227 CLS Loss: 0.133 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.409 +2025-09-22 15:48:06,552 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 81.964 FPR: 57.862 AUROC: 87.962 AUPR: 60.922 AURC: 45.027 EAURC: 27.685 AUPR Succ.: 96.746 ECE: 4.834 NLL: 7.015 Brier: 25.945 +2025-09-22 15:49:08,060 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 81.996 FPR: 58.020 AUROC: 87.922 AUPR: 60.831 AURC: 45.119 EAURC: 27.841 AUPR Succ.: 96.728 ECE: 4.819 NLL: 7.017 Brier: 25.931 +2025-09-22 15:49:08,068 INFO ####### --- Training Epoch 7 --- ####### +2025-09-22 15:52:27,812 INFO Epoch 7 Batch 99 LR : 0.00008 Top1 Acc.: 96.383 CLS Loss: 0.136 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.422 +2025-09-22 15:54:36,877 INFO Epoch 7 Batch 199 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.133 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.422 +2025-09-22 15:56:46,164 INFO Epoch 7 Batch 299 LR : 0.00008 Top1 Acc.: 96.250 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.417 +2025-09-22 15:58:55,518 INFO Epoch 7 Batch 399 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.140 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.442 +2025-09-22 16:01:04,697 INFO Epoch 7 Batch 499 LR : 0.00008 Top1 Acc.: 96.477 CLS Loss: 0.132 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.413 +2025-09-22 16:03:14,024 INFO Epoch 7 Batch 599 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.138 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.429 +2025-09-22 16:05:23,521 INFO Epoch 7 Batch 699 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.133 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.420 +2025-09-22 16:07:33,009 INFO Epoch 7 Batch 799 LR : 0.00008 Top1 Acc.: 96.414 CLS Loss: 0.133 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.415 +2025-09-22 16:09:42,580 INFO Epoch 7 Batch 899 LR : 0.00008 Top1 Acc.: 96.133 CLS Loss: 0.135 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.421 +2025-09-22 16:11:52,266 INFO Epoch 7 Batch 999 LR : 0.00008 Top1 Acc.: 96.227 CLS Loss: 0.131 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.423 +2025-09-22 16:14:01,979 INFO Epoch 7 Batch 1099 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.132 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.406 +2025-09-22 16:16:11,718 INFO Epoch 7 Batch 1199 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.415 +2025-09-22 16:18:21,538 INFO Epoch 7 Batch 1299 LR : 0.00008 Top1 Acc.: 96.188 CLS Loss: 0.136 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.427 +2025-09-22 16:20:31,233 INFO Epoch 7 Batch 1399 LR : 0.00008 Top1 Acc.: 96.336 CLS Loss: 0.128 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.407 +2025-09-22 16:22:40,950 INFO Epoch 7 Batch 1499 LR : 0.00008 Top1 Acc.: 96.336 CLS Loss: 0.132 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.115 Tot. Loss: 1.407 +2025-09-22 16:24:50,682 INFO Epoch 7 Batch 1599 LR : 0.00008 Top1 Acc.: 96.086 CLS Loss: 0.132 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.409 +2025-09-22 16:27:00,406 INFO Epoch 7 Batch 1699 LR : 0.00008 Top1 Acc.: 96.461 CLS Loss: 0.134 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.432 +2025-09-22 16:29:10,151 INFO Epoch 7 Batch 1799 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.414 +2025-09-22 16:31:19,897 INFO Epoch 7 Batch 1899 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.128 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.417 +2025-09-22 16:33:29,657 INFO Epoch 7 Batch 1999 LR : 0.00008 Top1 Acc.: 96.391 CLS Loss: 0.130 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.409 +2025-09-22 16:35:39,483 INFO Epoch 7 Batch 2099 LR : 0.00008 Top1 Acc.: 96.367 CLS Loss: 0.132 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.428 +2025-09-22 16:37:49,246 INFO Epoch 7 Batch 2199 LR : 0.00008 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.392 +2025-09-22 16:39:59,009 INFO Epoch 7 Batch 2299 LR : 0.00008 Top1 Acc.: 96.453 CLS Loss: 0.130 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.427 +2025-09-22 16:42:08,830 INFO Epoch 7 Batch 2399 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.420 +2025-09-22 16:44:18,623 INFO Epoch 7 Batch 2499 LR : 0.00008 Top1 Acc.: 96.133 CLS Loss: 0.137 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.441 +2025-09-22 16:46:28,367 INFO Epoch 7 Batch 2599 LR : 0.00008 Top1 Acc.: 96.539 CLS Loss: 0.125 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.402 +2025-09-22 16:48:38,044 INFO Epoch 7 Batch 2699 LR : 0.00008 Top1 Acc.: 96.414 CLS Loss: 0.124 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.416 +2025-09-22 16:50:47,776 INFO Epoch 7 Batch 2799 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.133 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.414 +2025-09-22 16:52:57,565 INFO Epoch 7 Batch 2899 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.134 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.441 +2025-09-22 16:55:07,287 INFO Epoch 7 Batch 2999 LR : 0.00008 Top1 Acc.: 96.133 CLS Loss: 0.135 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.424 +2025-09-22 16:57:17,033 INFO Epoch 7 Batch 3099 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.414 +2025-09-22 16:59:26,867 INFO Epoch 7 Batch 3199 LR : 0.00008 Top1 Acc.: 96.289 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.414 +2025-09-22 17:01:36,584 INFO Epoch 7 Batch 3299 LR : 0.00008 Top1 Acc.: 96.398 CLS Loss: 0.137 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.428 +2025-09-22 17:03:46,354 INFO Epoch 7 Batch 3399 LR : 0.00007 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.402 +2025-09-22 17:05:56,230 INFO Epoch 7 Batch 3499 LR : 0.00007 Top1 Acc.: 96.508 CLS Loss: 0.125 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.115 Tot. Loss: 1.395 +2025-09-22 17:08:06,026 INFO Epoch 7 Batch 3599 LR : 0.00007 Top1 Acc.: 96.227 CLS Loss: 0.136 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.433 +2025-09-22 17:10:15,853 INFO Epoch 7 Batch 3699 LR : 0.00007 Top1 Acc.: 96.430 CLS Loss: 0.131 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.408 +2025-09-22 17:12:25,623 INFO Epoch 7 Batch 3799 LR : 0.00007 Top1 Acc.: 96.195 CLS Loss: 0.137 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.446 +2025-09-22 17:14:35,351 INFO Epoch 7 Batch 3899 LR : 0.00007 Top1 Acc.: 96.430 CLS Loss: 0.132 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.421 +2025-09-22 17:16:45,188 INFO Epoch 7 Batch 3999 LR : 0.00007 Top1 Acc.: 96.766 CLS Loss: 0.118 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.393 +2025-09-22 17:18:55,023 INFO Epoch 7 Batch 4099 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.133 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.421 +2025-09-22 17:21:04,864 INFO Epoch 7 Batch 4199 LR : 0.00007 Top1 Acc.: 96.289 CLS Loss: 0.135 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.429 +2025-09-22 17:23:14,648 INFO Epoch 7 Batch 4299 LR : 0.00007 Top1 Acc.: 96.531 CLS Loss: 0.132 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.407 +2025-09-22 17:25:24,360 INFO Epoch 7 Batch 4399 LR : 0.00007 Top1 Acc.: 96.242 CLS Loss: 0.134 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.414 +2025-09-22 17:27:34,076 INFO Epoch 7 Batch 4499 LR : 0.00007 Top1 Acc.: 96.320 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.425 +2025-09-22 17:29:43,890 INFO Epoch 7 Batch 4599 LR : 0.00007 Top1 Acc.: 96.234 CLS Loss: 0.135 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.409 +2025-09-22 17:31:53,717 INFO Epoch 7 Batch 4699 LR : 0.00007 Top1 Acc.: 96.352 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.411 +2025-09-22 17:34:03,493 INFO Epoch 7 Batch 4799 LR : 0.00007 Top1 Acc.: 96.133 CLS Loss: 0.136 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.422 +2025-09-22 17:36:13,244 INFO Epoch 7 Batch 4899 LR : 0.00007 Top1 Acc.: 96.180 CLS Loss: 0.142 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.429 +2025-09-22 17:38:23,029 INFO Epoch 7 Batch 4999 LR : 0.00007 Top1 Acc.: 96.219 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.417 +2025-09-22 17:39:25,521 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 81.996 FPR: 58.065 AUROC: 87.922 AUPR: 60.722 AURC: 44.870 EAURC: 27.592 AUPR Succ.: 96.759 ECE: 4.778 NLL: 7.011 Brier: 25.952 +2025-09-22 17:40:06,868 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 81.990 FPR: 57.990 AUROC: 87.944 AUPR: 60.952 AURC: 44.957 EAURC: 27.666 AUPR Succ.: 96.749 ECE: 4.807 NLL: 7.015 Brier: 25.943 +2025-09-22 17:40:06,875 INFO ####### --- Training Epoch 8 --- ####### +2025-09-22 17:43:28,117 INFO Epoch 8 Batch 99 LR : 0.00007 Top1 Acc.: 96.445 CLS Loss: 0.135 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.426 +2025-09-22 17:45:36,877 INFO Epoch 8 Batch 199 LR : 0.00007 Top1 Acc.: 96.414 CLS Loss: 0.132 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.426 +2025-09-22 17:47:46,060 INFO Epoch 8 Batch 299 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.407 +2025-09-22 17:49:55,519 INFO Epoch 8 Batch 399 LR : 0.00007 Top1 Acc.: 96.289 CLS Loss: 0.139 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.430 +2025-09-22 17:52:05,017 INFO Epoch 8 Batch 499 LR : 0.00007 Top1 Acc.: 96.414 CLS Loss: 0.132 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.426 +2025-09-22 17:54:14,304 INFO Epoch 8 Batch 599 LR : 0.00007 Top1 Acc.: 96.258 CLS Loss: 0.137 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.423 +2025-09-22 17:56:23,614 INFO Epoch 8 Batch 699 LR : 0.00007 Top1 Acc.: 96.305 CLS Loss: 0.132 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.416 +2025-09-22 17:58:33,079 INFO Epoch 8 Batch 799 LR : 0.00007 Top1 Acc.: 96.492 CLS Loss: 0.132 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.400 +2025-09-22 18:00:42,405 INFO Epoch 8 Batch 899 LR : 0.00007 Top1 Acc.: 96.117 CLS Loss: 0.134 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.436 +2025-09-22 18:02:51,854 INFO Epoch 8 Batch 999 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.408 +2025-09-22 18:05:01,520 INFO Epoch 8 Batch 1099 LR : 0.00007 Top1 Acc.: 96.430 CLS Loss: 0.130 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.404 +2025-09-22 18:07:11,314 INFO Epoch 8 Batch 1199 LR : 0.00007 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.411 +2025-09-22 18:09:21,187 INFO Epoch 8 Batch 1299 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.135 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.169 Tot. Loss: 1.429 +2025-09-22 18:11:31,040 INFO Epoch 8 Batch 1399 LR : 0.00007 Top1 Acc.: 96.359 CLS Loss: 0.127 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.390 +2025-09-22 18:13:40,852 INFO Epoch 8 Batch 1499 LR : 0.00007 Top1 Acc.: 96.414 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.414 +2025-09-22 18:15:50,583 INFO Epoch 8 Batch 1599 LR : 0.00007 Top1 Acc.: 96.141 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.163 Tot. Loss: 1.417 +2025-09-22 18:18:00,380 INFO Epoch 8 Batch 1699 LR : 0.00007 Top1 Acc.: 96.398 CLS Loss: 0.133 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.415 +2025-09-22 18:20:10,307 INFO Epoch 8 Batch 1799 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.407 +2025-09-22 18:22:20,085 INFO Epoch 8 Batch 1899 LR : 0.00007 Top1 Acc.: 96.375 CLS Loss: 0.126 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.401 +2025-09-22 18:24:29,881 INFO Epoch 8 Batch 1999 LR : 0.00007 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.408 +2025-09-22 18:26:39,733 INFO Epoch 8 Batch 2099 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.131 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.415 +2025-09-22 18:28:49,545 INFO Epoch 8 Batch 2199 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.123 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.404 +2025-09-22 18:30:59,325 INFO Epoch 8 Batch 2299 LR : 0.00007 Top1 Acc.: 96.492 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.418 +2025-09-22 18:33:09,112 INFO Epoch 8 Batch 2399 LR : 0.00007 Top1 Acc.: 96.445 CLS Loss: 0.129 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.405 +2025-09-22 18:35:18,949 INFO Epoch 8 Batch 2499 LR : 0.00007 Top1 Acc.: 96.148 CLS Loss: 0.135 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.436 +2025-09-22 18:37:28,791 INFO Epoch 8 Batch 2599 LR : 0.00007 Top1 Acc.: 96.539 CLS Loss: 0.123 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.408 +2025-09-22 18:39:38,578 INFO Epoch 8 Batch 2699 LR : 0.00007 Top1 Acc.: 96.414 CLS Loss: 0.123 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.404 +2025-09-22 18:41:48,464 INFO Epoch 8 Batch 2799 LR : 0.00007 Top1 Acc.: 96.156 CLS Loss: 0.131 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.403 +2025-09-22 18:43:58,225 INFO Epoch 8 Batch 2899 LR : 0.00007 Top1 Acc.: 96.461 CLS Loss: 0.133 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.184 Tot. Loss: 1.451 +2025-09-22 18:46:08,091 INFO Epoch 8 Batch 2999 LR : 0.00007 Top1 Acc.: 96.195 CLS Loss: 0.134 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.433 +2025-09-22 18:48:17,966 INFO Epoch 8 Batch 3099 LR : 0.00007 Top1 Acc.: 96.555 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.414 +2025-09-22 18:50:27,897 INFO Epoch 8 Batch 3199 LR : 0.00007 Top1 Acc.: 96.305 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.408 +2025-09-22 18:52:37,687 INFO Epoch 8 Batch 3299 LR : 0.00007 Top1 Acc.: 96.461 CLS Loss: 0.136 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.176 Tot. Loss: 1.422 +2025-09-22 18:54:47,531 INFO Epoch 8 Batch 3399 LR : 0.00007 Top1 Acc.: 96.633 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.407 +2025-09-22 18:56:57,283 INFO Epoch 8 Batch 3499 LR : 0.00007 Top1 Acc.: 96.531 CLS Loss: 0.124 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.398 +2025-09-22 18:59:07,041 INFO Epoch 8 Batch 3599 LR : 0.00007 Top1 Acc.: 96.234 CLS Loss: 0.135 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.424 +2025-09-22 19:01:16,927 INFO Epoch 8 Batch 3699 LR : 0.00007 Top1 Acc.: 96.469 CLS Loss: 0.130 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.403 +2025-09-22 19:03:26,724 INFO Epoch 8 Batch 3799 LR : 0.00007 Top1 Acc.: 96.227 CLS Loss: 0.136 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.426 +2025-09-22 19:05:36,515 INFO Epoch 8 Batch 3899 LR : 0.00007 Top1 Acc.: 96.531 CLS Loss: 0.131 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.411 +2025-09-22 19:07:46,367 INFO Epoch 8 Batch 3999 LR : 0.00007 Top1 Acc.: 96.766 CLS Loss: 0.117 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.108 Tot. Loss: 1.387 +2025-09-22 19:09:56,217 INFO Epoch 8 Batch 4099 LR : 0.00007 Top1 Acc.: 96.273 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.413 +2025-09-22 19:12:06,050 INFO Epoch 8 Batch 4199 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.425 +2025-09-22 19:14:15,925 INFO Epoch 8 Batch 4299 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.407 +2025-09-22 19:16:25,784 INFO Epoch 8 Batch 4399 LR : 0.00007 Top1 Acc.: 96.273 CLS Loss: 0.132 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.415 +2025-09-22 19:18:35,667 INFO Epoch 8 Batch 4499 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.132 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.415 +2025-09-22 19:20:45,461 INFO Epoch 8 Batch 4599 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.134 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.415 +2025-09-22 19:22:55,310 INFO Epoch 8 Batch 4699 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.405 +2025-09-22 19:25:05,143 INFO Epoch 8 Batch 4799 LR : 0.00007 Top1 Acc.: 96.164 CLS Loss: 0.135 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.428 +2025-09-22 19:27:14,940 INFO Epoch 8 Batch 4899 LR : 0.00007 Top1 Acc.: 96.234 CLS Loss: 0.140 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.434 +2025-09-22 19:29:24,812 INFO Epoch 8 Batch 4999 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.130 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.403 +2025-09-22 19:30:29,844 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 81.974 FPR: 57.972 AUROC: 87.979 AUPR: 61.034 AURC: 44.767 EAURC: 27.445 AUPR Succ.: 96.775 ECE: 4.807 NLL: 7.009 Brier: 25.953 +2025-09-22 19:31:11,881 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 81.994 FPR: 58.203 AUROC: 87.951 AUPR: 60.938 AURC: 44.821 EAURC: 27.539 AUPR Succ.: 96.765 ECE: 4.802 NLL: 7.012 Brier: 25.949 +2025-09-22 19:31:11,888 INFO ####### --- Training Epoch 9 --- ####### +2025-09-22 19:34:34,023 INFO Epoch 9 Batch 99 LR : 0.00007 Top1 Acc.: 96.352 CLS Loss: 0.133 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.435 +2025-09-22 19:36:43,020 INFO Epoch 9 Batch 199 LR : 0.00007 Top1 Acc.: 96.477 CLS Loss: 0.130 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.413 +2025-09-22 19:38:52,353 INFO Epoch 9 Batch 299 LR : 0.00007 Top1 Acc.: 96.320 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.418 +2025-09-22 19:41:01,896 INFO Epoch 9 Batch 399 LR : 0.00006 Top1 Acc.: 96.422 CLS Loss: 0.137 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.422 +2025-09-22 19:43:11,669 INFO Epoch 9 Batch 499 LR : 0.00006 Top1 Acc.: 96.422 CLS Loss: 0.131 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.419 +2025-09-22 19:45:21,409 INFO Epoch 9 Batch 599 LR : 0.00006 Top1 Acc.: 96.297 CLS Loss: 0.136 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.419 +2025-09-22 19:47:30,941 INFO Epoch 9 Batch 699 LR : 0.00006 Top1 Acc.: 96.352 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.406 +2025-09-22 19:49:40,115 INFO Epoch 9 Batch 799 LR : 0.00006 Top1 Acc.: 96.469 CLS Loss: 0.130 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.407 +2025-09-22 19:51:49,451 INFO Epoch 9 Batch 899 LR : 0.00006 Top1 Acc.: 96.156 CLS Loss: 0.134 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.435 +2025-09-22 19:53:59,016 INFO Epoch 9 Batch 999 LR : 0.00006 Top1 Acc.: 96.242 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.401 +2025-09-22 19:56:08,671 INFO Epoch 9 Batch 1099 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.129 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.398 +2025-09-22 19:58:18,402 INFO Epoch 9 Batch 1199 LR : 0.00006 Top1 Acc.: 96.531 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.401 +2025-09-22 20:00:28,205 INFO Epoch 9 Batch 1299 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.134 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.421 +2025-09-22 20:02:38,062 INFO Epoch 9 Batch 1399 LR : 0.00006 Top1 Acc.: 96.508 CLS Loss: 0.125 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.392 +2025-09-22 20:04:47,861 INFO Epoch 9 Batch 1499 LR : 0.00006 Top1 Acc.: 96.516 CLS Loss: 0.130 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.098 Tot. Loss: 1.404 +2025-09-22 20:06:57,652 INFO Epoch 9 Batch 1599 LR : 0.00006 Top1 Acc.: 96.203 CLS Loss: 0.130 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.103 Tot. Loss: 1.396 +2025-09-22 20:09:07,458 INFO Epoch 9 Batch 1699 LR : 0.00006 Top1 Acc.: 96.430 CLS Loss: 0.132 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.414 +2025-09-22 20:11:17,352 INFO Epoch 9 Batch 1799 LR : 0.00006 Top1 Acc.: 96.445 CLS Loss: 0.129 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.407 +2025-09-22 20:13:27,026 INFO Epoch 9 Batch 1899 LR : 0.00006 Top1 Acc.: 96.445 CLS Loss: 0.125 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.393 +2025-09-22 20:15:36,708 INFO Epoch 9 Batch 1999 LR : 0.00006 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.105 Tot. Loss: 1.420 +2025-09-22 20:17:46,412 INFO Epoch 9 Batch 2099 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.411 +2025-09-22 20:19:56,100 INFO Epoch 9 Batch 2199 LR : 0.00006 Top1 Acc.: 96.680 CLS Loss: 0.122 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.388 +2025-09-22 20:22:05,811 INFO Epoch 9 Batch 2299 LR : 0.00006 Top1 Acc.: 96.500 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.415 +2025-09-22 20:24:15,531 INFO Epoch 9 Batch 2399 LR : 0.00006 Top1 Acc.: 96.555 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.410 +2025-09-22 20:26:25,302 INFO Epoch 9 Batch 2499 LR : 0.00006 Top1 Acc.: 96.180 CLS Loss: 0.135 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.431 +2025-09-22 20:28:34,963 INFO Epoch 9 Batch 2599 LR : 0.00006 Top1 Acc.: 96.648 CLS Loss: 0.122 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.404 +2025-09-22 20:30:44,646 INFO Epoch 9 Batch 2699 LR : 0.00006 Top1 Acc.: 96.516 CLS Loss: 0.122 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.385 +2025-09-22 20:32:54,319 INFO Epoch 9 Batch 2799 LR : 0.00006 Top1 Acc.: 96.227 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.408 +2025-09-22 20:35:04,035 INFO Epoch 9 Batch 2899 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.132 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.437 +2025-09-22 20:37:13,710 INFO Epoch 9 Batch 2999 LR : 0.00006 Top1 Acc.: 96.203 CLS Loss: 0.133 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.427 +2025-09-22 20:39:23,363 INFO Epoch 9 Batch 3099 LR : 0.00006 Top1 Acc.: 96.586 CLS Loss: 0.129 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.405 +2025-09-22 20:41:33,064 INFO Epoch 9 Batch 3199 LR : 0.00006 Top1 Acc.: 96.352 CLS Loss: 0.129 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.388 +2025-09-22 20:43:42,755 INFO Epoch 9 Batch 3299 LR : 0.00006 Top1 Acc.: 96.453 CLS Loss: 0.136 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.424 +2025-09-22 20:45:52,426 INFO Epoch 9 Batch 3399 LR : 0.00006 Top1 Acc.: 96.648 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.396 +2025-09-22 20:48:02,153 INFO Epoch 9 Batch 3499 LR : 0.00006 Top1 Acc.: 96.609 CLS Loss: 0.122 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.385 +2025-09-22 20:50:11,888 INFO Epoch 9 Batch 3599 LR : 0.00006 Top1 Acc.: 96.242 CLS Loss: 0.134 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.419 +2025-09-22 20:52:21,526 INFO Epoch 9 Batch 3699 LR : 0.00006 Top1 Acc.: 96.508 CLS Loss: 0.129 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.406 +2025-09-22 20:54:31,238 INFO Epoch 9 Batch 3799 LR : 0.00006 Top1 Acc.: 96.312 CLS Loss: 0.136 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.429 +2025-09-22 20:56:40,934 INFO Epoch 9 Batch 3899 LR : 0.00006 Top1 Acc.: 96.492 CLS Loss: 0.131 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.407 +2025-09-22 20:58:50,618 INFO Epoch 9 Batch 3999 LR : 0.00006 Top1 Acc.: 96.891 CLS Loss: 0.116 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.098 Tot. Loss: 1.379 +2025-09-22 21:01:00,343 INFO Epoch 9 Batch 4099 LR : 0.00006 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.411 +2025-09-22 21:03:10,059 INFO Epoch 9 Batch 4199 LR : 0.00006 Top1 Acc.: 96.359 CLS Loss: 0.134 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.427 +2025-09-22 21:05:19,763 INFO Epoch 9 Batch 4299 LR : 0.00006 Top1 Acc.: 96.648 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.417 +2025-09-22 21:07:29,445 INFO Epoch 9 Batch 4399 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.132 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.408 +2025-09-22 21:09:39,060 INFO Epoch 9 Batch 4499 LR : 0.00006 Top1 Acc.: 96.391 CLS Loss: 0.131 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.408 +2025-09-22 21:11:48,787 INFO Epoch 9 Batch 4599 LR : 0.00006 Top1 Acc.: 96.312 CLS Loss: 0.133 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.408 +2025-09-22 21:13:58,512 INFO Epoch 9 Batch 4699 LR : 0.00006 Top1 Acc.: 96.383 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.405 +2025-09-22 21:16:08,205 INFO Epoch 9 Batch 4799 LR : 0.00006 Top1 Acc.: 96.117 CLS Loss: 0.135 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.425 +2025-09-22 21:18:17,967 INFO Epoch 9 Batch 4899 LR : 0.00006 Top1 Acc.: 96.266 CLS Loss: 0.139 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.425 +2025-09-22 21:20:27,702 INFO Epoch 9 Batch 4999 LR : 0.00006 Top1 Acc.: 96.266 CLS Loss: 0.129 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.400 +2025-09-22 21:21:39,770 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 81.940 FPR: 57.553 AUROC: 88.013 AUPR: 61.118 AURC: 44.750 EAURC: 27.360 AUPR Succ.: 96.784 ECE: 4.829 NLL: 7.010 Brier: 25.972 +2025-09-22 21:22:25,794 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 81.978 FPR: 58.440 AUROC: 87.966 AUPR: 60.880 AURC: 44.771 EAURC: 27.457 AUPR Succ.: 96.774 ECE: 4.829 NLL: 7.012 Brier: 25.962 +2025-09-22 21:22:25,801 INFO ####### --- Training Epoch 10 --- ####### +2025-09-22 21:25:45,716 INFO Epoch 10 Batch 99 LR : 0.00006 Top1 Acc.: 96.453 CLS Loss: 0.132 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.414 +2025-09-22 21:27:54,296 INFO Epoch 10 Batch 199 LR : 0.00006 Top1 Acc.: 96.523 CLS Loss: 0.130 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.406 +2025-09-22 21:30:03,232 INFO Epoch 10 Batch 299 LR : 0.00006 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.407 +2025-09-22 21:32:12,432 INFO Epoch 10 Batch 399 LR : 0.00006 Top1 Acc.: 96.305 CLS Loss: 0.137 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.426 +2025-09-22 21:34:21,837 INFO Epoch 10 Batch 499 LR : 0.00006 Top1 Acc.: 96.492 CLS Loss: 0.129 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.405 +2025-09-22 21:36:31,475 INFO Epoch 10 Batch 599 LR : 0.00006 Top1 Acc.: 96.281 CLS Loss: 0.136 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.411 +2025-09-22 21:38:41,153 INFO Epoch 10 Batch 699 LR : 0.00006 Top1 Acc.: 96.453 CLS Loss: 0.129 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.399 +2025-09-22 21:40:50,661 INFO Epoch 10 Batch 799 LR : 0.00006 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.410 +2025-09-22 21:42:59,692 INFO Epoch 10 Batch 899 LR : 0.00006 Top1 Acc.: 96.227 CLS Loss: 0.133 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.410 +2025-09-22 21:45:08,859 INFO Epoch 10 Batch 999 LR : 0.00006 Top1 Acc.: 96.297 CLS Loss: 0.129 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.406 +2025-09-22 21:47:18,176 INFO Epoch 10 Batch 1099 LR : 0.00006 Top1 Acc.: 96.523 CLS Loss: 0.128 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.105 Tot. Loss: 1.397 +2025-09-22 21:49:27,715 INFO Epoch 10 Batch 1199 LR : 0.00006 Top1 Acc.: 96.641 CLS Loss: 0.124 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.106 Tot. Loss: 1.392 +2025-09-22 21:51:37,335 INFO Epoch 10 Batch 1299 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.427 +2025-09-22 21:53:47,119 INFO Epoch 10 Batch 1399 LR : 0.00006 Top1 Acc.: 96.555 CLS Loss: 0.124 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.389 +2025-09-22 21:55:56,834 INFO Epoch 10 Batch 1499 LR : 0.00006 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.410 +2025-09-22 21:58:06,548 INFO Epoch 10 Batch 1599 LR : 0.00006 Top1 Acc.: 96.227 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.100 Tot. Loss: 1.401 +2025-09-22 22:00:16,295 INFO Epoch 10 Batch 1699 LR : 0.00006 Top1 Acc.: 96.523 CLS Loss: 0.130 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.405 +2025-09-22 22:02:25,999 INFO Epoch 10 Batch 1799 LR : 0.00006 Top1 Acc.: 96.406 CLS Loss: 0.129 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.401 +2025-09-22 22:04:35,697 INFO Epoch 10 Batch 1899 LR : 0.00005 Top1 Acc.: 96.438 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.401 +2025-09-22 22:06:45,489 INFO Epoch 10 Batch 1999 LR : 0.00005 Top1 Acc.: 96.508 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.404 +2025-09-22 22:08:55,425 INFO Epoch 10 Batch 2099 LR : 0.00005 Top1 Acc.: 96.406 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.419 +2025-09-22 22:11:05,210 INFO Epoch 10 Batch 2199 LR : 0.00005 Top1 Acc.: 96.664 CLS Loss: 0.122 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.402 +2025-09-22 22:13:14,998 INFO Epoch 10 Batch 2299 LR : 0.00005 Top1 Acc.: 96.547 CLS Loss: 0.127 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.416 +2025-09-22 22:15:24,727 INFO Epoch 10 Batch 2399 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.407 +2025-09-22 22:17:34,412 INFO Epoch 10 Batch 2499 LR : 0.00005 Top1 Acc.: 96.297 CLS Loss: 0.134 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.435 +2025-09-22 22:19:44,176 INFO Epoch 10 Batch 2599 LR : 0.00005 Top1 Acc.: 96.727 CLS Loss: 0.122 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.388 +2025-09-22 22:21:53,878 INFO Epoch 10 Batch 2699 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.122 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.402 +2025-09-22 22:24:03,607 INFO Epoch 10 Batch 2799 LR : 0.00005 Top1 Acc.: 96.328 CLS Loss: 0.130 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.392 +2025-09-22 22:26:13,372 INFO Epoch 10 Batch 2899 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.425 +2025-09-22 22:28:23,223 INFO Epoch 10 Batch 2999 LR : 0.00005 Top1 Acc.: 96.211 CLS Loss: 0.132 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.416 +2025-09-22 22:30:32,975 INFO Epoch 10 Batch 3099 LR : 0.00005 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.404 +2025-09-22 22:32:42,739 INFO Epoch 10 Batch 3199 LR : 0.00005 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.397 +2025-09-22 22:34:52,514 INFO Epoch 10 Batch 3299 LR : 0.00005 Top1 Acc.: 96.555 CLS Loss: 0.133 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.422 +2025-09-22 22:37:02,416 INFO Epoch 10 Batch 3399 LR : 0.00005 Top1 Acc.: 96.664 CLS Loss: 0.125 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.405 +2025-09-22 22:39:12,141 INFO Epoch 10 Batch 3499 LR : 0.00005 Top1 Acc.: 96.625 CLS Loss: 0.122 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.392 +2025-09-22 22:41:21,833 INFO Epoch 10 Batch 3599 LR : 0.00005 Top1 Acc.: 96.289 CLS Loss: 0.134 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.176 Tot. Loss: 1.413 +2025-09-22 22:43:31,764 INFO Epoch 10 Batch 3699 LR : 0.00005 Top1 Acc.: 96.555 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.400 +2025-09-22 22:45:41,584 INFO Epoch 10 Batch 3799 LR : 0.00005 Top1 Acc.: 96.273 CLS Loss: 0.135 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.177 Tot. Loss: 1.426 +2025-09-22 22:47:51,385 INFO Epoch 10 Batch 3899 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.411 +2025-09-22 22:50:01,153 INFO Epoch 10 Batch 3999 LR : 0.00005 Top1 Acc.: 96.836 CLS Loss: 0.116 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.383 +2025-09-22 22:52:10,967 INFO Epoch 10 Batch 4099 LR : 0.00005 Top1 Acc.: 96.250 CLS Loss: 0.130 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.397 +2025-09-22 22:54:20,802 INFO Epoch 10 Batch 4199 LR : 0.00005 Top1 Acc.: 96.320 CLS Loss: 0.133 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.430 +2025-09-22 22:56:30,517 INFO Epoch 10 Batch 4299 LR : 0.00005 Top1 Acc.: 96.727 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.409 +2025-09-22 22:58:40,299 INFO Epoch 10 Batch 4399 LR : 0.00005 Top1 Acc.: 96.336 CLS Loss: 0.131 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.409 +2025-09-22 23:00:50,033 INFO Epoch 10 Batch 4499 LR : 0.00005 Top1 Acc.: 96.438 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.410 +2025-09-22 23:02:59,777 INFO Epoch 10 Batch 4599 LR : 0.00005 Top1 Acc.: 96.281 CLS Loss: 0.132 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.403 +2025-09-22 23:05:09,564 INFO Epoch 10 Batch 4699 LR : 0.00005 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.409 +2025-09-22 23:07:19,284 INFO Epoch 10 Batch 4799 LR : 0.00005 Top1 Acc.: 96.195 CLS Loss: 0.133 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.412 +2025-09-22 23:09:29,099 INFO Epoch 10 Batch 4899 LR : 0.00005 Top1 Acc.: 96.281 CLS Loss: 0.139 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.163 Tot. Loss: 1.425 +2025-09-22 23:11:38,886 INFO Epoch 10 Batch 4999 LR : 0.00005 Top1 Acc.: 96.305 CLS Loss: 0.129 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.395 +2025-09-22 23:12:50,456 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 81.954 FPR: 57.719 AUROC: 87.999 AUPR: 61.018 AURC: 44.667 EAURC: 27.305 AUPR Succ.: 96.791 ECE: 4.828 NLL: 7.010 Brier: 25.973 +2025-09-22 23:13:43,402 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 81.984 FPR: 58.381 AUROC: 87.955 AUPR: 60.722 AURC: 44.708 EAURC: 27.406 AUPR Succ.: 96.781 ECE: 4.832 NLL: 7.011 Brier: 25.969 +2025-09-22 23:13:43,409 INFO ####### --- Training Epoch 11 --- ####### +2025-09-22 23:17:05,859 INFO Epoch 11 Batch 99 LR : 0.00005 Top1 Acc.: 96.523 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.430 +2025-09-22 23:19:14,820 INFO Epoch 11 Batch 199 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.416 +2025-09-22 23:21:23,944 INFO Epoch 11 Batch 299 LR : 0.00005 Top1 Acc.: 96.445 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.410 +2025-09-22 23:23:33,387 INFO Epoch 11 Batch 399 LR : 0.00005 Top1 Acc.: 96.344 CLS Loss: 0.136 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.411 +2025-09-22 23:25:43,095 INFO Epoch 11 Batch 499 LR : 0.00005 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.410 +2025-09-22 23:27:52,972 INFO Epoch 11 Batch 599 LR : 0.00005 Top1 Acc.: 96.234 CLS Loss: 0.134 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.412 +2025-09-22 23:30:02,734 INFO Epoch 11 Batch 699 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.402 +2025-09-22 23:32:12,274 INFO Epoch 11 Batch 799 LR : 0.00005 Top1 Acc.: 96.469 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.404 +2025-09-22 23:34:21,642 INFO Epoch 11 Batch 899 LR : 0.00005 Top1 Acc.: 96.273 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.421 +2025-09-22 23:36:30,993 INFO Epoch 11 Batch 999 LR : 0.00005 Top1 Acc.: 96.383 CLS Loss: 0.127 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.103 Tot. Loss: 1.390 +2025-09-22 23:38:40,435 INFO Epoch 11 Batch 1099 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.402 +2025-09-22 23:40:49,999 INFO Epoch 11 Batch 1199 LR : 0.00005 Top1 Acc.: 96.641 CLS Loss: 0.124 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.404 +2025-09-22 23:42:59,474 INFO Epoch 11 Batch 1299 LR : 0.00005 Top1 Acc.: 96.469 CLS Loss: 0.132 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.427 +2025-09-22 23:45:09,091 INFO Epoch 11 Batch 1399 LR : 0.00005 Top1 Acc.: 96.461 CLS Loss: 0.124 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.377 +2025-09-22 23:47:18,785 INFO Epoch 11 Batch 1499 LR : 0.00005 Top1 Acc.: 96.383 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.408 +2025-09-22 23:49:28,566 INFO Epoch 11 Batch 1599 LR : 0.00005 Top1 Acc.: 96.188 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.401 +2025-09-22 23:51:38,408 INFO Epoch 11 Batch 1699 LR : 0.00005 Top1 Acc.: 96.539 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.415 +2025-09-22 23:53:48,222 INFO Epoch 11 Batch 1799 LR : 0.00005 Top1 Acc.: 96.500 CLS Loss: 0.128 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.395 +2025-09-22 23:55:58,012 INFO Epoch 11 Batch 1899 LR : 0.00005 Top1 Acc.: 96.523 CLS Loss: 0.124 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.406 +2025-09-22 23:58:07,813 INFO Epoch 11 Batch 1999 LR : 0.00005 Top1 Acc.: 96.523 CLS Loss: 0.127 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.103 Tot. Loss: 1.391 +2025-09-23 00:00:17,636 INFO Epoch 11 Batch 2099 LR : 0.00005 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.411 +2025-09-23 00:02:27,476 INFO Epoch 11 Batch 2199 LR : 0.00005 Top1 Acc.: 96.750 CLS Loss: 0.121 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.392 +2025-09-23 00:04:37,307 INFO Epoch 11 Batch 2299 LR : 0.00005 Top1 Acc.: 96.523 CLS Loss: 0.127 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.419 +2025-09-23 00:06:47,164 INFO Epoch 11 Batch 2399 LR : 0.00005 Top1 Acc.: 96.523 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.404 +2025-09-23 00:08:57,041 INFO Epoch 11 Batch 2499 LR : 0.00005 Top1 Acc.: 96.234 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.430 +2025-09-23 00:11:06,774 INFO Epoch 11 Batch 2599 LR : 0.00005 Top1 Acc.: 96.586 CLS Loss: 0.122 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.387 +2025-09-23 00:13:16,528 INFO Epoch 11 Batch 2699 LR : 0.00005 Top1 Acc.: 96.617 CLS Loss: 0.121 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.400 +2025-09-23 00:15:26,352 INFO Epoch 11 Batch 2799 LR : 0.00005 Top1 Acc.: 96.305 CLS Loss: 0.129 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.394 +2025-09-23 00:17:36,139 INFO Epoch 11 Batch 2899 LR : 0.00005 Top1 Acc.: 96.547 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.417 +2025-09-23 00:19:45,947 INFO Epoch 11 Batch 2999 LR : 0.00005 Top1 Acc.: 96.242 CLS Loss: 0.131 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.406 +2025-09-23 00:21:55,773 INFO Epoch 11 Batch 3099 LR : 0.00005 Top1 Acc.: 96.672 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.401 +2025-09-23 00:24:05,497 INFO Epoch 11 Batch 3199 LR : 0.00005 Top1 Acc.: 96.352 CLS Loss: 0.128 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.401 +2025-09-23 00:26:15,260 INFO Epoch 11 Batch 3299 LR : 0.00004 Top1 Acc.: 96.516 CLS Loss: 0.133 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.412 +2025-09-23 00:28:25,054 INFO Epoch 11 Batch 3399 LR : 0.00004 Top1 Acc.: 96.672 CLS Loss: 0.125 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.394 +2025-09-23 00:30:34,840 INFO Epoch 11 Batch 3499 LR : 0.00004 Top1 Acc.: 96.688 CLS Loss: 0.121 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.388 +2025-09-23 00:32:44,625 INFO Epoch 11 Batch 3599 LR : 0.00004 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.409 +2025-09-23 00:34:54,315 INFO Epoch 11 Batch 3699 LR : 0.00004 Top1 Acc.: 96.586 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.397 +2025-09-23 00:37:04,042 INFO Epoch 11 Batch 3799 LR : 0.00004 Top1 Acc.: 96.273 CLS Loss: 0.134 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.420 +2025-09-23 00:39:13,822 INFO Epoch 11 Batch 3899 LR : 0.00004 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.410 +2025-09-23 00:41:23,556 INFO Epoch 11 Batch 3999 LR : 0.00004 Top1 Acc.: 96.859 CLS Loss: 0.115 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.376 +2025-09-23 00:43:33,322 INFO Epoch 11 Batch 4099 LR : 0.00004 Top1 Acc.: 96.281 CLS Loss: 0.130 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.401 +2025-09-23 00:45:43,053 INFO Epoch 11 Batch 4199 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.422 +2025-09-23 00:47:52,821 INFO Epoch 11 Batch 4299 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.404 +2025-09-23 00:50:02,543 INFO Epoch 11 Batch 4399 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.129 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.395 +2025-09-23 00:52:12,343 INFO Epoch 11 Batch 4499 LR : 0.00004 Top1 Acc.: 96.469 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.406 +2025-09-23 00:54:22,106 INFO Epoch 11 Batch 4599 LR : 0.00004 Top1 Acc.: 96.312 CLS Loss: 0.132 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.402 +2025-09-23 00:56:31,858 INFO Epoch 11 Batch 4699 LR : 0.00004 Top1 Acc.: 96.477 CLS Loss: 0.125 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.395 +2025-09-23 00:58:41,560 INFO Epoch 11 Batch 4799 LR : 0.00004 Top1 Acc.: 96.195 CLS Loss: 0.133 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.411 +2025-09-23 01:00:51,292 INFO Epoch 11 Batch 4899 LR : 0.00004 Top1 Acc.: 96.352 CLS Loss: 0.138 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.420 +2025-09-23 01:03:01,244 INFO Epoch 11 Batch 4999 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.405 +2025-09-23 01:03:52,562 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 81.930 FPR: 57.543 AUROC: 88.042 AUPR: 61.182 AURC: 44.619 EAURC: 27.209 AUPR Succ.: 96.802 ECE: 4.861 NLL: 7.009 Brier: 25.978 +2025-09-23 01:05:17,499 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 81.978 FPR: 58.085 AUROC: 87.969 AUPR: 60.799 AURC: 44.650 EAURC: 27.336 AUPR Succ.: 96.789 ECE: 4.823 NLL: 7.011 Brier: 25.975 +2025-09-23 01:05:17,507 INFO ####### --- Training Epoch 12 --- ####### +2025-09-23 01:08:38,004 INFO Epoch 12 Batch 99 LR : 0.00004 Top1 Acc.: 96.477 CLS Loss: 0.131 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.405 +2025-09-23 01:10:46,941 INFO Epoch 12 Batch 199 LR : 0.00004 Top1 Acc.: 96.523 CLS Loss: 0.128 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.402 +2025-09-23 01:12:55,906 INFO Epoch 12 Batch 299 LR : 0.00004 Top1 Acc.: 96.523 CLS Loss: 0.125 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.409 +2025-09-23 01:15:04,973 INFO Epoch 12 Batch 399 LR : 0.00004 Top1 Acc.: 96.438 CLS Loss: 0.135 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.420 +2025-09-23 01:17:14,238 INFO Epoch 12 Batch 499 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.407 +2025-09-23 01:19:23,616 INFO Epoch 12 Batch 599 LR : 0.00004 Top1 Acc.: 96.320 CLS Loss: 0.133 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.406 +2025-09-23 01:21:33,136 INFO Epoch 12 Batch 699 LR : 0.00004 Top1 Acc.: 96.469 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.109 Tot. Loss: 1.400 +2025-09-23 01:23:42,884 INFO Epoch 12 Batch 799 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.405 +2025-09-23 01:25:52,593 INFO Epoch 12 Batch 899 LR : 0.00004 Top1 Acc.: 96.242 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.411 +2025-09-23 01:28:01,777 INFO Epoch 12 Batch 999 LR : 0.00004 Top1 Acc.: 96.398 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.404 +2025-09-23 01:30:10,923 INFO Epoch 12 Batch 1099 LR : 0.00004 Top1 Acc.: 96.484 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.393 +2025-09-23 01:32:20,204 INFO Epoch 12 Batch 1199 LR : 0.00004 Top1 Acc.: 96.648 CLS Loss: 0.123 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.398 +2025-09-23 01:34:29,658 INFO Epoch 12 Batch 1299 LR : 0.00004 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.422 +2025-09-23 01:36:39,200 INFO Epoch 12 Batch 1399 LR : 0.00004 Top1 Acc.: 96.500 CLS Loss: 0.124 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.389 +2025-09-23 01:38:48,922 INFO Epoch 12 Batch 1499 LR : 0.00004 Top1 Acc.: 96.445 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.404 +2025-09-23 01:40:58,645 INFO Epoch 12 Batch 1599 LR : 0.00004 Top1 Acc.: 96.250 CLS Loss: 0.128 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.393 +2025-09-23 01:43:08,343 INFO Epoch 12 Batch 1699 LR : 0.00004 Top1 Acc.: 96.648 CLS Loss: 0.130 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.413 +2025-09-23 01:45:18,055 INFO Epoch 12 Batch 1799 LR : 0.00004 Top1 Acc.: 96.516 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.100 Tot. Loss: 1.405 +2025-09-23 01:47:27,774 INFO Epoch 12 Batch 1899 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.123 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.395 +2025-09-23 01:49:37,529 INFO Epoch 12 Batch 1999 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.395 +2025-09-23 01:51:47,247 INFO Epoch 12 Batch 2099 LR : 0.00004 Top1 Acc.: 96.461 CLS Loss: 0.128 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.403 +2025-09-23 01:53:56,956 INFO Epoch 12 Batch 2199 LR : 0.00004 Top1 Acc.: 96.742 CLS Loss: 0.121 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.385 +2025-09-23 01:56:06,684 INFO Epoch 12 Batch 2299 LR : 0.00004 Top1 Acc.: 96.617 CLS Loss: 0.126 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.401 +2025-09-23 01:58:16,446 INFO Epoch 12 Batch 2399 LR : 0.00004 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.390 +2025-09-23 02:00:26,142 INFO Epoch 12 Batch 2499 LR : 0.00004 Top1 Acc.: 96.258 CLS Loss: 0.133 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.421 +2025-09-23 02:02:35,852 INFO Epoch 12 Batch 2599 LR : 0.00004 Top1 Acc.: 96.688 CLS Loss: 0.121 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.392 +2025-09-23 02:04:45,510 INFO Epoch 12 Batch 2699 LR : 0.00004 Top1 Acc.: 96.617 CLS Loss: 0.120 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.394 +2025-09-23 02:06:55,271 INFO Epoch 12 Batch 2799 LR : 0.00004 Top1 Acc.: 96.258 CLS Loss: 0.129 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.395 +2025-09-23 02:09:04,996 INFO Epoch 12 Batch 2899 LR : 0.00004 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.422 +2025-09-23 02:11:14,697 INFO Epoch 12 Batch 2999 LR : 0.00004 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.402 +2025-09-23 02:13:24,380 INFO Epoch 12 Batch 3099 LR : 0.00004 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.410 +2025-09-23 02:15:34,103 INFO Epoch 12 Batch 3199 LR : 0.00004 Top1 Acc.: 96.406 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.405 +2025-09-23 02:17:43,840 INFO Epoch 12 Batch 3299 LR : 0.00004 Top1 Acc.: 96.547 CLS Loss: 0.132 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.169 Tot. Loss: 1.419 +2025-09-23 02:19:53,608 INFO Epoch 12 Batch 3399 LR : 0.00004 Top1 Acc.: 96.633 CLS Loss: 0.124 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.385 +2025-09-23 02:22:03,353 INFO Epoch 12 Batch 3499 LR : 0.00004 Top1 Acc.: 96.711 CLS Loss: 0.121 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.382 +2025-09-23 02:24:13,085 INFO Epoch 12 Batch 3599 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.408 +2025-09-23 02:26:22,815 INFO Epoch 12 Batch 3699 LR : 0.00004 Top1 Acc.: 96.500 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.401 +2025-09-23 02:28:32,530 INFO Epoch 12 Batch 3799 LR : 0.00004 Top1 Acc.: 96.289 CLS Loss: 0.133 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.417 +2025-09-23 02:30:42,228 INFO Epoch 12 Batch 3899 LR : 0.00004 Top1 Acc.: 96.609 CLS Loss: 0.128 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.413 +2025-09-23 02:32:51,939 INFO Epoch 12 Batch 3999 LR : 0.00004 Top1 Acc.: 96.859 CLS Loss: 0.114 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.376 +2025-09-23 02:35:01,756 INFO Epoch 12 Batch 4099 LR : 0.00004 Top1 Acc.: 96.367 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.404 +2025-09-23 02:37:11,533 INFO Epoch 12 Batch 4199 LR : 0.00004 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.407 +2025-09-23 02:39:21,262 INFO Epoch 12 Batch 4299 LR : 0.00004 Top1 Acc.: 96.711 CLS Loss: 0.128 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.397 +2025-09-23 02:41:31,090 INFO Epoch 12 Batch 4399 LR : 0.00004 Top1 Acc.: 96.352 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.406 +2025-09-23 02:43:40,764 INFO Epoch 12 Batch 4499 LR : 0.00004 Top1 Acc.: 96.430 CLS Loss: 0.129 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.400 +2025-09-23 02:45:50,461 INFO Epoch 12 Batch 4599 LR : 0.00004 Top1 Acc.: 96.375 CLS Loss: 0.132 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.399 +2025-09-23 02:48:00,161 INFO Epoch 12 Batch 4699 LR : 0.00004 Top1 Acc.: 96.438 CLS Loss: 0.126 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.391 +2025-09-23 02:50:09,877 INFO Epoch 12 Batch 4799 LR : 0.00003 Top1 Acc.: 96.148 CLS Loss: 0.132 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.407 +2025-09-23 02:52:19,567 INFO Epoch 12 Batch 4899 LR : 0.00003 Top1 Acc.: 96.391 CLS Loss: 0.137 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.419 +2025-09-23 02:54:29,210 INFO Epoch 12 Batch 4999 LR : 0.00003 Top1 Acc.: 96.367 CLS Loss: 0.128 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.392 +2025-09-23 02:55:36,887 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 81.956 FPR: 58.147 AUROC: 87.993 AUPR: 61.079 AURC: 44.607 EAURC: 27.250 AUPR Succ.: 96.798 ECE: 4.831 NLL: 7.013 Brier: 25.988 +2025-09-23 02:56:46,620 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 81.978 FPR: 58.118 AUROC: 87.967 AUPR: 60.783 AURC: 44.615 EAURC: 27.301 AUPR Succ.: 96.793 ECE: 4.843 NLL: 7.012 Brier: 25.981 +2025-09-23 02:56:46,628 INFO ####### --- Training Epoch 13 --- ####### +2025-09-23 03:00:08,230 INFO Epoch 13 Batch 99 LR : 0.00003 Top1 Acc.: 96.516 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.421 +2025-09-23 03:02:17,050 INFO Epoch 13 Batch 199 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.399 +2025-09-23 03:04:25,996 INFO Epoch 13 Batch 299 LR : 0.00003 Top1 Acc.: 96.398 CLS Loss: 0.126 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.396 +2025-09-23 03:06:34,851 INFO Epoch 13 Batch 399 LR : 0.00003 Top1 Acc.: 96.531 CLS Loss: 0.135 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.415 +2025-09-23 03:08:43,939 INFO Epoch 13 Batch 499 LR : 0.00003 Top1 Acc.: 96.469 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.403 +2025-09-23 03:10:53,160 INFO Epoch 13 Batch 599 LR : 0.00003 Top1 Acc.: 96.336 CLS Loss: 0.133 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.180 Tot. Loss: 1.412 +2025-09-23 03:13:02,696 INFO Epoch 13 Batch 699 LR : 0.00003 Top1 Acc.: 96.469 CLS Loss: 0.128 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.397 +2025-09-23 03:15:12,299 INFO Epoch 13 Batch 799 LR : 0.00003 Top1 Acc.: 96.586 CLS Loss: 0.127 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.393 +2025-09-23 03:17:21,952 INFO Epoch 13 Batch 899 LR : 0.00003 Top1 Acc.: 96.312 CLS Loss: 0.130 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.411 +2025-09-23 03:19:31,410 INFO Epoch 13 Batch 999 LR : 0.00003 Top1 Acc.: 96.406 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.397 +2025-09-23 03:21:40,482 INFO Epoch 13 Batch 1099 LR : 0.00003 Top1 Acc.: 96.531 CLS Loss: 0.126 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.398 +2025-09-23 03:23:49,747 INFO Epoch 13 Batch 1199 LR : 0.00003 Top1 Acc.: 96.641 CLS Loss: 0.122 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.387 +2025-09-23 03:25:59,025 INFO Epoch 13 Batch 1299 LR : 0.00003 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.414 +2025-09-23 03:28:08,501 INFO Epoch 13 Batch 1399 LR : 0.00003 Top1 Acc.: 96.484 CLS Loss: 0.123 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.396 +2025-09-23 03:30:18,209 INFO Epoch 13 Batch 1499 LR : 0.00003 Top1 Acc.: 96.414 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.409 +2025-09-23 03:32:27,872 INFO Epoch 13 Batch 1599 LR : 0.00003 Top1 Acc.: 96.172 CLS Loss: 0.128 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.392 +2025-09-23 03:34:37,628 INFO Epoch 13 Batch 1699 LR : 0.00003 Top1 Acc.: 96.617 CLS Loss: 0.128 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.406 +2025-09-23 03:36:47,377 INFO Epoch 13 Batch 1799 LR : 0.00003 Top1 Acc.: 96.430 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.405 +2025-09-23 03:38:57,204 INFO Epoch 13 Batch 1899 LR : 0.00003 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.399 +2025-09-23 03:41:06,940 INFO Epoch 13 Batch 1999 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.126 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.393 +2025-09-23 03:43:16,657 INFO Epoch 13 Batch 2099 LR : 0.00003 Top1 Acc.: 96.477 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.405 +2025-09-23 03:45:26,510 INFO Epoch 13 Batch 2199 LR : 0.00003 Top1 Acc.: 96.820 CLS Loss: 0.119 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.382 +2025-09-23 03:47:36,412 INFO Epoch 13 Batch 2299 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.399 +2025-09-23 03:49:46,338 INFO Epoch 13 Batch 2399 LR : 0.00003 Top1 Acc.: 96.531 CLS Loss: 0.125 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.402 +2025-09-23 03:51:56,197 INFO Epoch 13 Batch 2499 LR : 0.00003 Top1 Acc.: 96.273 CLS Loss: 0.132 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.427 +2025-09-23 03:54:06,036 INFO Epoch 13 Batch 2599 LR : 0.00003 Top1 Acc.: 96.734 CLS Loss: 0.120 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.397 +2025-09-23 03:56:15,916 INFO Epoch 13 Batch 2699 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.120 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.390 +2025-09-23 03:58:25,773 INFO Epoch 13 Batch 2799 LR : 0.00003 Top1 Acc.: 96.328 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.403 +2025-09-23 04:00:35,565 INFO Epoch 13 Batch 2899 LR : 0.00003 Top1 Acc.: 96.609 CLS Loss: 0.129 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.174 Tot. Loss: 1.422 +2025-09-23 04:02:45,471 INFO Epoch 13 Batch 2999 LR : 0.00003 Top1 Acc.: 96.297 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.410 +2025-09-23 04:04:55,261 INFO Epoch 13 Batch 3099 LR : 0.00003 Top1 Acc.: 96.617 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.396 +2025-09-23 04:07:05,029 INFO Epoch 13 Batch 3199 LR : 0.00003 Top1 Acc.: 96.352 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.402 +2025-09-23 04:09:14,802 INFO Epoch 13 Batch 3299 LR : 0.00003 Top1 Acc.: 96.617 CLS Loss: 0.133 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.412 +2025-09-23 04:11:24,642 INFO Epoch 13 Batch 3399 LR : 0.00003 Top1 Acc.: 96.672 CLS Loss: 0.123 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.394 +2025-09-23 04:13:34,423 INFO Epoch 13 Batch 3499 LR : 0.00003 Top1 Acc.: 96.703 CLS Loss: 0.120 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.393 +2025-09-23 04:15:44,265 INFO Epoch 13 Batch 3599 LR : 0.00003 Top1 Acc.: 96.445 CLS Loss: 0.131 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.406 +2025-09-23 04:17:54,193 INFO Epoch 13 Batch 3699 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.396 +2025-09-23 04:20:03,959 INFO Epoch 13 Batch 3799 LR : 0.00003 Top1 Acc.: 96.234 CLS Loss: 0.133 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.430 +2025-09-23 04:22:13,748 INFO Epoch 13 Batch 3899 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.128 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.412 +2025-09-23 04:24:23,521 INFO Epoch 13 Batch 3999 LR : 0.00003 Top1 Acc.: 96.875 CLS Loss: 0.114 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.378 +2025-09-23 04:26:33,276 INFO Epoch 13 Batch 4099 LR : 0.00003 Top1 Acc.: 96.383 CLS Loss: 0.128 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.405 +2025-09-23 04:28:43,051 INFO Epoch 13 Batch 4199 LR : 0.00003 Top1 Acc.: 96.375 CLS Loss: 0.131 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.409 +2025-09-23 04:30:52,803 INFO Epoch 13 Batch 4299 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.127 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.413 +2025-09-23 04:33:02,564 INFO Epoch 13 Batch 4399 LR : 0.00003 Top1 Acc.: 96.406 CLS Loss: 0.129 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.393 +2025-09-23 04:35:12,305 INFO Epoch 13 Batch 4499 LR : 0.00003 Top1 Acc.: 96.516 CLS Loss: 0.129 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.402 +2025-09-23 04:37:22,026 INFO Epoch 13 Batch 4599 LR : 0.00003 Top1 Acc.: 96.320 CLS Loss: 0.130 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.401 +2025-09-23 04:39:31,767 INFO Epoch 13 Batch 4699 LR : 0.00003 Top1 Acc.: 96.523 CLS Loss: 0.124 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.402 +2025-09-23 04:41:41,598 INFO Epoch 13 Batch 4799 LR : 0.00003 Top1 Acc.: 96.328 CLS Loss: 0.132 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.410 +2025-09-23 04:43:51,473 INFO Epoch 13 Batch 4899 LR : 0.00003 Top1 Acc.: 96.438 CLS Loss: 0.137 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.407 +2025-09-23 04:46:01,399 INFO Epoch 13 Batch 4999 LR : 0.00003 Top1 Acc.: 96.352 CLS Loss: 0.128 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.395 +2025-09-23 04:46:58,575 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 81.960 FPR: 57.960 AUROC: 87.996 AUPR: 61.020 AURC: 44.576 EAURC: 27.226 AUPR Succ.: 96.801 ECE: 4.838 NLL: 7.011 Brier: 25.988 +2025-09-23 04:47:54,014 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 81.958 FPR: 58.020 AUROC: 87.999 AUPR: 61.011 AURC: 44.589 EAURC: 27.235 AUPR Succ.: 96.800 ECE: 4.850 NLL: 7.012 Brier: 25.985 +2025-09-23 04:47:54,029 INFO ####### --- Training Epoch 14 --- ####### +2025-09-23 04:51:14,590 INFO Epoch 14 Batch 99 LR : 0.00003 Top1 Acc.: 96.562 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.415 +2025-09-23 04:53:23,356 INFO Epoch 14 Batch 199 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.401 +2025-09-23 04:55:32,606 INFO Epoch 14 Batch 299 LR : 0.00003 Top1 Acc.: 96.453 CLS Loss: 0.125 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.397 +2025-09-23 04:57:41,756 INFO Epoch 14 Batch 399 LR : 0.00003 Top1 Acc.: 96.547 CLS Loss: 0.134 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.416 +2025-09-23 04:59:50,747 INFO Epoch 14 Batch 499 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.407 +2025-09-23 05:02:00,043 INFO Epoch 14 Batch 599 LR : 0.00003 Top1 Acc.: 96.398 CLS Loss: 0.133 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.411 +2025-09-23 05:04:09,637 INFO Epoch 14 Batch 699 LR : 0.00003 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.393 +2025-09-23 05:06:19,544 INFO Epoch 14 Batch 799 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.406 +2025-09-23 05:08:29,610 INFO Epoch 14 Batch 899 LR : 0.00003 Top1 Acc.: 96.297 CLS Loss: 0.130 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.411 +2025-09-23 05:10:39,440 INFO Epoch 14 Batch 999 LR : 0.00003 Top1 Acc.: 96.359 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.404 +2025-09-23 05:12:48,844 INFO Epoch 14 Batch 1099 LR : 0.00003 Top1 Acc.: 96.547 CLS Loss: 0.125 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.388 +2025-09-23 05:14:58,159 INFO Epoch 14 Batch 1199 LR : 0.00003 Top1 Acc.: 96.711 CLS Loss: 0.121 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.380 +2025-09-23 05:17:07,589 INFO Epoch 14 Batch 1299 LR : 0.00003 Top1 Acc.: 96.344 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.414 +2025-09-23 05:19:17,218 INFO Epoch 14 Batch 1399 LR : 0.00003 Top1 Acc.: 96.484 CLS Loss: 0.123 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.104 Tot. Loss: 1.385 +2025-09-23 05:21:27,012 INFO Epoch 14 Batch 1499 LR : 0.00003 Top1 Acc.: 96.445 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.418 +2025-09-23 05:23:36,571 INFO Epoch 14 Batch 1599 LR : 0.00003 Top1 Acc.: 96.148 CLS Loss: 0.127 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.392 +2025-09-23 05:25:46,336 INFO Epoch 14 Batch 1699 LR : 0.00003 Top1 Acc.: 96.633 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.410 +2025-09-23 05:27:56,065 INFO Epoch 14 Batch 1799 LR : 0.00002 Top1 Acc.: 96.508 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.407 +2025-09-23 05:30:05,824 INFO Epoch 14 Batch 1899 LR : 0.00002 Top1 Acc.: 96.547 CLS Loss: 0.122 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.393 +2025-09-23 05:32:15,589 INFO Epoch 14 Batch 1999 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.392 +2025-09-23 05:34:25,382 INFO Epoch 14 Batch 2099 LR : 0.00002 Top1 Acc.: 96.422 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.403 +2025-09-23 05:36:35,234 INFO Epoch 14 Batch 2199 LR : 0.00002 Top1 Acc.: 96.805 CLS Loss: 0.120 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.392 +2025-09-23 05:38:44,959 INFO Epoch 14 Batch 2299 LR : 0.00002 Top1 Acc.: 96.625 CLS Loss: 0.125 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.415 +2025-09-23 05:40:54,669 INFO Epoch 14 Batch 2399 LR : 0.00002 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.401 +2025-09-23 05:43:04,434 INFO Epoch 14 Batch 2499 LR : 0.00002 Top1 Acc.: 96.391 CLS Loss: 0.131 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.415 +2025-09-23 05:45:14,232 INFO Epoch 14 Batch 2599 LR : 0.00002 Top1 Acc.: 96.664 CLS Loss: 0.120 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.397 +2025-09-23 05:47:24,015 INFO Epoch 14 Batch 2699 LR : 0.00002 Top1 Acc.: 96.625 CLS Loss: 0.120 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.392 +2025-09-23 05:49:33,872 INFO Epoch 14 Batch 2799 LR : 0.00002 Top1 Acc.: 96.352 CLS Loss: 0.127 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.394 +2025-09-23 05:51:43,664 INFO Epoch 14 Batch 2899 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.128 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.425 +2025-09-23 05:53:53,397 INFO Epoch 14 Batch 2999 LR : 0.00002 Top1 Acc.: 96.320 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.410 +2025-09-23 05:56:03,113 INFO Epoch 14 Batch 3099 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.094 Tot. Loss: 1.391 +2025-09-23 05:58:12,946 INFO Epoch 14 Batch 3199 LR : 0.00002 Top1 Acc.: 96.461 CLS Loss: 0.126 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.397 +2025-09-23 06:00:22,880 INFO Epoch 14 Batch 3299 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.413 +2025-09-23 06:02:32,632 INFO Epoch 14 Batch 3399 LR : 0.00002 Top1 Acc.: 96.766 CLS Loss: 0.123 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.106 Tot. Loss: 1.399 +2025-09-23 06:04:42,368 INFO Epoch 14 Batch 3499 LR : 0.00002 Top1 Acc.: 96.680 CLS Loss: 0.120 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.391 +2025-09-23 06:06:52,177 INFO Epoch 14 Batch 3599 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.131 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.416 +2025-09-23 06:09:01,891 INFO Epoch 14 Batch 3699 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.401 +2025-09-23 06:11:11,700 INFO Epoch 14 Batch 3799 LR : 0.00002 Top1 Acc.: 96.328 CLS Loss: 0.133 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.418 +2025-09-23 06:13:21,457 INFO Epoch 14 Batch 3899 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.408 +2025-09-23 06:15:31,178 INFO Epoch 14 Batch 3999 LR : 0.00002 Top1 Acc.: 96.945 CLS Loss: 0.114 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.378 +2025-09-23 06:17:40,883 INFO Epoch 14 Batch 4099 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.397 +2025-09-23 06:19:50,578 INFO Epoch 14 Batch 4199 LR : 0.00002 Top1 Acc.: 96.375 CLS Loss: 0.130 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.413 +2025-09-23 06:22:00,385 INFO Epoch 14 Batch 4299 LR : 0.00002 Top1 Acc.: 96.867 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.408 +2025-09-23 06:24:10,153 INFO Epoch 14 Batch 4399 LR : 0.00002 Top1 Acc.: 96.391 CLS Loss: 0.130 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.396 +2025-09-23 06:26:19,916 INFO Epoch 14 Batch 4499 LR : 0.00002 Top1 Acc.: 96.508 CLS Loss: 0.129 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.413 +2025-09-23 06:28:29,694 INFO Epoch 14 Batch 4599 LR : 0.00002 Top1 Acc.: 96.391 CLS Loss: 0.130 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.401 +2025-09-23 06:30:39,525 INFO Epoch 14 Batch 4699 LR : 0.00002 Top1 Acc.: 96.555 CLS Loss: 0.123 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.391 +2025-09-23 06:32:49,303 INFO Epoch 14 Batch 4799 LR : 0.00002 Top1 Acc.: 96.258 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.413 +2025-09-23 06:34:59,100 INFO Epoch 14 Batch 4899 LR : 0.00002 Top1 Acc.: 96.328 CLS Loss: 0.137 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.424 +2025-09-23 06:37:08,781 INFO Epoch 14 Batch 4999 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.402 +2025-09-23 06:38:03,673 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 81.968 FPR: 58.097 AUROC: 87.985 AUPR: 60.903 AURC: 44.539 EAURC: 27.206 AUPR Succ.: 96.804 ECE: 4.850 NLL: 7.013 Brier: 25.995 +2025-09-23 06:38:50,401 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 81.956 FPR: 58.003 AUROC: 88.002 AUPR: 61.011 AURC: 44.565 EAURC: 27.207 AUPR Succ.: 96.804 ECE: 4.861 NLL: 7.013 Brier: 25.990 +2025-09-23 06:38:50,409 INFO ####### --- Training Epoch 15 --- ####### +2025-09-23 06:42:11,856 INFO Epoch 15 Batch 99 LR : 0.00002 Top1 Acc.: 96.539 CLS Loss: 0.129 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.410 +2025-09-23 06:44:20,646 INFO Epoch 15 Batch 199 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.399 +2025-09-23 06:46:29,773 INFO Epoch 15 Batch 299 LR : 0.00002 Top1 Acc.: 96.461 CLS Loss: 0.125 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.394 +2025-09-23 06:48:39,163 INFO Epoch 15 Batch 399 LR : 0.00002 Top1 Acc.: 96.445 CLS Loss: 0.134 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.414 +2025-09-23 06:50:48,618 INFO Epoch 15 Batch 499 LR : 0.00002 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.402 +2025-09-23 06:52:57,765 INFO Epoch 15 Batch 599 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.133 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.405 +2025-09-23 06:55:07,044 INFO Epoch 15 Batch 699 LR : 0.00002 Top1 Acc.: 96.492 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.399 +2025-09-23 06:57:16,594 INFO Epoch 15 Batch 799 LR : 0.00002 Top1 Acc.: 96.602 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.404 +2025-09-23 06:59:26,329 INFO Epoch 15 Batch 899 LR : 0.00002 Top1 Acc.: 96.305 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.409 +2025-09-23 07:01:36,000 INFO Epoch 15 Batch 999 LR : 0.00002 Top1 Acc.: 96.383 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.405 +2025-09-23 07:03:45,571 INFO Epoch 15 Batch 1099 LR : 0.00002 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.392 +2025-09-23 07:05:54,721 INFO Epoch 15 Batch 1199 LR : 0.00002 Top1 Acc.: 96.703 CLS Loss: 0.122 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.393 +2025-09-23 07:08:04,017 INFO Epoch 15 Batch 1299 LR : 0.00002 Top1 Acc.: 96.383 CLS Loss: 0.131 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.409 +2025-09-23 07:10:13,476 INFO Epoch 15 Batch 1399 LR : 0.00002 Top1 Acc.: 96.578 CLS Loss: 0.122 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.383 +2025-09-23 07:12:23,016 INFO Epoch 15 Batch 1499 LR : 0.00002 Top1 Acc.: 96.547 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.402 +2025-09-23 07:14:32,517 INFO Epoch 15 Batch 1599 LR : 0.00002 Top1 Acc.: 96.281 CLS Loss: 0.127 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.395 +2025-09-23 07:16:42,151 INFO Epoch 15 Batch 1699 LR : 0.00002 Top1 Acc.: 96.727 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.405 +2025-09-23 07:18:51,856 INFO Epoch 15 Batch 1799 LR : 0.00002 Top1 Acc.: 96.477 CLS Loss: 0.127 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.391 +2025-09-23 07:21:01,507 INFO Epoch 15 Batch 1899 LR : 0.00002 Top1 Acc.: 96.539 CLS Loss: 0.122 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.392 +2025-09-23 07:23:11,137 INFO Epoch 15 Batch 1999 LR : 0.00002 Top1 Acc.: 96.672 CLS Loss: 0.125 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.391 +2025-09-23 07:25:20,819 INFO Epoch 15 Batch 2099 LR : 0.00002 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.404 +2025-09-23 07:27:30,469 INFO Epoch 15 Batch 2199 LR : 0.00002 Top1 Acc.: 96.766 CLS Loss: 0.120 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.380 +2025-09-23 07:29:40,088 INFO Epoch 15 Batch 2299 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.124 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.407 +2025-09-23 07:31:49,744 INFO Epoch 15 Batch 2399 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.406 +2025-09-23 07:33:59,452 INFO Epoch 15 Batch 2499 LR : 0.00002 Top1 Acc.: 96.359 CLS Loss: 0.131 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.419 +2025-09-23 07:36:09,146 INFO Epoch 15 Batch 2599 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.389 +2025-09-23 07:38:18,790 INFO Epoch 15 Batch 2699 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.119 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.390 +2025-09-23 07:40:28,506 INFO Epoch 15 Batch 2799 LR : 0.00002 Top1 Acc.: 96.352 CLS Loss: 0.127 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.384 +2025-09-23 07:42:38,206 INFO Epoch 15 Batch 2899 LR : 0.00002 Top1 Acc.: 96.625 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.418 +2025-09-23 07:44:47,896 INFO Epoch 15 Batch 2999 LR : 0.00002 Top1 Acc.: 96.328 CLS Loss: 0.130 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.399 +2025-09-23 07:46:57,613 INFO Epoch 15 Batch 3099 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.126 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.393 +2025-09-23 07:49:07,294 INFO Epoch 15 Batch 3199 LR : 0.00002 Top1 Acc.: 96.438 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.394 +2025-09-23 07:51:16,979 INFO Epoch 15 Batch 3299 LR : 0.00002 Top1 Acc.: 96.578 CLS Loss: 0.132 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.407 +2025-09-23 07:53:26,679 INFO Epoch 15 Batch 3399 LR : 0.00002 Top1 Acc.: 96.672 CLS Loss: 0.122 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.387 +2025-09-23 07:55:36,356 INFO Epoch 15 Batch 3499 LR : 0.00002 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.378 +2025-09-23 07:57:46,004 INFO Epoch 15 Batch 3599 LR : 0.00002 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.409 +2025-09-23 07:59:55,728 INFO Epoch 15 Batch 3699 LR : 0.00002 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.392 +2025-09-23 08:02:05,449 INFO Epoch 15 Batch 3799 LR : 0.00002 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.416 +2025-09-23 08:04:15,180 INFO Epoch 15 Batch 3899 LR : 0.00002 Top1 Acc.: 96.547 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.411 +2025-09-23 08:06:24,847 INFO Epoch 15 Batch 3999 LR : 0.00002 Top1 Acc.: 96.875 CLS Loss: 0.114 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.119 Tot. Loss: 1.370 +2025-09-23 08:08:34,524 INFO Epoch 15 Batch 4099 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.396 +2025-09-23 08:10:44,222 INFO Epoch 15 Batch 4199 LR : 0.00002 Top1 Acc.: 96.406 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.409 +2025-09-23 08:12:53,959 INFO Epoch 15 Batch 4299 LR : 0.00002 Top1 Acc.: 96.852 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.174 Tot. Loss: 1.403 +2025-09-23 08:15:03,586 INFO Epoch 15 Batch 4399 LR : 0.00002 Top1 Acc.: 96.414 CLS Loss: 0.128 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.410 +2025-09-23 08:17:13,184 INFO Epoch 15 Batch 4499 LR : 0.00002 Top1 Acc.: 96.461 CLS Loss: 0.128 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.108 Tot. Loss: 1.403 +2025-09-23 08:19:22,825 INFO Epoch 15 Batch 4599 LR : 0.00002 Top1 Acc.: 96.391 CLS Loss: 0.130 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.107 Tot. Loss: 1.399 +2025-09-23 08:21:32,503 INFO Epoch 15 Batch 4699 LR : 0.00002 Top1 Acc.: 96.469 CLS Loss: 0.123 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.403 +2025-09-23 08:23:42,167 INFO Epoch 15 Batch 4799 LR : 0.00001 Top1 Acc.: 96.195 CLS Loss: 0.131 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.404 +2025-09-23 08:25:51,848 INFO Epoch 15 Batch 4899 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.136 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.420 +2025-09-23 08:28:01,513 INFO Epoch 15 Batch 4999 LR : 0.00001 Top1 Acc.: 96.406 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.397 +2025-09-23 08:28:52,857 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 81.976 FPR: 58.211 AUROC: 87.968 AUPR: 60.894 AURC: 44.537 EAURC: 27.219 AUPR Succ.: 96.803 ECE: 4.842 NLL: 7.013 Brier: 25.996 +2025-09-23 08:29:36,050 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 81.968 FPR: 58.130 AUROC: 87.984 AUPR: 60.926 AURC: 44.546 EAURC: 27.212 AUPR Succ.: 96.804 ECE: 4.858 NLL: 7.013 Brier: 25.993 +2025-09-23 08:29:36,058 INFO ####### --- Training Epoch 16 --- ####### +2025-09-23 08:32:56,428 INFO Epoch 16 Batch 99 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.129 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.406 +2025-09-23 08:35:05,354 INFO Epoch 16 Batch 199 LR : 0.00001 Top1 Acc.: 96.617 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.400 +2025-09-23 08:37:14,526 INFO Epoch 16 Batch 299 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.125 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.164 Tot. Loss: 1.402 +2025-09-23 08:39:23,885 INFO Epoch 16 Batch 399 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.134 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.170 Tot. Loss: 1.411 +2025-09-23 08:41:33,349 INFO Epoch 16 Batch 499 LR : 0.00001 Top1 Acc.: 96.492 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.396 +2025-09-23 08:43:42,800 INFO Epoch 16 Batch 599 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.133 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.405 +2025-09-23 08:45:51,634 INFO Epoch 16 Batch 699 LR : 0.00001 Top1 Acc.: 96.539 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.180 Tot. Loss: 1.396 +2025-09-23 08:48:00,647 INFO Epoch 16 Batch 799 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.397 +2025-09-23 08:50:09,825 INFO Epoch 16 Batch 899 LR : 0.00001 Top1 Acc.: 96.242 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.409 +2025-09-23 08:52:19,227 INFO Epoch 16 Batch 999 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.400 +2025-09-23 08:54:28,883 INFO Epoch 16 Batch 1099 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.125 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.388 +2025-09-23 08:56:38,467 INFO Epoch 16 Batch 1199 LR : 0.00001 Top1 Acc.: 96.727 CLS Loss: 0.121 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.390 +2025-09-23 08:58:47,643 INFO Epoch 16 Batch 1299 LR : 0.00001 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.411 +2025-09-23 09:00:56,943 INFO Epoch 16 Batch 1399 LR : 0.00001 Top1 Acc.: 96.562 CLS Loss: 0.123 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.382 +2025-09-23 09:03:06,352 INFO Epoch 16 Batch 1499 LR : 0.00001 Top1 Acc.: 96.469 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.399 +2025-09-23 09:05:15,910 INFO Epoch 16 Batch 1599 LR : 0.00001 Top1 Acc.: 96.227 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.400 +2025-09-23 09:07:25,532 INFO Epoch 16 Batch 1699 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.115 Tot. Loss: 1.413 +2025-09-23 09:09:35,195 INFO Epoch 16 Batch 1799 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.390 +2025-09-23 09:11:44,821 INFO Epoch 16 Batch 1899 LR : 0.00001 Top1 Acc.: 96.586 CLS Loss: 0.121 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.386 +2025-09-23 09:13:54,444 INFO Epoch 16 Batch 1999 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.125 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.178 Tot. Loss: 1.390 +2025-09-23 09:16:04,071 INFO Epoch 16 Batch 2099 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.404 +2025-09-23 09:18:13,732 INFO Epoch 16 Batch 2199 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.165 Tot. Loss: 1.383 +2025-09-23 09:20:23,378 INFO Epoch 16 Batch 2299 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.124 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.393 +2025-09-23 09:22:32,996 INFO Epoch 16 Batch 2399 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.124 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.387 +2025-09-23 09:24:42,691 INFO Epoch 16 Batch 2499 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.420 +2025-09-23 09:26:52,329 INFO Epoch 16 Batch 2599 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.119 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.382 +2025-09-23 09:29:02,000 INFO Epoch 16 Batch 2699 LR : 0.00001 Top1 Acc.: 96.555 CLS Loss: 0.119 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.382 +2025-09-23 09:31:11,655 INFO Epoch 16 Batch 2799 LR : 0.00001 Top1 Acc.: 96.336 CLS Loss: 0.128 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.396 +2025-09-23 09:33:21,363 INFO Epoch 16 Batch 2899 LR : 0.00001 Top1 Acc.: 96.656 CLS Loss: 0.128 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.426 +2025-09-23 09:35:31,064 INFO Epoch 16 Batch 2999 LR : 0.00001 Top1 Acc.: 96.305 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.408 +2025-09-23 09:37:40,770 INFO Epoch 16 Batch 3099 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.125 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.390 +2025-09-23 09:39:50,464 INFO Epoch 16 Batch 3199 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.395 +2025-09-23 09:42:00,162 INFO Epoch 16 Batch 3299 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.413 +2025-09-23 09:44:09,805 INFO Epoch 16 Batch 3399 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.122 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.397 +2025-09-23 09:46:19,434 INFO Epoch 16 Batch 3499 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.382 +2025-09-23 09:48:29,017 INFO Epoch 16 Batch 3599 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.413 +2025-09-23 09:50:38,741 INFO Epoch 16 Batch 3699 LR : 0.00001 Top1 Acc.: 96.523 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.396 +2025-09-23 09:52:48,418 INFO Epoch 16 Batch 3799 LR : 0.00001 Top1 Acc.: 96.281 CLS Loss: 0.132 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.418 +2025-09-23 09:54:58,100 INFO Epoch 16 Batch 3899 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.405 +2025-09-23 09:57:07,745 INFO Epoch 16 Batch 3999 LR : 0.00001 Top1 Acc.: 96.898 CLS Loss: 0.114 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.372 +2025-09-23 09:59:17,362 INFO Epoch 16 Batch 4099 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.402 +2025-09-23 10:01:26,990 INFO Epoch 16 Batch 4199 LR : 0.00001 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.399 +2025-09-23 10:03:36,700 INFO Epoch 16 Batch 4299 LR : 0.00001 Top1 Acc.: 96.789 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.402 +2025-09-23 10:05:46,339 INFO Epoch 16 Batch 4399 LR : 0.00001 Top1 Acc.: 96.430 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.400 +2025-09-23 10:07:55,981 INFO Epoch 16 Batch 4499 LR : 0.00001 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.154 Tot. Loss: 1.400 +2025-09-23 10:10:05,642 INFO Epoch 16 Batch 4599 LR : 0.00001 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.394 +2025-09-23 10:12:15,266 INFO Epoch 16 Batch 4699 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.123 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.399 +2025-09-23 10:14:24,877 INFO Epoch 16 Batch 4799 LR : 0.00001 Top1 Acc.: 96.242 CLS Loss: 0.131 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.166 Tot. Loss: 1.405 +2025-09-23 10:16:34,541 INFO Epoch 16 Batch 4899 LR : 0.00001 Top1 Acc.: 96.445 CLS Loss: 0.136 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.412 +2025-09-23 10:18:44,224 INFO Epoch 16 Batch 4999 LR : 0.00001 Top1 Acc.: 96.312 CLS Loss: 0.127 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.398 +2025-09-23 10:19:44,148 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 81.976 FPR: 58.333 AUROC: 87.969 AUPR: 60.781 AURC: 44.521 EAURC: 27.203 AUPR Succ.: 96.805 ECE: 4.845 NLL: 7.012 Brier: 25.995 +2025-09-23 10:20:47,539 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 81.978 FPR: 58.262 AUROC: 87.966 AUPR: 60.763 AURC: 44.533 EAURC: 27.219 AUPR Succ.: 96.803 ECE: 4.853 NLL: 7.013 Brier: 25.994 +2025-09-23 10:20:47,547 INFO ####### --- Training Epoch 17 --- ####### +2025-09-23 10:24:08,539 INFO Epoch 17 Batch 99 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.410 +2025-09-23 10:26:17,541 INFO Epoch 17 Batch 199 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.401 +2025-09-23 10:28:26,838 INFO Epoch 17 Batch 299 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.124 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.390 +2025-09-23 10:30:36,222 INFO Epoch 17 Batch 399 LR : 0.00001 Top1 Acc.: 96.414 CLS Loss: 0.134 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.407 +2025-09-23 10:32:45,725 INFO Epoch 17 Batch 499 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.404 +2025-09-23 10:34:55,429 INFO Epoch 17 Batch 599 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.132 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.396 +2025-09-23 10:37:04,699 INFO Epoch 17 Batch 699 LR : 0.00001 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.400 +2025-09-23 10:39:13,847 INFO Epoch 17 Batch 799 LR : 0.00001 Top1 Acc.: 96.617 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.394 +2025-09-23 10:41:23,192 INFO Epoch 17 Batch 899 LR : 0.00001 Top1 Acc.: 96.336 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.408 +2025-09-23 10:43:32,748 INFO Epoch 17 Batch 999 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.125 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.395 +2025-09-23 10:45:42,435 INFO Epoch 17 Batch 1099 LR : 0.00001 Top1 Acc.: 96.562 CLS Loss: 0.125 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.384 +2025-09-23 10:47:52,190 INFO Epoch 17 Batch 1199 LR : 0.00001 Top1 Acc.: 96.711 CLS Loss: 0.121 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.112 Tot. Loss: 1.387 +2025-09-23 10:50:01,381 INFO Epoch 17 Batch 1299 LR : 0.00001 Top1 Acc.: 96.367 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.420 +2025-09-23 10:52:10,496 INFO Epoch 17 Batch 1399 LR : 0.00001 Top1 Acc.: 96.539 CLS Loss: 0.122 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.085 Tot. Loss: 1.380 +2025-09-23 10:54:19,801 INFO Epoch 17 Batch 1499 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.396 +2025-09-23 10:56:29,309 INFO Epoch 17 Batch 1599 LR : 0.00001 Top1 Acc.: 96.234 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.393 +2025-09-23 10:58:38,706 INFO Epoch 17 Batch 1699 LR : 0.00001 Top1 Acc.: 96.648 CLS Loss: 0.128 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.399 +2025-09-23 11:00:48,322 INFO Epoch 17 Batch 1799 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.395 +2025-09-23 11:02:58,075 INFO Epoch 17 Batch 1899 LR : 0.00001 Top1 Acc.: 96.602 CLS Loss: 0.121 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.393 +2025-09-23 11:05:07,871 INFO Epoch 17 Batch 1999 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.124 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.399 +2025-09-23 11:07:17,646 INFO Epoch 17 Batch 2099 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.403 +2025-09-23 11:09:27,420 INFO Epoch 17 Batch 2199 LR : 0.00001 Top1 Acc.: 96.758 CLS Loss: 0.119 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.382 +2025-09-23 11:11:37,198 INFO Epoch 17 Batch 2299 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.124 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.404 +2025-09-23 11:13:47,046 INFO Epoch 17 Batch 2399 LR : 0.00001 Top1 Acc.: 96.586 CLS Loss: 0.124 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.400 +2025-09-23 11:15:56,788 INFO Epoch 17 Batch 2499 LR : 0.00001 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.414 +2025-09-23 11:18:06,571 INFO Epoch 17 Batch 2599 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.119 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.381 +2025-09-23 11:20:16,394 INFO Epoch 17 Batch 2699 LR : 0.00001 Top1 Acc.: 96.680 CLS Loss: 0.119 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.390 +2025-09-23 11:22:26,175 INFO Epoch 17 Batch 2799 LR : 0.00001 Top1 Acc.: 96.336 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.399 +2025-09-23 11:24:35,881 INFO Epoch 17 Batch 2899 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.418 +2025-09-23 11:26:45,651 INFO Epoch 17 Batch 2999 LR : 0.00001 Top1 Acc.: 96.305 CLS Loss: 0.130 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.401 +2025-09-23 11:28:55,390 INFO Epoch 17 Batch 3099 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.392 +2025-09-23 11:31:05,188 INFO Epoch 17 Batch 3199 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.126 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.391 +2025-09-23 11:33:14,937 INFO Epoch 17 Batch 3299 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.131 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.411 +2025-09-23 11:35:24,700 INFO Epoch 17 Batch 3399 LR : 0.00001 Top1 Acc.: 96.773 CLS Loss: 0.122 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.103 Tot. Loss: 1.394 +2025-09-23 11:37:34,565 INFO Epoch 17 Batch 3499 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.119 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.379 +2025-09-23 11:39:44,417 INFO Epoch 17 Batch 3599 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.131 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.405 +2025-09-23 11:41:54,207 INFO Epoch 17 Batch 3699 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.126 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.401 +2025-09-23 11:44:03,917 INFO Epoch 17 Batch 3799 LR : 0.00001 Top1 Acc.: 96.320 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.417 +2025-09-23 11:46:13,657 INFO Epoch 17 Batch 3899 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.162 Tot. Loss: 1.403 +2025-09-23 11:48:23,410 INFO Epoch 17 Batch 3999 LR : 0.00001 Top1 Acc.: 96.953 CLS Loss: 0.113 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.371 +2025-09-23 11:50:33,215 INFO Epoch 17 Batch 4099 LR : 0.00001 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.399 +2025-09-23 11:52:42,903 INFO Epoch 17 Batch 4199 LR : 0.00001 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.423 +2025-09-23 11:54:52,682 INFO Epoch 17 Batch 4299 LR : 0.00001 Top1 Acc.: 96.867 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.394 +2025-09-23 11:57:02,456 INFO Epoch 17 Batch 4399 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.399 +2025-09-23 11:59:12,282 INFO Epoch 17 Batch 4499 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.105 Tot. Loss: 1.403 +2025-09-23 12:01:22,081 INFO Epoch 17 Batch 4599 LR : 0.00001 Top1 Acc.: 96.367 CLS Loss: 0.130 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.407 +2025-09-23 12:03:31,969 INFO Epoch 17 Batch 4699 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.396 +2025-09-23 12:05:41,718 INFO Epoch 17 Batch 4799 LR : 0.00001 Top1 Acc.: 96.219 CLS Loss: 0.131 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.410 +2025-09-23 12:07:51,416 INFO Epoch 17 Batch 4899 LR : 0.00001 Top1 Acc.: 96.367 CLS Loss: 0.136 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.415 +2025-09-23 12:10:01,129 INFO Epoch 17 Batch 4999 LR : 0.00001 Top1 Acc.: 96.406 CLS Loss: 0.125 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.388 +2025-09-23 12:12:04,798 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 81.974 FPR: 58.305 AUROC: 87.976 AUPR: 60.834 AURC: 44.502 EAURC: 27.180 AUPR Succ.: 96.808 ECE: 4.843 NLL: 7.013 Brier: 25.997 +2025-09-23 12:12:55,176 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 81.978 FPR: 58.273 AUROC: 87.968 AUPR: 60.792 AURC: 44.520 EAURC: 27.206 AUPR Succ.: 96.805 ECE: 4.844 NLL: 7.013 Brier: 25.995 +2025-09-23 12:12:55,183 INFO ####### --- Training Epoch 18 --- ####### +2025-09-23 12:16:16,659 INFO Epoch 18 Batch 99 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.400 +2025-09-23 12:18:25,698 INFO Epoch 18 Batch 199 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.399 +2025-09-23 12:20:35,044 INFO Epoch 18 Batch 299 LR : 0.00001 Top1 Acc.: 96.477 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.173 Tot. Loss: 1.400 +2025-09-23 12:22:44,574 INFO Epoch 18 Batch 399 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.134 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.417 +2025-09-23 12:24:54,294 INFO Epoch 18 Batch 499 LR : 0.00001 Top1 Acc.: 96.562 CLS Loss: 0.126 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.403 +2025-09-23 12:27:03,841 INFO Epoch 18 Batch 599 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.132 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.405 +2025-09-23 12:29:13,460 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.101 Tot. Loss: 1.396 +2025-09-23 12:31:22,533 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.390 +2025-09-23 12:33:31,703 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 96.359 CLS Loss: 0.129 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.410 +2025-09-23 12:35:40,971 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.401 +2025-09-23 12:37:50,492 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.125 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.394 +2025-09-23 12:40:00,188 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.120 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.391 +2025-09-23 12:42:09,843 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.406 +2025-09-23 12:44:18,919 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.121 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.377 +2025-09-23 12:46:28,124 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.405 +2025-09-23 12:48:37,381 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 96.266 CLS Loss: 0.126 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.397 +2025-09-23 12:50:46,753 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.404 +2025-09-23 12:52:56,258 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.402 +2025-09-23 12:55:05,836 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 96.531 CLS Loss: 0.122 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.390 +2025-09-23 12:57:15,519 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.124 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.393 +2025-09-23 12:59:25,312 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 96.531 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.405 +2025-09-23 13:01:35,046 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.386 +2025-09-23 13:03:44,829 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.124 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.411 +2025-09-23 13:05:54,605 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.124 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.391 +2025-09-23 13:08:04,375 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 96.258 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.420 +2025-09-23 13:10:14,144 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.119 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.384 +2025-09-23 13:12:23,969 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.119 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.385 +2025-09-23 13:14:33,803 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 96.391 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.396 +2025-09-23 13:16:43,735 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.127 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.127 Tot. Loss: 1.425 +2025-09-23 13:18:53,510 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 96.297 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.404 +2025-09-23 13:21:03,328 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.405 +2025-09-23 13:23:13,163 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.126 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.099 Tot. Loss: 1.393 +2025-09-23 13:25:22,974 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.414 +2025-09-23 13:27:32,858 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 96.742 CLS Loss: 0.123 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.392 +2025-09-23 13:29:42,760 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 96.711 CLS Loss: 0.119 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.380 +2025-09-23 13:31:52,547 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 96.430 CLS Loss: 0.130 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.407 +2025-09-23 13:34:02,394 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.394 +2025-09-23 13:36:12,173 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 96.328 CLS Loss: 0.132 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.418 +2025-09-23 13:38:21,980 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.104 Tot. Loss: 1.403 +2025-09-23 13:40:31,818 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 96.953 CLS Loss: 0.113 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.367 +2025-09-23 13:42:41,619 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.127 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.391 +2025-09-23 13:44:51,391 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.405 +2025-09-23 13:47:01,136 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.400 +2025-09-23 13:49:10,861 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.401 +2025-09-23 13:51:20,644 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.397 +2025-09-23 13:53:30,458 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.406 +2025-09-23 13:55:40,178 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.123 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.395 +2025-09-23 13:57:49,978 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 96.273 CLS Loss: 0.131 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.409 +2025-09-23 13:59:59,706 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 96.391 CLS Loss: 0.135 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.435 +2025-09-23 14:02:09,659 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 96.367 CLS Loss: 0.126 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.387 +2025-09-23 14:03:00,774 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 81.978 FPR: 58.318 AUROC: 87.969 AUPR: 60.778 AURC: 44.500 EAURC: 27.186 AUPR Succ.: 96.807 ECE: 4.846 NLL: 7.013 Brier: 25.998 +2025-09-23 14:03:46,080 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 81.968 FPR: 58.174 AUROC: 87.983 AUPR: 60.887 AURC: 44.519 EAURC: 27.185 AUPR Succ.: 96.807 ECE: 4.852 NLL: 7.013 Brier: 25.996 +2025-09-23 14:03:46,088 INFO ####### --- Training Epoch 19 --- ####### +2025-09-23 14:07:07,106 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.129 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.420 +2025-09-23 14:09:16,188 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.127 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.391 +2025-09-23 14:11:25,515 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.124 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.150 Tot. Loss: 1.388 +2025-09-23 14:13:35,127 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.133 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.153 Tot. Loss: 1.415 +2025-09-23 14:15:44,916 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.402 +2025-09-23 14:17:54,603 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 96.383 CLS Loss: 0.132 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.406 +2025-09-23 14:20:04,360 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.394 +2025-09-23 14:22:14,145 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.126 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.390 +2025-09-23 14:24:23,472 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 96.297 CLS Loss: 0.128 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.409 +2025-09-23 14:26:32,770 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 96.438 CLS Loss: 0.126 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.391 +2025-09-23 14:28:42,292 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.393 +2025-09-23 14:30:51,990 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.121 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.403 +2025-09-23 14:33:01,636 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.404 +2025-09-23 14:35:11,036 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.122 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.389 +2025-09-23 14:37:20,297 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.401 +2025-09-23 14:39:29,808 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 96.227 CLS Loss: 0.126 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.382 +2025-09-23 14:41:39,388 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.399 +2025-09-23 14:43:48,937 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.126 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.401 +2025-09-23 14:45:58,542 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.122 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.394 +2025-09-23 14:48:08,208 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.124 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.387 +2025-09-23 14:50:17,991 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.396 +2025-09-23 14:52:27,720 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 96.758 CLS Loss: 0.120 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.383 +2025-09-23 14:54:37,588 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.124 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.406 +2025-09-23 14:56:47,360 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.124 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.392 +2025-09-23 14:58:57,119 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.422 +2025-09-23 15:01:06,765 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.119 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.386 +2025-09-23 15:03:16,426 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.118 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.388 +2025-09-23 15:05:26,042 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.127 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.400 +2025-09-23 15:07:35,670 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.128 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.414 +2025-09-23 15:09:45,303 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 96.344 CLS Loss: 0.129 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.404 +2025-09-23 15:11:55,011 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.125 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.392 +2025-09-23 15:14:04,765 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.125 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.396 +2025-09-23 15:16:14,433 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.078 Tot. Loss: 1.414 +2025-09-23 15:18:24,097 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.122 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.384 +2025-09-23 15:20:33,928 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 96.773 CLS Loss: 0.119 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.375 +2025-09-23 15:22:43,695 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.131 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.414 +2025-09-23 15:24:53,393 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.383 +2025-09-23 15:27:03,098 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.131 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.410 +2025-09-23 15:29:12,835 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.135 Tot. Loss: 1.407 +2025-09-23 15:31:22,520 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 96.938 CLS Loss: 0.113 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.367 +2025-09-23 15:33:32,187 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 96.359 CLS Loss: 0.128 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.403 +2025-09-23 15:35:41,853 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.414 +2025-09-23 15:37:51,550 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.127 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.401 +2025-09-23 15:40:01,249 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.405 +2025-09-23 15:42:10,928 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.390 +2025-09-23 15:44:20,582 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.394 +2025-09-23 15:46:30,245 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.124 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.386 +2025-09-23 15:48:40,006 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 96.305 CLS Loss: 0.131 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.413 +2025-09-23 15:50:49,735 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.136 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.418 +2025-09-23 15:52:59,488 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 96.383 CLS Loss: 0.126 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.398 +2025-09-23 15:53:50,666 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 81.976 FPR: 58.289 AUROC: 87.971 AUPR: 60.803 AURC: 44.504 EAURC: 27.186 AUPR Succ.: 96.807 ECE: 4.858 NLL: 7.013 Brier: 25.999 +2025-09-23 15:54:33,830 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 81.972 FPR: 58.254 AUROC: 87.977 AUPR: 60.854 AURC: 44.518 EAURC: 27.192 AUPR Succ.: 96.806 ECE: 4.860 NLL: 7.014 Brier: 25.997 +2025-09-23 15:54:33,837 INFO ####### --- Training Epoch 20 --- ####### +2025-09-23 15:57:53,921 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.130 Tot. Loss: 1.415 +2025-09-23 16:00:03,060 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.132 Tot. Loss: 1.395 +2025-09-23 16:02:12,527 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.125 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.399 +2025-09-23 16:04:22,288 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.134 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.406 +2025-09-23 16:06:32,245 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.403 +2025-09-23 16:08:42,168 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 96.383 CLS Loss: 0.133 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.402 +2025-09-23 16:10:52,265 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.126 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.392 +2025-09-23 16:13:02,395 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.133 Tot. Loss: 1.389 +2025-09-23 16:15:12,489 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 96.430 CLS Loss: 0.128 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.405 +2025-09-23 16:17:22,003 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.125 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.389 +2025-09-23 16:19:31,456 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.125 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.391 +2025-09-23 16:21:41,234 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.120 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.394 +2025-09-23 16:23:51,275 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.415 +2025-09-23 16:26:01,303 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.122 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.104 Tot. Loss: 1.383 +2025-09-23 16:28:10,516 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.401 +2025-09-23 16:30:19,732 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 96.289 CLS Loss: 0.126 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.388 +2025-09-23 16:32:29,152 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 96.711 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.394 +2025-09-23 16:34:38,796 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.126 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.392 +2025-09-23 16:36:48,541 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.121 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.383 +2025-09-23 16:38:58,493 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.123 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.391 +2025-09-23 16:41:08,501 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.403 +2025-09-23 16:43:18,526 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.119 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.382 +2025-09-23 16:45:28,672 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.403 +2025-09-23 16:47:38,645 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.124 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.390 +2025-09-23 16:49:48,670 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 96.211 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.413 +2025-09-23 16:51:58,700 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 96.711 CLS Loss: 0.120 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.383 +2025-09-23 16:54:08,756 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.119 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.398 +2025-09-23 16:56:18,873 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 96.383 CLS Loss: 0.127 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.163 Tot. Loss: 1.396 +2025-09-23 16:58:28,834 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.410 +2025-09-23 17:00:38,754 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 96.344 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.406 +2025-09-23 17:02:48,752 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.125 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.399 +2025-09-23 17:04:58,827 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.126 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.114 Tot. Loss: 1.394 +2025-09-23 17:07:08,864 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.130 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.415 +2025-09-23 17:09:18,974 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 96.773 CLS Loss: 0.123 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.388 +2025-09-23 17:11:29,252 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.119 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.377 +2025-09-23 17:13:39,357 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.408 +2025-09-23 17:15:49,409 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.125 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.144 Tot. Loss: 1.384 +2025-09-23 17:17:59,475 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 96.359 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.413 +2025-09-23 17:20:09,486 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.122 Tot. Loss: 1.410 +2025-09-23 17:22:19,554 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 96.938 CLS Loss: 0.114 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 1.370 +2025-09-23 17:24:29,546 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.140 Tot. Loss: 1.397 +2025-09-23 17:26:39,658 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.406 +2025-09-23 17:28:49,730 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 96.805 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.134 Tot. Loss: 1.404 +2025-09-23 17:30:59,798 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.151 Tot. Loss: 1.399 +2025-09-23 17:33:09,789 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.128 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.149 Tot. Loss: 1.402 +2025-09-23 17:35:19,865 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.401 +2025-09-23 17:37:30,004 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.124 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.395 +2025-09-23 17:39:40,033 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 96.328 CLS Loss: 0.130 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.146 Tot. Loss: 1.412 +2025-09-23 17:41:50,053 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.136 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.416 +2025-09-23 17:44:00,013 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 96.430 CLS Loss: 0.126 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.392 +2025-09-23 17:45:04,191 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 81.976 FPR: 58.356 AUROC: 87.972 AUPR: 60.816 AURC: 44.501 EAURC: 27.183 AUPR Succ.: 96.808 ECE: 4.854 NLL: 7.013 Brier: 25.999 +2025-09-23 17:46:07,052 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 81.976 FPR: 58.289 AUROC: 87.970 AUPR: 60.792 AURC: 44.519 EAURC: 27.201 AUPR Succ.: 96.805 ECE: 4.858 NLL: 7.014 Brier: 25.997 +2025-09-23 17:46:07,060 INFO ####### --- Training Epoch 21 --- ####### +2025-09-23 17:49:27,598 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.128 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.159 Tot. Loss: 1.407 +2025-09-23 17:51:36,417 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.402 +2025-09-23 17:53:45,800 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.124 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.404 +2025-09-23 17:55:55,302 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.133 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.143 Tot. Loss: 1.410 +2025-09-23 17:58:05,037 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.409 +2025-09-23 18:00:15,127 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 96.391 CLS Loss: 0.132 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.403 +2025-09-23 18:02:24,901 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.137 Tot. Loss: 1.394 +2025-09-23 18:04:34,678 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.127 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.404 +2025-09-23 18:06:44,539 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.402 +2025-09-23 18:08:54,053 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.125 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.396 +2025-09-23 18:11:03,130 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.125 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.110 Tot. Loss: 1.385 +2025-09-23 18:13:12,435 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.121 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.391 +2025-09-23 18:15:22,021 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.157 Tot. Loss: 1.415 +2025-09-23 18:17:31,850 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.122 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.148 Tot. Loss: 1.383 +2025-09-23 18:19:41,607 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.397 +2025-09-23 18:21:50,769 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 96.180 CLS Loss: 0.126 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.091 Tot. Loss: 1.400 +2025-09-23 18:24:00,143 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.121 Tot. Loss: 1.403 +2025-09-23 18:26:09,803 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.126 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.394 +2025-09-23 18:28:19,483 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.122 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.142 Tot. Loss: 1.396 +2025-09-23 18:30:29,342 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.124 Tot. Loss: 1.395 +2025-09-23 18:32:39,272 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.400 +2025-09-23 18:34:49,027 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 96.836 CLS Loss: 0.119 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.390 +2025-09-23 18:36:58,788 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.131 Tot. Loss: 1.408 +2025-09-23 18:39:08,545 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.124 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.126 Tot. Loss: 1.393 +2025-09-23 18:41:18,315 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 96.297 CLS Loss: 0.131 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.160 Tot. Loss: 1.407 +2025-09-23 18:43:28,037 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.119 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.120 Tot. Loss: 1.388 +2025-09-23 18:45:37,865 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.118 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.392 +2025-09-23 18:47:47,748 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.127 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.125 Tot. Loss: 1.394 +2025-09-23 18:49:57,532 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.128 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.155 Tot. Loss: 1.414 +2025-09-23 18:52:07,327 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 96.336 CLS Loss: 0.129 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.403 +2025-09-23 18:54:17,128 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.125 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.152 Tot. Loss: 1.390 +2025-09-23 18:56:26,892 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.123 Tot. Loss: 1.397 +2025-09-23 18:58:36,887 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.158 Tot. Loss: 1.412 +2025-09-23 19:00:46,648 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.122 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.118 Tot. Loss: 1.392 +2025-09-23 19:02:56,455 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.119 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.113 Tot. Loss: 1.384 +2025-09-23 19:05:06,200 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.412 +2025-09-23 19:07:15,974 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 96.648 CLS Loss: 0.124 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.163 Tot. Loss: 1.379 +2025-09-23 19:09:25,751 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.141 Tot. Loss: 1.413 +2025-09-23 19:11:35,527 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.128 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.156 Tot. Loss: 1.400 +2025-09-23 19:13:45,358 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 97.031 CLS Loss: 0.113 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.139 Tot. Loss: 1.375 +2025-09-23 19:15:55,108 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.128 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 1.386 +2025-09-23 19:18:04,862 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.147 Tot. Loss: 1.415 +2025-09-23 19:20:14,672 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.145 Tot. Loss: 1.407 +2025-09-23 19:22:24,482 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.399 +2025-09-23 19:24:34,240 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 96.477 CLS Loss: 0.128 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.393 +2025-09-23 19:26:44,032 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.130 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.383 +2025-09-23 19:28:53,830 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 96.523 CLS Loss: 0.123 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.138 Tot. Loss: 1.388 +2025-09-23 19:31:03,652 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.163 Tot. Loss: 1.413 +2025-09-23 19:33:13,437 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.136 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.136 Tot. Loss: 1.419 +2025-09-23 19:35:23,181 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.126 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.117 Tot. Loss: 1.385 +2025-09-23 19:38:22,005 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 81.978 FPR: 58.340 AUROC: 87.968 AUPR: 60.786 AURC: 44.505 EAURC: 27.191 AUPR Succ.: 96.807 ECE: 4.853 NLL: 7.013 Brier: 25.999 +2025-09-23 19:39:02,063 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 81.982 FPR: 58.319 AUROC: 87.961 AUPR: 60.745 AURC: 44.515 EAURC: 27.209 AUPR Succ.: 96.805 ECE: 4.852 NLL: 7.014 Brier: 25.998