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Loss: 0.035 +2025-10-24 13:56:31,087 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.936 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.031 Tot. Loss: 0.031 +2025-10-24 13:57:13,863 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.945 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.029 Tot. Loss: 0.029 +2025-10-24 13:57:56,613 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.939 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.027 Tot. Loss: 0.027 +2025-10-24 13:58:39,459 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.938 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.026 Tot. Loss: 0.026 +2025-10-24 13:59:22,305 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.928 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.025 Tot. Loss: 0.025 +2025-10-24 14:00:05,235 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.934 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.023 Tot. Loss: 0.023 +2025-10-24 14:00:48,417 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.943 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.022 Tot. Loss: 0.022 +2025-10-24 14:01:31,280 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.934 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.021 Tot. Loss: 0.021 +2025-10-24 14:02:14,170 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.934 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.020 Tot. Loss: 0.020 +2025-10-24 14:02:57,067 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.929 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.019 Tot. Loss: 0.019 +2025-10-24 14:03:40,074 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.018 Tot. Loss: 0.018 +2025-10-24 14:04:23,081 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.934 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.017 Tot. Loss: 0.017 +2025-10-24 14:05:06,294 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.919 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.016 Tot. Loss: 0.016 +2025-10-24 14:05:49,337 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.925 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.015 Tot. Loss: 0.015 +2025-10-24 14:06:32,371 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.925 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.014 Tot. Loss: 0.014 +2025-10-24 14:07:15,365 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.919 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.013 Tot. Loss: 0.013 +2025-10-24 14:07:58,477 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.923 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.013 Tot. Loss: 0.013 +2025-10-24 14:08:41,591 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.920 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.012 Tot. Loss: 0.012 +2025-10-24 14:09:24,730 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.922 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.011 Tot. Loss: 0.011 +2025-10-24 14:10:08,070 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.010 Tot. Loss: 0.010 +2025-10-24 14:10:51,387 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.915 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.010 Tot. Loss: 0.010 +2025-10-24 14:11:34,578 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 0.250 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.009 Tot. Loss: 0.009 +2025-10-24 14:12:17,717 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.009 Tot. Loss: 0.009 +2025-10-24 14:13:00,864 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.915 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.008 Tot. Loss: 0.008 +2025-10-24 14:13:43,990 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.916 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.008 Tot. Loss: 0.008 +2025-10-24 14:14:27,103 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.918 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.008 Tot. Loss: 0.008 +2025-10-24 14:15:10,155 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.007 Tot. Loss: 0.007 +2025-10-24 14:15:53,567 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.918 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.007 Tot. Loss: 0.007 +2025-10-24 14:16:36,943 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.916 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.006 Tot. Loss: 0.006 +2025-10-24 14:17:20,348 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.916 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.006 Tot. Loss: 0.006 +2025-10-24 14:18:03,633 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.005 Tot. Loss: 0.005 +2025-10-24 14:18:46,904 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.005 Tot. Loss: 0.005 +2025-10-24 14:19:30,204 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 0.000 CLS Loss: 6.913 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.005 Tot. Loss: 0.005 +2025-10-24 14:20:13,661 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.914 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.005 Tot. Loss: 0.005 +2025-10-24 14:20:56,980 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.004 Tot. 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Loss: 0.003 +2025-10-24 14:25:17,130 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.003 Tot. Loss: 0.003 +2025-10-24 14:26:00,936 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.003 Tot. Loss: 0.003 +2025-10-24 14:26:44,521 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:27:27,687 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:28:10,948 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:28:54,106 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:29:37,331 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:30:20,470 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:31:03,061 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 14:33:34,788 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 0.150 FPR: 93.128 AUROC: 48.680 AUPR: 99.845 AURC: 998.673 EAURC: 9.926 AUPR Succ.: 0.138 ECE: 0.027 NLL: 69.092 Brier: 99.900 +2025-10-24 14:35:55,303 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 0.150 FPR: 93.184 AUROC: 48.647 AUPR: 99.845 AURC: 998.673 EAURC: 9.927 AUPR Succ.: 0.138 ECE: 0.027 NLL: 69.092 Brier: 99.900 +2025-10-24 14:35:55,308 INFO Original Model Accuracy improved from 0.00 to 0.15!!! +2025-10-24 14:35:56,538 INFO EMA Model Accuracy improved from 0.00 to 0.15!!! +2025-10-24 14:35:57,701 INFO ####### --- Training Epoch 2 --- ####### +2025-10-24 14:37:30,636 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.001 Tot. Loss: 0.001 +2025-10-24 14:38:54,802 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:40:19,032 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:41:43,446 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:43:07,849 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:44:32,398 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:45:56,836 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:47:21,312 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:48:45,773 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:50:10,175 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:51:34,620 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:52:58,986 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:54:23,434 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:55:47,932 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 0.000 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:57:12,316 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.907 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 14:58:36,621 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:00:01,039 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:01:25,420 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:02:49,725 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:04:14,185 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:05:38,503 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:07:02,848 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:08:27,215 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 15:09:51,579 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:11:15,949 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:12:40,423 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:14:04,848 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:15:29,192 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:16:53,580 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:18:17,905 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:19:42,356 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:21:06,727 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:22:31,219 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 0.000 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:23:55,766 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:25:20,362 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:26:44,861 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:28:09,387 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:29:33,891 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:30:58,402 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:32:23,090 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:33:47,748 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:35:12,308 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:36:36,865 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:38:01,446 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:39:26,022 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:40:50,699 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:42:15,269 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:43:39,818 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:45:04,454 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.907 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:46:28,587 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:49:22,432 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 0.098 FPR: 93.796 AUROC: 43.169 AUPR: 99.892 AURC: 999.327 EAURC: 7.096 AUPR Succ.: 0.078 ECE: 0.012 NLL: 69.084 Brier: 99.900 +2025-10-24 15:51:33,550 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 0.098 FPR: 93.800 AUROC: 43.088 AUPR: 99.892 AURC: 999.329 EAURC: 7.098 AUPR Succ.: 0.078 ECE: 0.012 NLL: 69.084 Brier: 99.900 +2025-10-24 15:51:33,558 INFO ####### --- Training Epoch 3 --- ####### +2025-10-24 15:53:03,815 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 0.000 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: -0.000 Tot. Loss: -0.000 +2025-10-24 15:54:41,094 INFO { + "activation": "relu", + "alpha": 0.5, + "augmix_weight": 1.0, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 10, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "orig_mixup": false, + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "DinoV3-L16-ImageNet1k/AugMix", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-24 15:54:43,436 INFO #################################################################################################### +1 / 1 Running +2025-10-24 15:54:54,144 INFO ####### --- Training Epoch 1 --- ####### +2025-10-24 15:55:58,897 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.945 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.034 Tot. Loss: 0.034 +2025-10-24 15:56:41,936 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.936 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.031 Tot. Loss: 0.031 +2025-10-24 15:57:24,955 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.946 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.029 Tot. Loss: 0.029 +2025-10-24 15:58:08,032 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.939 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.028 Tot. Loss: 0.028 +2025-10-24 15:58:51,034 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.938 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.026 Tot. Loss: 0.026 +2025-10-24 15:59:34,165 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.928 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.025 Tot. Loss: 0.025 +2025-10-24 16:00:17,268 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.935 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.023 Tot. Loss: 0.023 +2025-10-24 16:01:00,580 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.943 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.022 Tot. Loss: 0.022 +2025-10-24 16:01:43,691 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.934 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.021 Tot. Loss: 0.021 +2025-10-24 16:02:26,922 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.933 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.020 Tot. Loss: 0.020 +2025-10-24 16:03:10,090 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.930 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.018 Tot. Loss: 0.018 +2025-10-24 16:03:53,295 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.018 Tot. Loss: 0.018 +2025-10-24 16:04:36,409 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 0.000 CLS Loss: 6.935 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.017 Tot. Loss: 0.017 +2025-10-24 16:05:19,791 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.919 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.016 Tot. Loss: 0.016 +2025-10-24 16:06:03,035 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.925 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.015 Tot. Loss: 0.015 +2025-10-24 16:06:46,200 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.924 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.014 Tot. Loss: 0.014 +2025-10-24 16:07:29,334 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.919 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.013 Tot. Loss: 0.013 +2025-10-24 16:08:12,521 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.922 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.013 Tot. Loss: 0.013 +2025-10-24 16:08:55,611 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.920 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.012 Tot. Loss: 0.012 +2025-10-24 16:09:38,770 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.923 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.011 Tot. Loss: 0.011 +2025-10-24 16:10:22,111 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.011 Tot. Loss: 0.011 +2025-10-24 16:11:05,473 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.915 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.010 Tot. Loss: 0.010 +2025-10-24 16:11:48,701 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.009 Tot. Loss: 0.009 +2025-10-24 16:12:31,868 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.009 Tot. Loss: 0.009 +2025-10-24 16:13:15,042 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.914 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.008 Tot. Loss: 0.008 +2025-10-24 16:13:58,199 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.915 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.008 Tot. Loss: 0.008 +2025-10-24 16:14:41,399 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.918 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.007 Tot. Loss: 0.007 +2025-10-24 16:15:24,560 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.917 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.007 Tot. Loss: 0.007 +2025-10-24 16:16:07,822 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.918 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.007 Tot. Loss: 0.007 +2025-10-24 16:16:50,959 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.916 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.006 Tot. Loss: 0.006 +2025-10-24 16:17:34,086 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.916 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.006 Tot. 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Loss: 0.003 +2025-10-24 16:25:29,869 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.003 Tot. Loss: 0.003 +2025-10-24 16:26:13,592 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.003 Tot. Loss: 0.003 +2025-10-24 16:26:56,931 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:27:40,294 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:28:23,588 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:29:06,910 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:29:50,186 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:30:33,517 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 0.094 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:31:16,296 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.002 Tot. Loss: 0.002 +2025-10-24 16:33:42,676 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 0.146 FPR: 94.001 AUROC: 50.377 AUPR: 99.856 AURC: 998.639 EAURC: 9.632 AUPR Succ.: 0.140 ECE: 0.023 NLL: 69.091 Brier: 99.900 +2025-10-24 16:35:54,164 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 0.146 FPR: 94.031 AUROC: 50.225 AUPR: 99.855 AURC: 998.646 EAURC: 9.639 AUPR Succ.: 0.139 ECE: 0.023 NLL: 69.091 Brier: 99.900 +2025-10-24 16:35:54,170 INFO Original Model Accuracy improved from 0.00 to 0.15!!! +2025-10-24 16:35:55,553 INFO EMA Model Accuracy improved from 0.00 to 0.15!!! +2025-10-24 16:35:56,838 INFO ####### --- Training Epoch 2 --- ####### +2025-10-24 16:37:29,114 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.001 Tot. Loss: 0.001 +2025-10-24 16:38:53,109 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:40:17,271 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:41:41,609 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:43:06,030 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:44:30,490 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:45:54,861 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:47:19,241 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:48:43,595 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:50:07,978 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 0.031 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:51:32,465 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 0.125 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:52:56,833 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 0.062 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 16:54:21,219 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 0.156 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.000 Tot. Loss: 0.000 +2025-10-24 19:21:35,133 INFO { + "activation": "relu", + "alpha": 0.5, + "augmix_weight": 1.0, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 10, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "orig_mixup": false, + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "DinoV3-L16-ImageNet1k/AugMix", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-24 19:22:37,978 INFO #################################################################################################### +1 / 1 Running +2025-10-24 19:22:55,997 INFO ####### --- Training Epoch 1 --- ####### +2025-10-24 19:24:01,104 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.344 CLS Loss: 6.909 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.945 Tot. Loss: 6.945 +2025-10-24 19:24:43,963 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 6.827 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.862 Tot. Loss: 6.862 +2025-10-24 19:25:26,789 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.781 CLS Loss: 6.764 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.800 Tot. Loss: 6.800 +2025-10-24 19:26:09,627 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.562 CLS Loss: 6.682 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.718 Tot. Loss: 6.718 +2025-10-24 19:26:52,473 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.312 CLS Loss: 6.610 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.646 Tot. Loss: 6.646 +2025-10-24 19:27:35,292 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.844 CLS Loss: 6.527 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.563 Tot. Loss: 6.563 +2025-10-24 19:28:18,156 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.625 CLS Loss: 6.460 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.496 Tot. Loss: 6.496 +2025-10-24 19:29:01,427 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.531 CLS Loss: 6.399 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.434 Tot. Loss: 6.434 +2025-10-24 19:29:44,454 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.844 CLS Loss: 6.314 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.350 Tot. Loss: 6.350 +2025-10-24 19:30:27,265 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.500 CLS Loss: 6.241 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.277 Tot. Loss: 6.277 +2025-10-24 19:31:10,206 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 33.156 CLS Loss: 6.156 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.192 Tot. Loss: 6.192 +2025-10-24 19:31:53,416 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 37.125 CLS Loss: 6.086 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.122 Tot. Loss: 6.122 +2025-10-24 19:32:36,817 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 42.000 CLS Loss: 6.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 6.058 Tot. Loss: 6.058 +2025-10-24 19:33:20,027 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 49.312 CLS Loss: 5.929 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.966 Tot. Loss: 5.966 +2025-10-24 19:34:03,261 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 53.750 CLS Loss: 5.865 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.903 Tot. Loss: 5.903 +2025-10-24 19:34:46,565 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.625 CLS Loss: 5.795 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.832 Tot. Loss: 5.832 +2025-10-24 19:35:29,969 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 60.062 CLS Loss: 5.719 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.756 Tot. Loss: 5.756 +2025-10-24 19:36:13,234 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 62.344 CLS Loss: 5.649 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.686 Tot. Loss: 5.686 +2025-10-24 19:36:56,581 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 65.094 CLS Loss: 5.571 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.609 Tot. Loss: 5.609 +2025-10-24 19:37:39,936 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.969 CLS Loss: 5.495 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.533 Tot. Loss: 5.533 +2025-10-24 19:38:23,259 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.688 CLS Loss: 5.438 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.476 Tot. Loss: 5.476 +2025-10-24 19:39:07,062 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 71.250 CLS Loss: 5.350 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.389 Tot. Loss: 5.389 +2025-10-24 19:39:50,469 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 71.281 CLS Loss: 5.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.323 Tot. Loss: 5.323 +2025-10-24 19:40:33,897 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.969 CLS Loss: 5.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.239 Tot. Loss: 5.239 +2025-10-24 19:41:17,224 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 72.562 CLS Loss: 5.142 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.182 Tot. Loss: 5.182 +2025-10-24 19:42:00,606 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 73.156 CLS Loss: 5.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.103 Tot. Loss: 5.103 +2025-10-24 19:42:43,947 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.656 CLS Loss: 5.001 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 5.042 Tot. Loss: 5.042 +2025-10-24 19:43:27,341 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.812 CLS Loss: 4.926 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.969 Tot. Loss: 4.969 +2025-10-24 19:44:11,040 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 75.219 CLS Loss: 4.875 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.917 Tot. Loss: 4.917 +2025-10-24 19:44:54,537 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 75.375 CLS Loss: 4.805 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.849 Tot. Loss: 4.849 +2025-10-24 19:45:37,950 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 77.281 CLS Loss: 4.701 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.745 Tot. Loss: 4.745 +2025-10-24 19:46:21,357 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.594 CLS Loss: 4.641 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.686 Tot. Loss: 4.686 +2025-10-24 19:47:04,806 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.568 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.612 Tot. Loss: 4.612 +2025-10-24 19:47:48,294 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.969 CLS Loss: 4.496 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.542 Tot. Loss: 4.542 +2025-10-24 19:48:31,648 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 77.094 CLS Loss: 4.451 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.499 Tot. Loss: 4.499 +2025-10-24 19:49:15,030 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.875 CLS Loss: 4.337 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.387 Tot. Loss: 4.387 +2025-10-24 19:49:58,508 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.531 CLS Loss: 4.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.336 Tot. Loss: 4.336 +2025-10-24 19:50:41,996 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.656 CLS Loss: 4.222 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.273 Tot. Loss: 4.273 +2025-10-24 19:51:25,495 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.656 CLS Loss: 4.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.229 Tot. Loss: 4.229 +2025-10-24 19:52:08,918 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.562 CLS Loss: 4.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.184 Tot. Loss: 4.184 +2025-10-24 19:52:52,437 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 80.250 CLS Loss: 4.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.109 Tot. Loss: 4.109 +2025-10-24 19:53:35,828 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.500 CLS Loss: 3.955 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 4.012 Tot. Loss: 4.012 +2025-10-24 19:54:19,572 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 80.312 CLS Loss: 3.890 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.948 Tot. Loss: 3.948 +2025-10-24 19:55:02,950 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.812 CLS Loss: 3.827 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.886 Tot. Loss: 3.886 +2025-10-24 19:55:46,341 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.656 CLS Loss: 3.762 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.822 Tot. Loss: 3.822 +2025-10-24 19:56:29,794 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.312 CLS Loss: 3.731 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.794 Tot. Loss: 3.794 +2025-10-24 19:57:13,182 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.406 CLS Loss: 3.701 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.766 Tot. Loss: 3.766 +2025-10-24 19:57:56,590 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.500 CLS Loss: 3.568 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.637 Tot. Loss: 3.637 +2025-10-24 19:58:40,199 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.281 CLS Loss: 3.535 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.605 Tot. Loss: 3.605 +2025-10-24 19:59:23,053 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.719 CLS Loss: 3.470 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 3.540 Tot. Loss: 3.540 +2025-10-24 20:01:52,511 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 79.148 FPR: 71.485 AUROC: 77.925 AUPR: 51.293 AURC: 88.116 EAURC: 64.684 AUPR Succ.: 92.263 ECE: 72.535 NLL: 35.254 Brier: 88.577 +2025-10-24 20:04:27,736 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 79.128 FPR: 71.493 AUROC: 77.918 AUPR: 51.297 AURC: 88.239 EAURC: 64.760 AUPR Succ.: 92.252 ECE: 72.566 NLL: 35.318 Brier: 88.660 +2025-10-24 20:04:27,744 INFO Original Model Accuracy improved from 0.00 to 79.15!!! +2025-10-24 20:04:28,905 INFO EMA Model Accuracy improved from 0.00 to 79.13!!! +2025-10-24 20:04:30,305 INFO ####### --- Training Epoch 2 --- ####### +2025-10-24 20:06:03,347 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.781 CLS Loss: 2.854 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 2.923 Tot. Loss: 2.923 +2025-10-24 20:07:27,293 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.750 CLS Loss: 2.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 2.415 Tot. Loss: 2.415 +2025-10-24 20:08:51,238 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.875 CLS Loss: 2.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 2.150 Tot. Loss: 2.150 +2025-10-24 20:10:15,370 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.562 CLS Loss: 1.840 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.923 Tot. Loss: 1.923 +2025-10-24 20:11:39,594 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 82.250 CLS Loss: 1.671 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.755 Tot. Loss: 1.755 +2025-10-24 20:13:03,771 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.219 CLS Loss: 1.532 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.619 Tot. Loss: 1.619 +2025-10-24 20:14:27,983 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 84.500 CLS Loss: 1.381 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.475 Tot. Loss: 1.475 +2025-10-24 20:15:52,183 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 84.094 CLS Loss: 1.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.371 Tot. Loss: 1.371 +2025-10-24 20:17:16,536 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 84.281 CLS Loss: 1.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.291 Tot. Loss: 1.291 +2025-10-24 20:18:40,773 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.969 CLS Loss: 1.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.211 Tot. Loss: 1.211 +2025-10-24 20:20:05,023 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.719 CLS Loss: 1.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.132 Tot. Loss: 1.132 +2025-10-24 20:21:29,221 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 84.188 CLS Loss: 1.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.147 Tot. Loss: 1.147 +2025-10-24 20:22:53,503 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.750 CLS Loss: 0.940 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.048 Tot. Loss: 1.048 +2025-10-24 20:24:17,776 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 86.312 CLS Loss: 0.888 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 1.007 Tot. Loss: 1.007 +2025-10-24 20:25:41,948 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.849 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.976 Tot. Loss: 0.976 +2025-10-24 20:27:06,209 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 86.156 CLS Loss: 0.844 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.965 Tot. Loss: 0.965 +2025-10-24 20:28:30,376 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.250 CLS Loss: 0.822 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.944 Tot. Loss: 0.944 +2025-10-24 20:29:54,584 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.761 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.882 Tot. Loss: 0.882 +2025-10-24 20:31:18,760 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.750 CLS Loss: 0.755 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.885 Tot. Loss: 0.885 +2025-10-24 20:32:43,072 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.724 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.857 Tot. Loss: 0.857 +2025-10-24 20:34:07,248 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.714 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.840 Tot. Loss: 0.840 +2025-10-24 20:35:31,418 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.695 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.828 Tot. Loss: 0.828 +2025-10-24 20:36:55,603 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.708 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.836 Tot. Loss: 0.836 +2025-10-24 20:38:19,784 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.670 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.794 Tot. Loss: 0.794 +2025-10-24 20:39:43,912 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.693 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.821 Tot. Loss: 0.821 +2025-10-24 20:41:08,054 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.653 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.772 Tot. Loss: 0.772 +2025-10-24 20:42:32,243 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.615 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.740 Tot. Loss: 0.740 +2025-10-24 20:43:56,403 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.612 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.735 Tot. Loss: 0.735 +2025-10-24 20:45:20,600 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.626 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.746 Tot. Loss: 0.746 +2025-10-24 20:46:44,678 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.632 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.757 Tot. Loss: 0.757 +2025-10-24 20:48:08,733 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.588 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.717 Tot. Loss: 0.717 +2025-10-24 20:49:32,857 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.583 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.710 Tot. Loss: 0.710 +2025-10-24 20:50:56,947 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.582 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.704 Tot. Loss: 0.704 +2025-10-24 20:52:21,132 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.578 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.687 Tot. Loss: 0.687 +2025-10-24 20:53:45,194 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.602 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.730 Tot. Loss: 0.730 +2025-10-24 20:55:09,364 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.557 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.680 Tot. Loss: 0.680 +2025-10-24 20:56:33,484 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.545 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.675 Tot. Loss: 0.675 +2025-10-24 20:57:57,724 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.556 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.674 Tot. Loss: 0.674 +2025-10-24 20:59:21,864 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.554 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.677 Tot. Loss: 0.677 +2025-10-24 21:00:46,022 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.557 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.680 Tot. Loss: 0.680 +2025-10-24 21:02:10,172 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.551 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.667 Tot. Loss: 0.667 +2025-10-24 21:03:34,196 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.538 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.665 Tot. Loss: 0.665 +2025-10-24 21:04:58,450 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.543 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.653 Tot. Loss: 0.653 +2025-10-24 21:06:22,669 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.532 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.641 Tot. Loss: 0.641 +2025-10-24 21:07:46,781 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.510 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.636 Tot. Loss: 0.636 +2025-10-24 21:09:10,900 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.498 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.620 Tot. Loss: 0.620 +2025-10-24 21:10:35,003 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.538 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.659 Tot. Loss: 0.659 +2025-10-24 21:11:59,100 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.490 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.604 Tot. Loss: 0.604 +2025-10-24 21:13:23,445 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.875 CLS Loss: 0.532 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.643 Tot. Loss: 0.643 +2025-10-24 21:14:47,221 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.486 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.614 Tot. Loss: 0.614 +2025-10-24 21:17:24,284 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.134 FPR: 61.878 AUROC: 86.597 AUPR: 49.113 AURC: 32.835 EAURC: 22.744 AUPR Succ.: 97.441 ECE: 6.731 NLL: 5.712 Brier: 21.409 +2025-10-24 21:19:39,186 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.248 FPR: 62.813 AUROC: 86.492 AUPR: 48.645 AURC: 32.649 EAURC: 22.728 AUPR Succ.: 97.446 ECE: 6.997 NLL: 5.725 Brier: 21.388 +2025-10-24 21:19:39,195 INFO Original Model Accuracy improved from 79.15 to 86.13!!! +2025-10-24 21:19:40,495 INFO EMA Model Accuracy improved from 79.13 to 86.25!!! +2025-10-24 21:19:41,915 INFO ####### --- Training Epoch 3 --- ####### +2025-10-24 21:21:12,241 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.483 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.612 Tot. Loss: 0.612 +2025-10-24 21:22:36,593 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.465 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.586 Tot. Loss: 0.586 +2025-10-24 21:24:00,975 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.505 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.636 Tot. Loss: 0.636 +2025-10-24 21:25:25,354 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.479 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.592 Tot. Loss: 0.592 +2025-10-24 21:26:49,827 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.489 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.609 Tot. Loss: 0.609 +2025-10-24 21:28:14,264 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.509 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.632 Tot. Loss: 0.632 +2025-10-24 21:29:38,812 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.471 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.591 Tot. Loss: 0.591 +2025-10-24 21:31:03,385 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.471 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.604 Tot. Loss: 0.604 +2025-10-24 21:32:27,946 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.446 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.573 Tot. Loss: 0.573 +2025-10-24 21:33:52,498 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.450 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.567 Tot. Loss: 0.567 +2025-10-24 21:35:17,021 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.440 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.555 Tot. Loss: 0.555 +2025-10-24 21:36:41,516 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.490 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.610 Tot. Loss: 0.610 +2025-10-24 21:38:06,272 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.440 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.548 Tot. Loss: 0.548 +2025-10-24 21:39:30,784 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.446 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.551 Tot. Loss: 0.551 +2025-10-24 21:40:55,287 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.434 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.552 Tot. Loss: 0.552 +2025-10-24 21:42:19,867 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.463 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.596 Tot. Loss: 0.596 +2025-10-24 21:43:44,576 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.457 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.582 Tot. Loss: 0.582 +2025-10-24 21:45:09,043 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.417 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.534 Tot. Loss: 0.534 +2025-10-24 21:46:33,559 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.429 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.531 Tot. Loss: 0.531 +2025-10-24 21:47:58,070 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.414 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.532 Tot. Loss: 0.532 +2025-10-24 21:49:22,661 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.424 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.536 Tot. Loss: 0.536 +2025-10-24 21:50:47,332 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.429 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.540 Tot. Loss: 0.540 +2025-10-24 21:52:11,861 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.451 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.565 Tot. Loss: 0.565 +2025-10-24 21:53:36,351 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.413 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.525 Tot. Loss: 0.525 +2025-10-24 21:55:00,979 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.464 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.589 Tot. Loss: 0.589 +2025-10-24 21:56:25,499 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.431 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.544 Tot. Loss: 0.544 +2025-10-24 21:57:50,215 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.402 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.518 Tot. Loss: 0.518 +2025-10-24 21:59:14,937 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.415 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.536 Tot. Loss: 0.536 +2025-10-24 22:00:39,458 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.422 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.535 Tot. Loss: 0.535 +2025-10-24 22:02:03,988 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.441 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.542 Tot. Loss: 0.542 +2025-10-24 22:03:28,664 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.409 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.522 Tot. Loss: 0.522 +2025-10-24 22:04:53,246 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.404 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.530 Tot. Loss: 0.530 +2025-10-24 22:06:17,848 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.413 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.528 Tot. Loss: 0.528 +2025-10-24 22:07:42,364 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.409 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.520 Tot. Loss: 0.520 +2025-10-24 22:09:06,957 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.430 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.542 Tot. Loss: 0.542 +2025-10-24 22:10:31,690 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.410 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.521 Tot. Loss: 0.521 +2025-10-24 22:11:56,425 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.401 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.508 Tot. Loss: 0.508 +2025-10-24 22:13:21,022 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.419 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.537 Tot. Loss: 0.537 +2025-10-24 22:14:45,705 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.414 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.541 Tot. Loss: 0.541 +2025-10-24 22:16:10,292 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.414 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.545 Tot. Loss: 0.545 +2025-10-24 22:17:35,023 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.524 Tot. Loss: 0.524 +2025-10-24 22:18:59,673 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.411 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.533 Tot. Loss: 0.533 +2025-10-24 22:20:24,193 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.415 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.511 Tot. Loss: 0.511 +2025-10-24 22:21:48,761 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.412 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.518 Tot. Loss: 0.518 +2025-10-24 22:23:13,462 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.395 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.513 Tot. Loss: 0.513 +2025-10-24 22:24:37,980 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.382 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.493 Tot. Loss: 0.493 +2025-10-24 22:26:02,477 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.415 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.529 Tot. Loss: 0.529 +2025-10-24 22:27:27,028 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.383 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.503 Tot. Loss: 0.503 +2025-10-24 22:28:51,255 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.426 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.529 Tot. Loss: 0.529 +2025-10-24 22:30:15,016 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.380 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.497 Tot. Loss: 0.497 +2025-10-24 22:33:03,113 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.918 FPR: 60.771 AUROC: 87.376 AUPR: 49.474 AURC: 29.000 EAURC: 20.044 AUPR Succ.: 97.760 ECE: 2.648 NLL: 4.901 Brier: 19.562 +2025-10-24 22:35:28,346 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.990 FPR: 59.585 AUROC: 87.409 AUPR: 49.472 AURC: 28.771 EAURC: 19.915 AUPR Succ.: 97.775 ECE: 3.081 NLL: 4.930 Brier: 19.510 +2025-10-24 22:35:28,354 INFO Original Model Accuracy improved from 86.13 to 86.92!!! +2025-10-24 22:35:29,976 INFO EMA Model Accuracy improved from 86.25 to 86.99!!! +2025-10-24 22:35:31,371 INFO ####### --- Training Epoch 4 --- ####### +2025-10-24 22:37:01,753 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.380 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.487 Tot. Loss: 0.487 +2025-10-24 22:38:25,689 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.475 Tot. Loss: 0.475 +2025-10-24 22:39:49,633 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.411 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.513 Tot. Loss: 0.513 +2025-10-24 22:41:13,844 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.384 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.482 Tot. Loss: 0.482 +2025-10-24 22:42:38,190 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.394 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.513 Tot. Loss: 0.513 +2025-10-24 22:44:02,756 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.516 Tot. Loss: 0.516 +2025-10-24 22:45:27,468 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.390 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.506 Tot. Loss: 0.506 +2025-10-24 22:46:52,016 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.388 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.500 Tot. Loss: 0.500 +2025-10-24 22:48:16,668 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.363 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.475 Tot. Loss: 0.475 +2025-10-24 22:49:41,405 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.372 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.478 Tot. Loss: 0.478 +2025-10-24 22:51:05,977 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.472 Tot. Loss: 0.472 +2025-10-24 22:52:30,563 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.410 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.522 Tot. Loss: 0.522 +2025-10-24 22:53:55,082 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.362 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.464 Tot. Loss: 0.464 +2025-10-24 22:55:19,684 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.468 Tot. Loss: 0.468 +2025-10-24 22:56:44,387 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.366 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.469 Tot. Loss: 0.469 +2025-10-24 22:58:09,355 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.388 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.495 Tot. Loss: 0.495 +2025-10-24 22:59:34,038 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.384 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.497 Tot. Loss: 0.497 +2025-10-24 23:00:58,706 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.344 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.451 Tot. Loss: 0.451 +2025-10-24 23:02:23,513 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.364 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.448 Tot. Loss: 0.448 +2025-10-24 23:03:48,282 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.339 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.443 Tot. Loss: 0.443 +2025-10-24 23:05:12,978 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.455 Tot. Loss: 0.455 +2025-10-24 23:06:37,610 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.363 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.459 Tot. Loss: 0.459 +2025-10-24 23:08:02,298 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.388 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.492 Tot. Loss: 0.492 +2025-10-24 23:09:26,918 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.454 Tot. Loss: 0.454 +2025-10-24 23:10:51,864 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.397 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.501 Tot. Loss: 0.501 +2025-10-24 23:12:16,560 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.367 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.478 Tot. Loss: 0.478 +2025-10-24 23:13:41,234 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.342 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.454 Tot. Loss: 0.454 +2025-10-24 23:15:05,948 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.452 Tot. Loss: 0.452 +2025-10-24 23:16:30,512 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.368 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.475 Tot. Loss: 0.475 +2025-10-24 23:17:55,250 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.380 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.489 Tot. Loss: 0.489 +2025-10-24 23:19:19,852 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.451 Tot. Loss: 0.451 +2025-10-24 23:20:44,422 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.347 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-24 23:22:08,985 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-24 23:23:33,666 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.352 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.452 Tot. Loss: 0.452 +2025-10-24 23:24:58,459 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.365 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.469 Tot. Loss: 0.469 +2025-10-24 23:26:23,165 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.453 Tot. Loss: 0.453 +2025-10-24 23:27:47,767 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.439 Tot. Loss: 0.439 +2025-10-24 23:29:12,416 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.361 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.461 Tot. Loss: 0.461 +2025-10-24 23:30:37,195 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.356 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.464 Tot. Loss: 0.464 +2025-10-24 23:32:01,831 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.360 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.467 Tot. Loss: 0.467 +2025-10-24 23:33:26,465 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.359 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.464 Tot. Loss: 0.464 +2025-10-24 23:34:51,147 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.360 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.471 Tot. Loss: 0.471 +2025-10-24 23:36:15,778 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.361 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.464 Tot. Loss: 0.464 +2025-10-24 23:37:40,311 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.360 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-24 23:39:05,039 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.348 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.441 Tot. Loss: 0.441 +2025-10-24 23:40:29,800 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.334 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.442 Tot. Loss: 0.442 +2025-10-24 23:41:54,455 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.360 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.464 Tot. Loss: 0.464 +2025-10-24 23:43:19,191 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.335 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.432 Tot. Loss: 0.432 +2025-10-24 23:44:43,894 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.372 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.469 Tot. Loss: 0.469 +2025-10-24 23:46:08,167 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.332 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.438 Tot. Loss: 0.438 +2025-10-24 23:48:41,716 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.306 FPR: 60.060 AUROC: 87.776 AUPR: 49.876 AURC: 27.221 EAURC: 18.800 AUPR Succ.: 97.906 ECE: 1.265 NLL: 4.598 Brier: 18.796 +2025-10-24 23:50:52,935 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.380 FPR: 59.905 AUROC: 87.595 AUPR: 48.883 AURC: 27.324 EAURC: 19.003 AUPR Succ.: 97.885 ECE: 1.942 NLL: 4.675 Brier: 18.882 +2025-10-24 23:50:52,942 INFO Original Model Accuracy improved from 86.92 to 87.31!!! +2025-10-24 23:50:54,229 INFO EMA Model Accuracy improved from 86.99 to 87.38!!! +2025-10-24 23:50:55,459 INFO ####### --- Training Epoch 5 --- ####### +2025-10-24 23:52:25,703 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.446 Tot. Loss: 0.446 +2025-10-24 23:53:49,919 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-24 23:55:14,284 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.367 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.478 Tot. Loss: 0.478 +2025-10-24 23:56:38,874 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.342 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.440 Tot. Loss: 0.440 +2025-10-24 23:58:03,212 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.466 Tot. Loss: 0.466 +2025-10-24 23:59:27,609 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.478 Tot. Loss: 0.478 +2025-10-25 00:00:51,911 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.348 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.444 Tot. Loss: 0.444 +2025-10-25 00:02:16,405 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.344 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-25 00:03:40,985 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.430 Tot. Loss: 0.430 +2025-10-25 00:05:05,451 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.331 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.419 Tot. Loss: 0.419 +2025-10-25 00:06:29,847 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.333 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.428 Tot. Loss: 0.428 +2025-10-25 00:07:54,311 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.474 Tot. Loss: 0.474 +2025-10-25 00:09:18,959 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.324 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-25 00:10:43,612 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.332 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.433 Tot. Loss: 0.433 +2025-10-25 00:12:08,075 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.331 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-25 00:13:32,585 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-25 00:14:56,993 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.343 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.450 Tot. Loss: 0.450 +2025-10-25 00:16:21,763 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.308 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.405 Tot. Loss: 0.405 +2025-10-25 00:17:46,083 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.431 Tot. Loss: 0.431 +2025-10-25 00:19:10,422 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.305 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.402 Tot. Loss: 0.402 +2025-10-25 00:20:34,783 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.414 Tot. Loss: 0.414 +2025-10-25 00:21:59,198 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.421 Tot. Loss: 0.421 +2025-10-25 00:23:23,774 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.356 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.447 Tot. Loss: 0.447 +2025-10-25 00:24:48,265 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.313 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.417 Tot. Loss: 0.417 +2025-10-25 00:26:12,661 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.358 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.462 Tot. Loss: 0.462 +2025-10-25 00:27:36,958 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.423 Tot. Loss: 0.423 +2025-10-25 00:29:01,515 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.309 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.401 Tot. Loss: 0.401 +2025-10-25 00:30:25,873 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.313 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.428 Tot. Loss: 0.428 +2025-10-25 00:31:50,238 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.333 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.431 Tot. Loss: 0.431 +2025-10-25 00:33:14,619 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.346 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.439 Tot. Loss: 0.439 +2025-10-25 00:34:38,981 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.411 Tot. Loss: 0.411 +2025-10-25 00:36:03,327 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.313 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.404 Tot. Loss: 0.404 +2025-10-25 00:37:27,916 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-25 00:38:52,374 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.418 Tot. Loss: 0.418 +2025-10-25 00:40:16,668 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.330 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.420 Tot. Loss: 0.420 +2025-10-25 00:41:41,140 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.316 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.416 Tot. Loss: 0.416 +2025-10-25 00:43:05,500 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.401 Tot. Loss: 0.401 +2025-10-25 00:44:30,186 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.327 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.428 Tot. Loss: 0.428 +2025-10-25 00:45:54,643 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.324 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.419 Tot. Loss: 0.419 +2025-10-25 00:47:19,082 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.437 Tot. Loss: 0.437 +2025-10-25 00:48:43,553 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.327 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.426 Tot. Loss: 0.426 +2025-10-25 00:50:08,047 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.327 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-25 00:51:32,545 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.416 Tot. Loss: 0.416 +2025-10-25 00:52:56,882 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.402 Tot. Loss: 0.402 +2025-10-25 00:54:21,164 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.408 Tot. Loss: 0.408 +2025-10-25 00:55:45,499 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.397 Tot. Loss: 0.397 +2025-10-25 00:57:10,177 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.424 Tot. Loss: 0.424 +2025-10-25 00:58:34,630 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.389 Tot. Loss: 0.389 +2025-10-25 00:59:59,096 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.339 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.422 Tot. Loss: 0.422 +2025-10-25 01:01:23,112 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.409 Tot. Loss: 0.409 +2025-10-25 01:04:14,379 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.550 FPR: 58.329 AUROC: 87.960 AUPR: 49.977 AURC: 26.292 EAURC: 18.198 AUPR Succ.: 97.976 ECE: 0.878 NLL: 4.460 Brier: 18.405 +2025-10-25 01:06:28,423 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.600 FPR: 59.613 AUROC: 87.767 AUPR: 49.071 AURC: 26.423 EAURC: 18.396 AUPR Succ.: 97.956 ECE: 1.223 NLL: 4.517 Brier: 18.483 +2025-10-25 01:06:28,430 INFO Original Model Accuracy improved from 87.31 to 87.55!!! +2025-10-25 01:06:29,679 INFO EMA Model Accuracy improved from 87.38 to 87.60!!! +2025-10-25 01:06:30,846 INFO ####### --- Training Epoch 6 --- ####### +2025-10-25 01:08:01,059 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.308 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.406 Tot. Loss: 0.406 +2025-10-25 01:09:25,291 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.393 Tot. Loss: 0.393 +2025-10-25 01:10:49,264 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.331 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.425 Tot. Loss: 0.425 +2025-10-25 01:12:13,333 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.313 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.403 Tot. Loss: 0.403 +2025-10-25 01:13:37,505 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.411 Tot. Loss: 0.411 +2025-10-25 01:15:01,603 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.341 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.438 Tot. Loss: 0.438 +2025-10-25 01:16:25,779 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.426 Tot. Loss: 0.426 +2025-10-25 01:17:50,184 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.317 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.397 Tot. Loss: 0.397 +2025-10-25 01:19:14,411 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.402 Tot. Loss: 0.402 +2025-10-25 01:20:38,691 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.394 Tot. Loss: 0.394 +2025-10-25 01:22:03,039 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.305 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.390 Tot. Loss: 0.390 +2025-10-25 01:23:27,340 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.443 Tot. Loss: 0.443 +2025-10-25 01:24:51,595 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.297 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.380 Tot. Loss: 0.380 +2025-10-25 01:26:15,867 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.390 Tot. Loss: 0.390 +2025-10-25 01:27:40,195 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.393 Tot. Loss: 0.393 +2025-10-25 01:29:04,416 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.424 Tot. Loss: 0.424 +2025-10-25 01:30:28,837 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.315 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.410 Tot. Loss: 0.410 +2025-10-25 01:31:53,039 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.365 Tot. Loss: 0.365 +2025-10-25 01:33:17,233 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.389 Tot. Loss: 0.389 +2025-10-25 01:34:41,427 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.371 Tot. Loss: 0.371 +2025-10-25 01:36:05,596 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.383 Tot. Loss: 0.383 +2025-10-25 01:37:30,017 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.392 Tot. Loss: 0.392 +2025-10-25 01:38:54,170 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.413 Tot. Loss: 0.413 +2025-10-25 01:40:18,353 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.381 Tot. Loss: 0.381 +2025-10-25 01:41:42,499 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.329 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.416 Tot. Loss: 0.416 +2025-10-25 01:43:06,890 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.399 Tot. Loss: 0.399 +2025-10-25 01:44:31,099 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.394 Tot. Loss: 0.394 +2025-10-25 01:45:55,281 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.290 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.382 Tot. Loss: 0.382 +2025-10-25 01:47:19,614 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.402 Tot. Loss: 0.402 +2025-10-25 01:48:44,057 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.406 Tot. Loss: 0.406 +2025-10-25 01:50:08,794 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.286 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.377 Tot. Loss: 0.377 +2025-10-25 01:51:33,314 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.288 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.373 Tot. Loss: 0.373 +2025-10-25 01:52:57,750 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.292 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.387 Tot. Loss: 0.387 +2025-10-25 01:54:22,223 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.391 Tot. Loss: 0.391 +2025-10-25 01:55:46,773 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.385 Tot. Loss: 0.385 +2025-10-25 01:57:11,343 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.390 Tot. Loss: 0.390 +2025-10-25 01:58:36,165 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.290 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.384 Tot. Loss: 0.384 +2025-10-25 02:00:00,663 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.404 Tot. Loss: 0.404 +2025-10-25 02:01:25,286 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.395 Tot. Loss: 0.395 +2025-10-25 02:02:49,981 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.405 Tot. Loss: 0.405 +2025-10-25 02:04:14,540 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.385 Tot. Loss: 0.385 +2025-10-25 02:05:38,969 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.394 Tot. Loss: 0.394 +2025-10-25 02:07:03,403 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.398 Tot. Loss: 0.398 +2025-10-25 02:08:27,881 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.382 Tot. Loss: 0.382 +2025-10-25 02:09:52,320 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.378 Tot. Loss: 0.378 +2025-10-25 02:11:16,989 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.369 Tot. Loss: 0.369 +2025-10-25 02:12:41,529 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.309 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.398 Tot. Loss: 0.398 +2025-10-25 02:14:05,976 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.377 Tot. Loss: 0.377 +2025-10-25 02:15:30,557 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.316 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.403 Tot. Loss: 0.403 +2025-10-25 02:16:54,691 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.275 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.365 Tot. Loss: 0.365 +2025-10-25 02:20:01,810 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.690 FPR: 58.489 AUROC: 88.078 AUPR: 49.797 AURC: 25.664 EAURC: 17.756 AUPR Succ.: 98.028 ECE: 0.801 NLL: 4.374 Brier: 18.176 +2025-10-25 02:22:21,327 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.732 FPR: 58.070 AUROC: 87.960 AUPR: 49.457 AURC: 25.749 EAURC: 17.895 AUPR Succ.: 98.014 ECE: 0.894 NLL: 4.410 Brier: 18.202 +2025-10-25 02:22:21,335 INFO Original Model Accuracy improved from 87.55 to 87.69!!! +2025-10-25 02:22:22,717 INFO EMA Model Accuracy improved from 87.60 to 87.73!!! +2025-10-25 02:22:24,021 INFO ####### --- Training Epoch 7 --- ####### +2025-10-25 02:23:54,445 INFO Epoch 7 Batch 99 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.375 Tot. Loss: 0.375 +2025-10-25 02:25:18,567 INFO Epoch 7 Batch 199 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.360 Tot. Loss: 0.360 +2025-10-25 02:26:42,719 INFO Epoch 7 Batch 299 LR : 0.00000 Top1 Acc.: 90.875 CLS Loss: 0.312 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.399 Tot. Loss: 0.399 +2025-10-25 02:28:06,858 INFO Epoch 7 Batch 399 LR : 0.00000 Top1 Acc.: 91.906 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.386 Tot. Loss: 0.386 +2025-10-25 02:29:31,418 INFO Epoch 7 Batch 499 LR : 0.00000 Top1 Acc.: 91.438 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.390 Tot. Loss: 0.390 +2025-10-25 02:30:55,872 INFO Epoch 7 Batch 599 LR : 0.00000 Top1 Acc.: 91.219 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.413 Tot. Loss: 0.413 +2025-10-25 02:32:20,220 INFO Epoch 7 Batch 699 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.392 Tot. Loss: 0.392 +2025-10-25 02:33:44,546 INFO Epoch 7 Batch 799 LR : 0.00000 Top1 Acc.: 91.500 CLS Loss: 0.294 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.385 Tot. Loss: 0.385 +2025-10-25 02:35:08,902 INFO Epoch 7 Batch 899 LR : 0.00000 Top1 Acc.: 91.188 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.365 Tot. Loss: 0.365 +2025-10-25 02:36:33,486 INFO Epoch 7 Batch 999 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 02:37:57,845 INFO Epoch 7 Batch 1099 LR : 0.00000 Top1 Acc.: 91.656 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.369 Tot. Loss: 0.369 +2025-10-25 02:39:22,280 INFO Epoch 7 Batch 1199 LR : 0.00000 Top1 Acc.: 90.875 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.403 Tot. Loss: 0.403 +2025-10-25 02:40:46,562 INFO Epoch 7 Batch 1299 LR : 0.00000 Top1 Acc.: 91.844 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 02:42:10,837 INFO Epoch 7 Batch 1399 LR : 0.00000 Top1 Acc.: 91.844 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 02:43:35,277 INFO Epoch 7 Batch 1499 LR : 0.00000 Top1 Acc.: 91.719 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.372 Tot. Loss: 0.372 +2025-10-25 02:44:59,612 INFO Epoch 7 Batch 1599 LR : 0.00000 Top1 Acc.: 91.688 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.387 Tot. Loss: 0.387 +2025-10-25 02:46:23,966 INFO Epoch 7 Batch 1699 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.385 Tot. Loss: 0.385 +2025-10-25 02:47:48,325 INFO Epoch 7 Batch 1799 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.346 Tot. Loss: 0.346 +2025-10-25 02:49:12,847 INFO Epoch 7 Batch 1899 LR : 0.00000 Top1 Acc.: 91.562 CLS Loss: 0.277 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.363 Tot. Loss: 0.363 +2025-10-25 02:50:37,324 INFO Epoch 7 Batch 1999 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 02:52:01,630 INFO Epoch 7 Batch 2099 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.366 Tot. Loss: 0.366 +2025-10-25 02:53:25,903 INFO Epoch 7 Batch 2199 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.361 Tot. Loss: 0.361 +2025-10-25 02:54:50,360 INFO Epoch 7 Batch 2299 LR : 0.00000 Top1 Acc.: 91.031 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.389 Tot. Loss: 0.389 +2025-10-25 02:56:14,771 INFO Epoch 7 Batch 2399 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.266 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.357 Tot. Loss: 0.357 +2025-10-25 02:57:39,179 INFO Epoch 7 Batch 2499 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.305 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.399 Tot. Loss: 0.399 +2025-10-25 02:59:03,535 INFO Epoch 7 Batch 2599 LR : 0.00000 Top1 Acc.: 91.969 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.373 Tot. Loss: 0.373 +2025-10-25 03:00:27,909 INFO Epoch 7 Batch 2699 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.357 Tot. Loss: 0.357 +2025-10-25 03:01:52,223 INFO Epoch 7 Batch 2799 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 03:03:16,502 INFO Epoch 7 Batch 2899 LR : 0.00000 Top1 Acc.: 91.688 CLS Loss: 0.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.372 Tot. Loss: 0.372 +2025-10-25 03:04:40,839 INFO Epoch 7 Batch 2999 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.384 Tot. Loss: 0.384 +2025-10-25 03:06:05,081 INFO Epoch 7 Batch 3099 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.360 Tot. Loss: 0.360 +2025-10-25 03:07:29,418 INFO Epoch 7 Batch 3199 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.359 Tot. Loss: 0.359 +2025-10-25 03:08:53,861 INFO Epoch 7 Batch 3299 LR : 0.00000 Top1 Acc.: 92.188 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 03:10:18,494 INFO Epoch 7 Batch 3399 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.370 Tot. Loss: 0.370 +2025-10-25 03:11:42,945 INFO Epoch 7 Batch 3499 LR : 0.00000 Top1 Acc.: 91.812 CLS Loss: 0.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.373 Tot. Loss: 0.373 +2025-10-25 03:13:07,491 INFO Epoch 7 Batch 3599 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.360 Tot. Loss: 0.360 +2025-10-25 03:14:31,984 INFO Epoch 7 Batch 3699 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.363 Tot. Loss: 0.363 +2025-10-25 03:15:56,600 INFO Epoch 7 Batch 3799 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.379 Tot. Loss: 0.379 +2025-10-25 03:17:21,246 INFO Epoch 7 Batch 3899 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.376 Tot. Loss: 0.376 +2025-10-25 03:18:45,862 INFO Epoch 7 Batch 3999 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.371 Tot. Loss: 0.371 +2025-10-25 03:20:10,487 INFO Epoch 7 Batch 4099 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.361 Tot. Loss: 0.361 +2025-10-25 03:21:34,975 INFO Epoch 7 Batch 4199 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.372 Tot. Loss: 0.372 +2025-10-25 03:22:59,607 INFO Epoch 7 Batch 4299 LR : 0.00000 Top1 Acc.: 91.656 CLS Loss: 0.286 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.375 Tot. Loss: 0.375 +2025-10-25 03:24:24,170 INFO Epoch 7 Batch 4399 LR : 0.00000 Top1 Acc.: 91.375 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.353 Tot. Loss: 0.353 +2025-10-25 03:25:48,854 INFO Epoch 7 Batch 4499 LR : 0.00000 Top1 Acc.: 91.625 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.370 Tot. Loss: 0.370 +2025-10-25 03:27:13,445 INFO Epoch 7 Batch 4599 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.349 Tot. Loss: 0.349 +2025-10-25 03:28:38,010 INFO Epoch 7 Batch 4699 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.375 Tot. Loss: 0.375 +2025-10-25 03:30:02,724 INFO Epoch 7 Batch 4799 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.354 Tot. Loss: 0.354 +2025-10-25 03:31:27,444 INFO Epoch 7 Batch 4899 LR : 0.00000 Top1 Acc.: 91.594 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.381 Tot. Loss: 0.381 +2025-10-25 03:32:51,638 INFO Epoch 7 Batch 4999 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 03:35:37,614 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.776 FPR: 57.804 AUROC: 88.164 AUPR: 50.082 AURC: 25.358 EAURC: 17.563 AUPR Succ.: 98.051 ECE: 0.864 NLL: 4.324 Brier: 18.020 +2025-10-25 03:37:54,681 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.788 FPR: 57.386 AUROC: 88.137 AUPR: 49.923 AURC: 25.339 EAURC: 17.559 AUPR Succ.: 98.051 ECE: 0.773 NLL: 4.341 Brier: 18.016 +2025-10-25 03:37:54,689 INFO Original Model Accuracy improved from 87.69 to 87.78!!! +2025-10-25 03:37:56,001 INFO EMA Model Accuracy improved from 87.73 to 87.79!!! +2025-10-25 03:37:57,313 INFO ####### --- Training Epoch 8 --- ####### +2025-10-25 03:39:27,285 INFO Epoch 8 Batch 99 LR : 0.00000 Top1 Acc.: 91.969 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 03:40:51,292 INFO Epoch 8 Batch 199 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 03:42:15,329 INFO Epoch 8 Batch 299 LR : 0.00000 Top1 Acc.: 91.438 CLS Loss: 0.292 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.392 Tot. Loss: 0.392 +2025-10-25 03:43:39,632 INFO Epoch 8 Batch 399 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.365 Tot. Loss: 0.365 +2025-10-25 03:45:03,930 INFO Epoch 8 Batch 499 LR : 0.00000 Top1 Acc.: 91.469 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.371 Tot. Loss: 0.371 +2025-10-25 03:46:28,360 INFO Epoch 8 Batch 599 LR : 0.00000 Top1 Acc.: 91.594 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.395 Tot. Loss: 0.395 +2025-10-25 03:47:52,850 INFO Epoch 8 Batch 699 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.286 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.375 Tot. Loss: 0.375 +2025-10-25 03:49:17,246 INFO Epoch 8 Batch 799 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.370 Tot. Loss: 0.370 +2025-10-25 03:50:41,911 INFO Epoch 8 Batch 899 LR : 0.00000 Top1 Acc.: 91.844 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.361 Tot. Loss: 0.361 +2025-10-25 03:52:06,387 INFO Epoch 8 Batch 999 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 03:53:30,839 INFO Epoch 8 Batch 1099 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.363 Tot. Loss: 0.363 +2025-10-25 03:54:55,286 INFO Epoch 8 Batch 1199 LR : 0.00000 Top1 Acc.: 91.219 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.388 Tot. Loss: 0.388 +2025-10-25 03:56:19,957 INFO Epoch 8 Batch 1299 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 03:57:44,532 INFO Epoch 8 Batch 1399 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 03:59:08,941 INFO Epoch 8 Batch 1499 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 04:00:33,352 INFO Epoch 8 Batch 1599 LR : 0.00000 Top1 Acc.: 91.594 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.378 Tot. Loss: 0.378 +2025-10-25 04:01:57,858 INFO Epoch 8 Batch 1699 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.369 Tot. Loss: 0.369 +2025-10-25 04:03:22,539 INFO Epoch 8 Batch 1799 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 04:04:46,915 INFO Epoch 8 Batch 1899 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.356 Tot. Loss: 0.356 +2025-10-25 04:06:11,294 INFO Epoch 8 Batch 1999 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.322 Tot. Loss: 0.322 +2025-10-25 04:07:35,602 INFO Epoch 8 Batch 2099 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.343 Tot. Loss: 0.343 +2025-10-25 04:09:00,039 INFO Epoch 8 Batch 2199 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.351 Tot. Loss: 0.351 +2025-10-25 04:10:24,627 INFO Epoch 8 Batch 2299 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.379 Tot. Loss: 0.379 +2025-10-25 04:11:49,087 INFO Epoch 8 Batch 2399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 04:13:13,523 INFO Epoch 8 Batch 2499 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.290 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.375 Tot. Loss: 0.375 +2025-10-25 04:14:37,947 INFO Epoch 8 Batch 2599 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.353 Tot. Loss: 0.353 +2025-10-25 04:16:02,570 INFO Epoch 8 Batch 2699 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.346 Tot. Loss: 0.346 +2025-10-25 04:17:26,949 INFO Epoch 8 Batch 2799 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 04:18:51,521 INFO Epoch 8 Batch 2899 LR : 0.00000 Top1 Acc.: 91.969 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 04:20:15,856 INFO Epoch 8 Batch 2999 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.372 Tot. Loss: 0.372 +2025-10-25 04:21:40,224 INFO Epoch 8 Batch 3099 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 04:23:04,510 INFO Epoch 8 Batch 3199 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.333 Tot. Loss: 0.333 +2025-10-25 04:24:28,875 INFO Epoch 8 Batch 3299 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 04:25:53,250 INFO Epoch 8 Batch 3399 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.353 Tot. Loss: 0.353 +2025-10-25 04:27:17,643 INFO Epoch 8 Batch 3499 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 04:28:42,155 INFO Epoch 8 Batch 3599 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 04:30:06,766 INFO Epoch 8 Batch 3699 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 04:31:31,489 INFO Epoch 8 Batch 3799 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 04:32:56,039 INFO Epoch 8 Batch 3899 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 04:34:20,654 INFO Epoch 8 Batch 3999 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.368 Tot. Loss: 0.368 +2025-10-25 04:35:45,241 INFO Epoch 8 Batch 4099 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.359 Tot. Loss: 0.359 +2025-10-25 04:37:10,070 INFO Epoch 8 Batch 4199 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.370 Tot. Loss: 0.370 +2025-10-25 04:38:34,623 INFO Epoch 8 Batch 4299 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.357 Tot. Loss: 0.357 +2025-10-25 04:39:59,204 INFO Epoch 8 Batch 4399 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.345 Tot. Loss: 0.345 +2025-10-25 04:41:23,819 INFO Epoch 8 Batch 4499 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 04:42:48,476 INFO Epoch 8 Batch 4599 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 04:44:13,249 INFO Epoch 8 Batch 4699 LR : 0.00000 Top1 Acc.: 91.938 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.361 Tot. Loss: 0.361 +2025-10-25 04:45:37,835 INFO Epoch 8 Batch 4799 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 04:47:02,410 INFO Epoch 8 Batch 4899 LR : 0.00000 Top1 Acc.: 91.406 CLS Loss: 0.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.379 Tot. Loss: 0.379 +2025-10-25 04:48:26,543 INFO Epoch 8 Batch 4999 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 04:50:59,652 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 87.868 FPR: 57.600 AUROC: 88.196 AUPR: 49.989 AURC: 25.048 EAURC: 17.371 AUPR Succ.: 98.074 ECE: 0.936 NLL: 4.289 Brier: 17.903 +2025-10-25 04:53:13,297 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.856 FPR: 57.559 AUROC: 88.178 AUPR: 49.868 AURC: 25.094 EAURC: 17.402 AUPR Succ.: 98.070 ECE: 0.851 NLL: 4.304 Brier: 17.915 +2025-10-25 04:53:13,304 INFO Original Model Accuracy improved from 87.78 to 87.87!!! +2025-10-25 04:53:14,485 INFO EMA Model Accuracy improved from 87.79 to 87.86!!! +2025-10-25 04:53:15,632 INFO ####### --- Training Epoch 9 --- ####### +2025-10-25 04:54:46,193 INFO Epoch 9 Batch 99 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 04:56:10,491 INFO Epoch 9 Batch 199 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.331 Tot. Loss: 0.331 +2025-10-25 04:57:34,787 INFO Epoch 9 Batch 299 LR : 0.00000 Top1 Acc.: 91.844 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.362 Tot. Loss: 0.362 +2025-10-25 04:58:59,120 INFO Epoch 9 Batch 399 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 05:00:23,582 INFO Epoch 9 Batch 499 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.275 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.357 Tot. Loss: 0.357 +2025-10-25 05:01:48,073 INFO Epoch 9 Batch 599 LR : 0.00000 Top1 Acc.: 91.688 CLS Loss: 0.292 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.385 Tot. Loss: 0.385 +2025-10-25 05:03:12,519 INFO Epoch 9 Batch 699 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.346 Tot. Loss: 0.346 +2025-10-25 05:04:37,059 INFO Epoch 9 Batch 799 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 05:06:01,431 INFO Epoch 9 Batch 899 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.328 Tot. Loss: 0.328 +2025-10-25 05:07:25,867 INFO Epoch 9 Batch 999 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.338 Tot. Loss: 0.338 +2025-10-25 05:08:50,359 INFO Epoch 9 Batch 1099 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.350 Tot. Loss: 0.350 +2025-10-25 05:10:14,815 INFO Epoch 9 Batch 1199 LR : 0.00000 Top1 Acc.: 91.312 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.377 Tot. Loss: 0.377 +2025-10-25 05:11:39,226 INFO Epoch 9 Batch 1299 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.349 Tot. Loss: 0.349 +2025-10-25 05:13:03,643 INFO Epoch 9 Batch 1399 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.338 Tot. Loss: 0.338 +2025-10-25 05:14:28,199 INFO Epoch 9 Batch 1499 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 05:15:52,586 INFO Epoch 9 Batch 1599 LR : 0.00000 Top1 Acc.: 91.625 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.362 Tot. Loss: 0.362 +2025-10-25 05:17:17,088 INFO Epoch 9 Batch 1699 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 05:18:41,445 INFO Epoch 9 Batch 1799 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.241 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.325 Tot. Loss: 0.325 +2025-10-25 05:20:05,731 INFO Epoch 9 Batch 1899 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 05:21:30,172 INFO Epoch 9 Batch 1999 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.323 Tot. Loss: 0.323 +2025-10-25 05:22:54,588 INFO Epoch 9 Batch 2099 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 05:24:18,970 INFO Epoch 9 Batch 2199 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 05:25:43,314 INFO Epoch 9 Batch 2299 LR : 0.00000 Top1 Acc.: 91.688 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 05:27:07,781 INFO Epoch 9 Batch 2399 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.326 Tot. Loss: 0.326 +2025-10-25 05:28:32,221 INFO Epoch 9 Batch 2499 LR : 0.00000 Top1 Acc.: 92.406 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.370 Tot. Loss: 0.370 +2025-10-25 05:29:56,786 INFO Epoch 9 Batch 2599 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 05:31:21,299 INFO Epoch 9 Batch 2699 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.339 Tot. Loss: 0.339 +2025-10-25 05:32:45,695 INFO Epoch 9 Batch 2799 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.328 Tot. Loss: 0.328 +2025-10-25 05:34:10,024 INFO Epoch 9 Batch 2899 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.359 Tot. Loss: 0.359 +2025-10-25 05:35:34,355 INFO Epoch 9 Batch 2999 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.277 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.353 Tot. Loss: 0.353 +2025-10-25 05:36:58,818 INFO Epoch 9 Batch 3099 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 05:38:23,225 INFO Epoch 9 Batch 3199 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 05:39:47,566 INFO Epoch 9 Batch 3299 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 05:41:11,866 INFO Epoch 9 Batch 3399 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.340 Tot. Loss: 0.340 +2025-10-25 05:42:36,486 INFO Epoch 9 Batch 3499 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 05:44:00,979 INFO Epoch 9 Batch 3599 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 05:45:25,297 INFO Epoch 9 Batch 3699 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.327 Tot. Loss: 0.327 +2025-10-25 05:46:49,777 INFO Epoch 9 Batch 3799 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.359 Tot. Loss: 0.359 +2025-10-25 05:48:14,143 INFO Epoch 9 Batch 3899 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.351 Tot. Loss: 0.351 +2025-10-25 05:49:38,686 INFO Epoch 9 Batch 3999 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.345 Tot. Loss: 0.345 +2025-10-25 05:51:03,205 INFO Epoch 9 Batch 4099 LR : 0.00000 Top1 Acc.: 92.594 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 05:52:27,554 INFO Epoch 9 Batch 4199 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.275 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.360 Tot. Loss: 0.360 +2025-10-25 05:53:51,894 INFO Epoch 9 Batch 4299 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 05:55:16,569 INFO Epoch 9 Batch 4399 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 05:56:41,138 INFO Epoch 9 Batch 4499 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.339 Tot. Loss: 0.339 +2025-10-25 05:58:06,017 INFO Epoch 9 Batch 4599 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.241 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.322 Tot. Loss: 0.322 +2025-10-25 05:59:30,643 INFO Epoch 9 Batch 4699 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.371 Tot. Loss: 0.371 +2025-10-25 06:00:55,187 INFO Epoch 9 Batch 4799 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.325 Tot. Loss: 0.325 +2025-10-25 06:02:19,804 INFO Epoch 9 Batch 4899 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.362 Tot. Loss: 0.362 +2025-10-25 06:03:43,921 INFO Epoch 9 Batch 4999 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.327 Tot. Loss: 0.327 +2025-10-25 06:06:18,646 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 87.882 FPR: 57.056 AUROC: 88.289 AUPR: 50.335 AURC: 24.869 EAURC: 17.211 AUPR Succ.: 98.091 ECE: 0.991 NLL: 4.276 Brier: 17.849 +2025-10-25 06:08:31,544 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.878 FPR: 57.400 AUROC: 88.248 AUPR: 50.117 AURC: 24.940 EAURC: 17.276 AUPR Succ.: 98.084 ECE: 0.902 NLL: 4.284 Brier: 17.855 +2025-10-25 06:08:31,551 INFO Original Model Accuracy improved from 87.87 to 87.88!!! +2025-10-25 06:08:32,797 INFO EMA Model Accuracy improved from 87.86 to 87.88!!! +2025-10-25 06:08:34,003 INFO ####### --- Training Epoch 10 --- ####### +2025-10-25 06:10:04,204 INFO Epoch 10 Batch 99 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 06:11:28,213 INFO Epoch 10 Batch 199 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.324 Tot. Loss: 0.324 +2025-10-25 06:12:52,576 INFO Epoch 10 Batch 299 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.363 Tot. Loss: 0.363 +2025-10-25 06:14:16,886 INFO Epoch 10 Batch 399 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.343 Tot. Loss: 0.343 +2025-10-25 06:15:41,325 INFO Epoch 10 Batch 499 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 06:17:05,843 INFO Epoch 10 Batch 599 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.367 Tot. Loss: 0.367 +2025-10-25 06:18:30,312 INFO Epoch 10 Batch 699 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 06:19:54,715 INFO Epoch 10 Batch 799 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.337 Tot. Loss: 0.337 +2025-10-25 06:21:19,312 INFO Epoch 10 Batch 899 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 06:22:43,877 INFO Epoch 10 Batch 999 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.330 Tot. Loss: 0.330 +2025-10-25 06:24:08,296 INFO Epoch 10 Batch 1099 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.332 Tot. Loss: 0.332 +2025-10-25 06:25:32,788 INFO Epoch 10 Batch 1199 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.372 Tot. Loss: 0.372 +2025-10-25 06:26:57,217 INFO Epoch 10 Batch 1299 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.321 Tot. Loss: 0.321 +2025-10-25 06:28:21,812 INFO Epoch 10 Batch 1399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.325 Tot. Loss: 0.325 +2025-10-25 06:29:46,402 INFO Epoch 10 Batch 1499 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.333 Tot. Loss: 0.333 +2025-10-25 06:31:10,901 INFO Epoch 10 Batch 1599 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 06:32:35,336 INFO Epoch 10 Batch 1699 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.350 Tot. Loss: 0.350 +2025-10-25 06:33:59,934 INFO Epoch 10 Batch 1799 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.319 Tot. Loss: 0.319 +2025-10-25 06:35:24,477 INFO Epoch 10 Batch 1899 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.346 Tot. Loss: 0.346 +2025-10-25 06:36:48,824 INFO Epoch 10 Batch 1999 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.312 Tot. Loss: 0.312 +2025-10-25 06:38:13,371 INFO Epoch 10 Batch 2099 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.331 Tot. Loss: 0.331 +2025-10-25 06:39:37,792 INFO Epoch 10 Batch 2199 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 06:41:02,213 INFO Epoch 10 Batch 2299 LR : 0.00000 Top1 Acc.: 91.906 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 06:42:26,669 INFO Epoch 10 Batch 2399 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.331 Tot. Loss: 0.331 +2025-10-25 06:43:51,226 INFO Epoch 10 Batch 2499 LR : 0.00000 Top1 Acc.: 92.219 CLS Loss: 0.277 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.356 Tot. Loss: 0.356 +2025-10-25 06:45:15,846 INFO Epoch 10 Batch 2599 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.343 Tot. Loss: 0.343 +2025-10-25 06:46:40,399 INFO Epoch 10 Batch 2699 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.324 Tot. Loss: 0.324 +2025-10-25 06:48:04,745 INFO Epoch 10 Batch 2799 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.323 Tot. Loss: 0.323 +2025-10-25 06:49:29,179 INFO Epoch 10 Batch 2899 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.349 Tot. Loss: 0.349 +2025-10-25 06:50:53,562 INFO Epoch 10 Batch 2999 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.345 Tot. Loss: 0.345 +2025-10-25 06:52:17,814 INFO Epoch 10 Batch 3099 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.321 Tot. Loss: 0.321 +2025-10-25 06:53:42,248 INFO Epoch 10 Batch 3199 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 06:55:06,615 INFO Epoch 10 Batch 3299 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 06:56:31,085 INFO Epoch 10 Batch 3399 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.327 Tot. Loss: 0.327 +2025-10-25 06:57:55,627 INFO Epoch 10 Batch 3499 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.338 Tot. Loss: 0.338 +2025-10-25 06:59:20,089 INFO Epoch 10 Batch 3599 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.333 Tot. Loss: 0.333 +2025-10-25 07:00:44,467 INFO Epoch 10 Batch 3699 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.326 Tot. Loss: 0.326 +2025-10-25 07:02:08,981 INFO Epoch 10 Batch 3799 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 07:03:33,664 INFO Epoch 10 Batch 3899 LR : 0.00000 Top1 Acc.: 92.594 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.349 Tot. Loss: 0.349 +2025-10-25 07:04:58,179 INFO Epoch 10 Batch 3999 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.343 Tot. Loss: 0.343 +2025-10-25 07:06:22,673 INFO Epoch 10 Batch 4099 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.344 Tot. Loss: 0.344 +2025-10-25 07:07:47,111 INFO Epoch 10 Batch 4199 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.355 Tot. Loss: 0.355 +2025-10-25 07:09:11,899 INFO Epoch 10 Batch 4299 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.344 Tot. Loss: 0.344 +2025-10-25 07:10:36,578 INFO Epoch 10 Batch 4399 LR : 0.00000 Top1 Acc.: 92.375 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 07:12:01,242 INFO Epoch 10 Batch 4499 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.345 Tot. Loss: 0.345 +2025-10-25 07:13:25,858 INFO Epoch 10 Batch 4599 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.316 Tot. Loss: 0.316 +2025-10-25 07:14:50,478 INFO Epoch 10 Batch 4699 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.353 Tot. Loss: 0.353 +2025-10-25 07:16:15,217 INFO Epoch 10 Batch 4799 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.333 Tot. Loss: 0.333 +2025-10-25 07:17:39,914 INFO Epoch 10 Batch 4899 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.354 Tot. Loss: 0.354 +2025-10-25 07:19:04,191 INFO Epoch 10 Batch 4999 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.323 Tot. Loss: 0.323 +2025-10-25 07:21:39,028 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 87.922 FPR: 57.576 AUROC: 88.234 AUPR: 50.162 AURC: 24.838 EAURC: 17.231 AUPR Succ.: 98.090 ECE: 1.041 NLL: 4.273 Brier: 17.833 +2025-10-25 07:23:53,010 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 87.896 FPR: 57.254 AUROC: 88.260 AUPR: 50.190 AURC: 24.871 EAURC: 17.231 AUPR Succ.: 98.089 ECE: 1.046 NLL: 4.276 Brier: 17.837 +2025-10-25 07:23:53,018 INFO Original Model Accuracy improved from 87.88 to 87.92!!! +2025-10-25 07:23:54,282 INFO EMA Model Accuracy improved from 87.88 to 87.90!!! +2025-10-25 07:23:55,397 INFO ####### --- Training Epoch 11 --- ####### +2025-10-25 07:25:25,790 INFO Epoch 11 Batch 99 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 07:26:49,804 INFO Epoch 11 Batch 199 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.314 Tot. Loss: 0.314 +2025-10-25 07:28:13,990 INFO Epoch 11 Batch 299 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.356 Tot. Loss: 0.356 +2025-10-25 07:29:38,098 INFO Epoch 11 Batch 399 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.335 Tot. Loss: 0.335 +2025-10-25 07:31:02,291 INFO Epoch 11 Batch 499 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.262 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.342 Tot. Loss: 0.342 +2025-10-25 07:32:26,467 INFO Epoch 11 Batch 599 LR : 0.00000 Top1 Acc.: 92.000 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.363 Tot. Loss: 0.363 +2025-10-25 07:33:50,738 INFO Epoch 11 Batch 699 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.358 Tot. Loss: 0.358 +2025-10-25 07:35:15,064 INFO Epoch 11 Batch 799 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 07:36:39,382 INFO Epoch 11 Batch 899 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.331 Tot. Loss: 0.331 +2025-10-25 07:38:03,560 INFO Epoch 11 Batch 999 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.330 Tot. Loss: 0.330 +2025-10-25 07:39:27,791 INFO Epoch 11 Batch 1099 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 07:40:52,058 INFO Epoch 11 Batch 1199 LR : 0.00000 Top1 Acc.: 91.875 CLS Loss: 0.283 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.366 Tot. Loss: 0.366 +2025-10-25 07:42:16,305 INFO Epoch 11 Batch 1299 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.325 Tot. Loss: 0.325 +2025-10-25 07:43:40,572 INFO Epoch 11 Batch 1399 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.248 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 07:45:04,707 INFO Epoch 11 Batch 1499 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.332 Tot. Loss: 0.332 +2025-10-25 07:46:28,904 INFO Epoch 11 Batch 1599 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.344 Tot. Loss: 0.344 +2025-10-25 07:47:53,286 INFO Epoch 11 Batch 1699 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.346 Tot. Loss: 0.346 +2025-10-25 07:49:17,524 INFO Epoch 11 Batch 1799 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.316 Tot. Loss: 0.316 +2025-10-25 07:50:41,725 INFO Epoch 11 Batch 1899 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.326 Tot. Loss: 0.326 +2025-10-25 07:52:05,949 INFO Epoch 11 Batch 1999 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.308 Tot. Loss: 0.308 +2025-10-25 07:53:30,271 INFO Epoch 11 Batch 2099 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.328 Tot. Loss: 0.328 +2025-10-25 07:54:54,659 INFO Epoch 11 Batch 2199 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 07:56:19,022 INFO Epoch 11 Batch 2299 LR : 0.00000 Top1 Acc.: 92.188 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.345 Tot. Loss: 0.345 +2025-10-25 07:57:43,336 INFO Epoch 11 Batch 2399 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.320 Tot. Loss: 0.320 +2025-10-25 07:59:07,623 INFO Epoch 11 Batch 2499 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.362 Tot. Loss: 0.362 +2025-10-25 08:00:31,945 INFO Epoch 11 Batch 2599 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.333 Tot. Loss: 0.333 +2025-10-25 08:01:56,271 INFO Epoch 11 Batch 2699 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.321 Tot. Loss: 0.321 +2025-10-25 08:03:20,594 INFO Epoch 11 Batch 2799 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.328 Tot. Loss: 0.328 +2025-10-25 08:04:45,074 INFO Epoch 11 Batch 2899 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 08:06:09,530 INFO Epoch 11 Batch 2999 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.351 Tot. Loss: 0.351 +2025-10-25 08:07:34,078 INFO Epoch 11 Batch 3099 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.324 Tot. Loss: 0.324 +2025-10-25 08:08:58,486 INFO Epoch 11 Batch 3199 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.329 Tot. Loss: 0.329 +2025-10-25 08:10:23,039 INFO Epoch 11 Batch 3299 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.327 Tot. Loss: 0.327 +2025-10-25 08:11:47,535 INFO Epoch 11 Batch 3399 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.334 Tot. Loss: 0.334 +2025-10-25 08:13:12,019 INFO Epoch 11 Batch 3499 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.338 Tot. Loss: 0.338 +2025-10-25 08:14:36,632 INFO Epoch 11 Batch 3599 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.327 Tot. Loss: 0.327 +2025-10-25 08:16:01,213 INFO Epoch 11 Batch 3699 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.310 Tot. Loss: 0.310 +2025-10-25 08:17:25,856 INFO Epoch 11 Batch 3799 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.341 Tot. Loss: 0.341 +2025-10-25 08:18:50,317 INFO Epoch 11 Batch 3899 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 08:20:14,975 INFO Epoch 11 Batch 3999 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.339 Tot. Loss: 0.339 +2025-10-25 08:21:39,509 INFO Epoch 11 Batch 4099 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.338 Tot. Loss: 0.338 +2025-10-25 08:23:03,976 INFO Epoch 11 Batch 4199 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.344 Tot. Loss: 0.344 +2025-10-25 08:24:28,749 INFO Epoch 11 Batch 4299 LR : 0.00000 Top1 Acc.: 92.312 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.347 Tot. Loss: 0.347 +2025-10-25 08:25:53,021 INFO Epoch 11 Batch 4399 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.337 Tot. Loss: 0.337 +2025-10-25 08:27:17,628 INFO Epoch 11 Batch 4499 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.339 Tot. Loss: 0.339 +2025-10-25 08:28:42,073 INFO Epoch 11 Batch 4599 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.320 Tot. Loss: 0.320 +2025-10-25 08:30:06,688 INFO Epoch 11 Batch 4699 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.360 Tot. Loss: 0.360 +2025-10-25 08:31:31,108 INFO Epoch 11 Batch 4799 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.316 Tot. Loss: 0.316 +2025-10-25 08:32:55,626 INFO Epoch 11 Batch 4899 LR : 0.00000 Top1 Acc.: 91.781 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.352 Tot. Loss: 0.352 +2025-10-25 08:34:19,702 INFO Epoch 11 Batch 4999 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 AugMix Loss: 0.323 Tot. Loss: 0.323 +2025-10-25 08:36:46,301 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 87.932 FPR: 57.607 AUROC: 88.218 AUPR: 50.045 AURC: 24.833 EAURC: 17.240 AUPR Succ.: 98.089 ECE: 1.044 NLL: 4.273 Brier: 17.828 +2025-10-25 08:39:23,177 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 87.914 FPR: 57.372 AUROC: 88.243 AUPR: 50.087 AURC: 24.846 EAURC: 17.229 AUPR Succ.: 98.090 ECE: 1.033 NLL: 4.273 Brier: 17.830 +2025-10-25 08:39:23,185 INFO Original Model Accuracy improved from 87.92 to 87.93!!! +2025-10-25 08:39:24,491 INFO EMA Model Accuracy improved from 87.90 to 87.91!!! diff --git a/CutMix/imagenet1k_dinov3_l16_ce_baseline-mixup_0.0-crl_0.0-pixmix_0.0-cutmix_1.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/CutMix/imagenet1k_dinov3_l16_ce_baseline-mixup_0.0-crl_0.0-pixmix_0.0-cutmix_1.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 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#################################################################################################### +1 / 1 Running +2025-10-23 17:59:49,710 INFO ####### --- Training Epoch 1 --- ####### +2025-10-23 18:01:35,468 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.219 CLS Loss: 6.910 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.916 PixMix Loss: 6.910 Tot. Loss: 13.826 +2025-10-23 18:02:00,631 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.594 CLS Loss: 6.829 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.871 PixMix Loss: 6.838 Tot. Loss: 13.700 +2025-10-23 18:02:25,720 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.938 CLS Loss: 6.768 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.811 PixMix Loss: 6.776 Tot. Loss: 13.578 +2025-10-23 18:02:50,770 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.656 CLS Loss: 6.685 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.759 PixMix Loss: 6.708 Tot. Loss: 13.445 +2025-10-23 18:03:15,814 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.094 CLS Loss: 6.617 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.717 PixMix Loss: 6.641 Tot. Loss: 13.334 +2025-10-23 18:03:40,920 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.062 CLS Loss: 6.533 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.659 PixMix Loss: 6.569 Tot. Loss: 13.192 +2025-10-23 18:04:05,989 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.250 CLS Loss: 6.466 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.619 PixMix Loss: 6.505 Tot. Loss: 13.085 +2025-10-23 18:04:31,317 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.750 CLS Loss: 6.407 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.566 PixMix Loss: 6.455 Tot. Loss: 12.974 +2025-10-23 18:04:56,493 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.312 CLS Loss: 6.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.508 PixMix Loss: 6.369 Tot. Loss: 12.831 +2025-10-23 18:05:21,597 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 24.656 CLS Loss: 6.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.474 PixMix Loss: 6.303 Tot. Loss: 12.726 +2025-10-23 18:05:46,747 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 31.812 CLS Loss: 6.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.396 PixMix Loss: 6.234 Tot. Loss: 12.565 +2025-10-23 18:06:11,866 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 35.844 CLS Loss: 6.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.375 PixMix Loss: 6.165 Tot. Loss: 12.472 +2025-10-23 18:06:37,553 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 40.500 CLS Loss: 6.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.318 PixMix Loss: 6.108 Tot. Loss: 12.355 +2025-10-23 18:07:02,670 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 47.906 CLS Loss: 5.947 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.266 PixMix Loss: 6.033 Tot. Loss: 12.213 +2025-10-23 18:07:27,840 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 51.812 CLS Loss: 5.885 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.233 PixMix Loss: 5.983 Tot. Loss: 12.118 +2025-10-23 18:07:53,017 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.062 CLS Loss: 5.813 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.144 PixMix Loss: 5.904 Tot. Loss: 11.957 +2025-10-23 18:08:18,138 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 58.500 CLS Loss: 5.740 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.116 PixMix Loss: 5.839 Tot. Loss: 11.856 +2025-10-23 18:08:43,407 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.406 CLS Loss: 5.669 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.054 PixMix Loss: 5.775 Tot. Loss: 11.723 +2025-10-23 18:09:08,571 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 63.688 CLS Loss: 5.595 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 6.004 PixMix Loss: 5.709 Tot. Loss: 11.599 +2025-10-23 18:09:33,796 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.312 CLS Loss: 5.518 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.984 PixMix Loss: 5.629 Tot. Loss: 11.502 +2025-10-23 18:09:59,434 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.875 CLS Loss: 5.462 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.890 PixMix Loss: 5.590 Tot. Loss: 11.351 +2025-10-23 18:10:24,812 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.125 CLS Loss: 5.377 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.850 PixMix Loss: 5.512 Tot. Loss: 11.227 +2025-10-23 18:10:49,961 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.562 CLS Loss: 5.309 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.805 PixMix Loss: 5.441 Tot. Loss: 11.114 +2025-10-23 18:11:15,120 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.406 CLS Loss: 5.224 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.762 PixMix Loss: 5.369 Tot. Loss: 10.986 +2025-10-23 18:11:40,267 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.594 CLS Loss: 5.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.755 PixMix Loss: 5.327 Tot. Loss: 10.923 +2025-10-23 18:12:05,442 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.094 CLS Loss: 5.089 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.665 PixMix Loss: 5.257 Tot. Loss: 10.754 +2025-10-23 18:12:30,600 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.125 CLS Loss: 5.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.622 PixMix Loss: 5.213 Tot. Loss: 10.650 +2025-10-23 18:12:55,752 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.906 CLS Loss: 4.955 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.574 PixMix Loss: 5.115 Tot. Loss: 10.528 +2025-10-23 18:13:20,888 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.312 CLS Loss: 4.903 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.577 PixMix Loss: 5.066 Tot. Loss: 10.480 +2025-10-23 18:13:46,338 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.812 CLS Loss: 4.838 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.472 PixMix Loss: 5.002 Tot. Loss: 10.311 +2025-10-23 18:14:11,535 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 77.031 CLS Loss: 4.734 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.406 PixMix Loss: 4.913 Tot. Loss: 10.140 +2025-10-23 18:14:36,753 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.219 CLS Loss: 4.671 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.378 PixMix Loss: 4.863 Tot. Loss: 10.050 +2025-10-23 18:15:02,062 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.500 CLS Loss: 4.603 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.316 PixMix Loss: 4.800 Tot. Loss: 9.919 +2025-10-23 18:15:27,267 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.750 CLS Loss: 4.529 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.304 PixMix Loss: 4.709 Tot. Loss: 9.833 +2025-10-23 18:15:52,965 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.438 CLS Loss: 4.484 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.310 PixMix Loss: 4.685 Tot. Loss: 9.794 +2025-10-23 18:16:18,131 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.656 CLS Loss: 4.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.189 PixMix Loss: 4.578 Tot. Loss: 9.560 +2025-10-23 18:16:43,375 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.125 CLS Loss: 4.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.105 PixMix Loss: 4.526 Tot. Loss: 9.425 +2025-10-23 18:17:08,541 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.281 CLS Loss: 4.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.072 PixMix Loss: 4.477 Tot. Loss: 9.330 +2025-10-23 18:17:33,724 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.594 CLS Loss: 4.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.035 PixMix Loss: 4.443 Tot. Loss: 9.243 +2025-10-23 18:17:58,907 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.719 CLS Loss: 4.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.012 PixMix Loss: 4.395 Tot. Loss: 9.172 +2025-10-23 18:18:24,091 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.594 CLS Loss: 4.087 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 5.028 PixMix Loss: 4.336 Tot. Loss: 9.115 +2025-10-23 18:18:49,335 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 79.969 CLS Loss: 3.988 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.872 PixMix Loss: 4.236 Tot. Loss: 8.860 +2025-10-23 18:19:15,034 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 3.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.822 PixMix Loss: 4.175 Tot. Loss: 8.743 +2025-10-23 18:19:40,509 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.562 CLS Loss: 3.860 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.775 PixMix Loss: 4.116 Tot. Loss: 8.635 +2025-10-23 18:20:05,712 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 3.791 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.703 PixMix Loss: 4.024 Tot. Loss: 8.494 +2025-10-23 18:20:30,928 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 79.969 CLS Loss: 3.760 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.718 PixMix Loss: 4.032 Tot. Loss: 8.477 +2025-10-23 18:20:56,137 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.875 CLS Loss: 3.726 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.749 PixMix Loss: 3.999 Tot. Loss: 8.476 +2025-10-23 18:21:21,372 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.031 CLS Loss: 3.597 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.618 PixMix Loss: 3.892 Tot. Loss: 8.215 +2025-10-23 18:21:46,620 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.094 CLS Loss: 3.564 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.596 PixMix Loss: 3.853 Tot. Loss: 8.160 +2025-10-23 18:22:11,783 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.656 CLS Loss: 3.495 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.554 PixMix Loss: 3.797 Tot. Loss: 8.048 +2025-10-23 18:24:32,590 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.768 FPR: 71.807 AUROC: 77.777 AUPR: 51.430 AURC: 90.788 EAURC: 66.459 AUPR Succ.: 92.022 ECE: 72.338 NLL: 35.477 Brier: 88.897 +2025-10-23 18:26:45,113 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.736 FPR: 71.670 AUROC: 77.813 AUPR: 51.599 AURC: 90.861 EAURC: 66.455 AUPR Succ.: 92.020 ECE: 72.357 NLL: 35.540 Brier: 88.978 +2025-10-23 18:26:45,119 INFO Original Model Accuracy improved from 0.00 to 78.77!!! +2025-10-23 18:26:46,289 INFO EMA Model Accuracy improved from 0.00 to 78.74!!! +2025-10-23 18:26:48,304 INFO ####### --- Training Epoch 2 --- ####### +2025-10-23 18:29:26,818 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.500 CLS Loss: 2.862 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 4.090 PixMix Loss: 3.175 Tot. Loss: 6.952 +2025-10-23 18:30:37,031 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.406 CLS Loss: 2.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 3.521 PixMix Loss: 2.673 Tot. Loss: 5.871 +2025-10-23 18:31:47,012 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 79.969 CLS Loss: 2.083 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 3.361 PixMix Loss: 2.445 Tot. Loss: 5.445 +2025-10-23 18:32:57,026 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.188 CLS Loss: 1.849 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 3.187 PixMix Loss: 2.172 Tot. Loss: 5.036 +2025-10-23 18:34:07,230 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 82.094 CLS Loss: 1.675 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 3.065 PixMix Loss: 2.033 Tot. Loss: 4.740 +2025-10-23 18:35:17,715 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.312 CLS Loss: 1.536 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.861 PixMix Loss: 1.866 Tot. Loss: 4.397 +2025-10-23 18:36:27,945 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.938 CLS Loss: 1.375 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.879 PixMix Loss: 1.720 Tot. Loss: 4.253 +2025-10-23 18:37:38,187 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 84.031 CLS Loss: 1.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.643 PixMix Loss: 1.601 Tot. Loss: 3.917 +2025-10-23 18:38:49,101 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.438 CLS Loss: 1.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.666 PixMix Loss: 1.562 Tot. Loss: 3.829 +2025-10-23 18:39:59,395 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.969 CLS Loss: 1.094 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.556 PixMix Loss: 1.429 Tot. Loss: 3.650 +2025-10-23 18:41:09,715 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 85.062 CLS Loss: 1.008 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.402 PixMix Loss: 1.356 Tot. Loss: 3.410 +2025-10-23 18:42:20,632 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.719 CLS Loss: 1.011 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.505 PixMix Loss: 1.399 Tot. Loss: 3.515 +2025-10-23 18:43:30,947 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.250 CLS Loss: 0.921 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.471 PixMix Loss: 1.300 Tot. Loss: 3.391 +2025-10-23 18:44:41,307 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.781 CLS Loss: 0.857 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.285 PixMix Loss: 1.202 Tot. Loss: 3.142 +2025-10-23 18:45:51,810 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.825 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.227 PixMix Loss: 1.187 Tot. Loss: 3.052 +2025-10-23 18:47:02,536 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.938 CLS Loss: 0.810 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.272 PixMix Loss: 1.174 Tot. Loss: 3.082 +2025-10-23 18:48:12,888 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.000 CLS Loss: 0.778 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.157 PixMix Loss: 1.159 Tot. Loss: 2.936 +2025-10-23 18:49:23,279 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.722 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.179 PixMix Loss: 1.131 Tot. Loss: 2.901 +2025-10-23 18:50:33,780 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.281 CLS Loss: 0.713 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.190 PixMix Loss: 1.057 Tot. Loss: 2.902 +2025-10-23 18:51:44,560 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.687 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.112 PixMix Loss: 1.012 Tot. Loss: 2.799 +2025-10-23 18:52:54,863 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.673 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.029 PixMix Loss: 1.022 Tot. Loss: 2.702 +2025-10-23 18:54:05,149 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.649 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.073 PixMix Loss: 0.980 Tot. Loss: 2.722 +2025-10-23 18:55:16,074 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.665 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.042 PixMix Loss: 1.002 Tot. Loss: 2.707 +2025-10-23 18:56:26,423 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.125 CLS Loss: 0.624 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.957 PixMix Loss: 1.020 Tot. Loss: 2.581 +2025-10-23 18:57:36,754 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.651 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 2.025 PixMix Loss: 0.987 Tot. Loss: 2.676 +2025-10-23 18:58:47,702 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.612 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.961 PixMix Loss: 0.964 Tot. Loss: 2.573 +2025-10-23 18:59:58,104 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.570 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.954 PixMix Loss: 0.934 Tot. Loss: 2.523 +2025-10-23 19:01:08,446 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.561 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.951 PixMix Loss: 0.896 Tot. Loss: 2.512 +2025-10-23 19:02:18,979 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.500 CLS Loss: 0.581 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.845 PixMix Loss: 0.952 Tot. Loss: 2.426 +2025-10-23 19:03:29,699 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.580 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.867 PixMix Loss: 0.943 Tot. Loss: 2.447 +2025-10-23 19:04:40,046 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.535 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.806 PixMix Loss: 0.900 Tot. Loss: 2.340 +2025-10-23 19:05:50,430 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.531 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.774 PixMix Loss: 0.905 Tot. Loss: 2.305 +2025-10-23 19:07:00,939 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.543 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.838 PixMix Loss: 0.904 Tot. Loss: 2.380 +2025-10-23 19:08:11,637 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.528 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.784 PixMix Loss: 0.851 Tot. Loss: 2.312 +2025-10-23 19:09:21,954 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.375 CLS Loss: 0.556 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.850 PixMix Loss: 0.892 Tot. Loss: 2.406 +2025-10-23 19:10:32,253 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.512 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.825 PixMix Loss: 0.835 Tot. Loss: 2.337 +2025-10-23 19:11:43,200 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.501 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.698 PixMix Loss: 0.840 Tot. Loss: 2.199 +2025-10-23 19:12:53,562 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.510 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.772 PixMix Loss: 0.826 Tot. Loss: 2.282 +2025-10-23 19:14:03,943 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.505 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.684 PixMix Loss: 0.866 Tot. Loss: 2.189 +2025-10-23 19:15:14,909 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.513 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.755 PixMix Loss: 0.875 Tot. Loss: 2.268 +2025-10-23 19:16:25,261 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.507 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.749 PixMix Loss: 0.795 Tot. Loss: 2.256 +2025-10-23 19:17:35,592 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.496 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.707 PixMix Loss: 0.849 Tot. Loss: 2.203 +2025-10-23 19:18:46,091 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.500 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.731 PixMix Loss: 0.861 Tot. Loss: 2.231 +2025-10-23 19:19:56,946 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.497 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.711 PixMix Loss: 0.827 Tot. Loss: 2.208 +2025-10-23 19:21:07,286 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.469 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.592 PixMix Loss: 0.830 Tot. Loss: 2.061 +2025-10-23 19:22:17,647 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.455 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.594 PixMix Loss: 0.813 Tot. Loss: 2.049 +2025-10-23 19:23:28,207 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.497 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.643 PixMix Loss: 0.878 Tot. Loss: 2.140 +2025-10-23 19:24:38,876 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.456 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.621 PixMix Loss: 0.796 Tot. Loss: 2.077 +2025-10-23 19:25:49,205 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.491 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.618 PixMix Loss: 0.859 Tot. Loss: 2.109 +2025-10-23 19:26:59,523 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.442 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.609 PixMix Loss: 0.788 Tot. Loss: 2.050 +2025-10-23 19:29:27,755 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.180 FPR: 62.098 AUROC: 86.904 AUPR: 50.003 AURC: 32.200 EAURC: 22.177 AUPR Succ.: 97.505 ECE: 2.840 NLL: 5.270 Brier: 20.622 +2025-10-23 19:31:41,288 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.232 FPR: 61.737 AUROC: 86.875 AUPR: 49.899 AURC: 32.126 EAURC: 22.180 AUPR Succ.: 97.506 ECE: 3.015 NLL: 5.274 Brier: 20.587 +2025-10-23 19:31:41,294 INFO Original Model Accuracy improved from 78.77 to 86.18!!! +2025-10-23 19:31:42,727 INFO EMA Model Accuracy improved from 78.74 to 86.23!!! +2025-10-23 19:31:44,172 INFO ####### --- Training Epoch 3 --- ####### +2025-10-23 19:34:05,572 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.447 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.630 PixMix Loss: 0.816 Tot. Loss: 2.077 +2025-10-23 19:35:15,435 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.427 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.596 PixMix Loss: 0.748 Tot. Loss: 2.023 +2025-10-23 19:36:25,378 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.470 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.600 PixMix Loss: 0.796 Tot. Loss: 2.070 +2025-10-23 19:37:35,400 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.440 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.572 PixMix Loss: 0.822 Tot. Loss: 2.012 +2025-10-23 19:38:45,998 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.446 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.588 PixMix Loss: 0.825 Tot. Loss: 2.034 +2025-10-23 19:39:56,542 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.471 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.674 PixMix Loss: 0.803 Tot. Loss: 2.145 +2025-10-23 19:41:06,782 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.430 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.601 PixMix Loss: 0.782 Tot. Loss: 2.031 +2025-10-23 19:42:17,387 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.434 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.566 PixMix Loss: 0.798 Tot. Loss: 2.000 +2025-10-23 19:43:28,226 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.405 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.502 PixMix Loss: 0.758 Tot. Loss: 1.907 +2025-10-23 19:44:38,551 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.408 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.547 PixMix Loss: 0.722 Tot. Loss: 1.955 +2025-10-23 19:45:49,396 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.409 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.534 PixMix Loss: 0.780 Tot. Loss: 1.942 +2025-10-23 19:47:00,226 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.445 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.577 PixMix Loss: 0.772 Tot. Loss: 2.022 +2025-10-23 19:48:10,598 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.408 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.509 PixMix Loss: 0.741 Tot. Loss: 1.917 +2025-10-23 19:49:20,988 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.410 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.521 PixMix Loss: 0.764 Tot. Loss: 1.930 +2025-10-23 19:50:31,885 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.405 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.539 PixMix Loss: 0.744 Tot. Loss: 1.944 +2025-10-23 19:51:42,449 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.429 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.559 PixMix Loss: 0.770 Tot. Loss: 1.989 +2025-10-23 19:52:52,816 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.540 PixMix Loss: 0.773 Tot. Loss: 1.956 +2025-10-23 19:54:03,245 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.530 PixMix Loss: 0.708 Tot. Loss: 1.902 +2025-10-23 19:55:14,201 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.387 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.567 PixMix Loss: 0.707 Tot. Loss: 1.953 +2025-10-23 19:56:25,011 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.374 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.503 PixMix Loss: 0.759 Tot. Loss: 1.877 +2025-10-23 19:57:35,457 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.376 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.502 PixMix Loss: 0.789 Tot. Loss: 1.877 +2025-10-23 19:58:46,090 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.387 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.443 PixMix Loss: 0.796 Tot. Loss: 1.830 +2025-10-23 19:59:57,157 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.511 PixMix Loss: 0.776 Tot. Loss: 1.927 +2025-10-23 20:01:07,519 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.490 PixMix Loss: 0.732 Tot. Loss: 1.863 +2025-10-23 20:02:18,468 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.582 PixMix Loss: 0.741 Tot. Loss: 1.998 +2025-10-23 20:03:29,247 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.387 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.472 PixMix Loss: 0.751 Tot. Loss: 1.859 +2025-10-23 20:04:39,638 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.363 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.548 PixMix Loss: 0.713 Tot. Loss: 1.911 +2025-10-23 20:05:50,081 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.357 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.453 PixMix Loss: 0.699 Tot. Loss: 1.811 +2025-10-23 20:07:00,949 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.385 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.474 PixMix Loss: 0.717 Tot. Loss: 1.859 +2025-10-23 20:08:11,653 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.402 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.531 PixMix Loss: 0.756 Tot. Loss: 1.933 +2025-10-23 20:09:22,067 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.364 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.381 PixMix Loss: 0.747 Tot. Loss: 1.745 +2025-10-23 20:10:32,530 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.358 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.424 PixMix Loss: 0.732 Tot. Loss: 1.782 +2025-10-23 20:11:43,227 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.464 PixMix Loss: 0.699 Tot. Loss: 1.836 +2025-10-23 20:12:54,135 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.439 PixMix Loss: 0.707 Tot. Loss: 1.810 +2025-10-23 20:14:04,526 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.386 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.500 PixMix Loss: 0.748 Tot. Loss: 1.886 +2025-10-23 20:15:15,145 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.361 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.459 PixMix Loss: 0.755 Tot. Loss: 1.820 +2025-10-23 20:16:26,184 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.354 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.456 PixMix Loss: 0.712 Tot. Loss: 1.810 +2025-10-23 20:17:36,781 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.381 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.458 PixMix Loss: 0.726 Tot. Loss: 1.840 +2025-10-23 20:18:47,552 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.368 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.420 PixMix Loss: 0.740 Tot. Loss: 1.789 +2025-10-23 20:19:58,595 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.378 PixMix Loss: 0.712 Tot. Loss: 1.749 +2025-10-23 20:21:09,011 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.508 PixMix Loss: 0.725 Tot. Loss: 1.878 +2025-10-23 20:22:19,434 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.375 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.445 PixMix Loss: 0.734 Tot. Loss: 1.820 +2025-10-23 20:23:30,450 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.384 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.447 PixMix Loss: 0.703 Tot. Loss: 1.832 +2025-10-23 20:24:41,236 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.376 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.435 PixMix Loss: 0.773 Tot. Loss: 1.811 +2025-10-23 20:25:51,648 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.352 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.463 PixMix Loss: 0.705 Tot. Loss: 1.815 +2025-10-23 20:27:02,036 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.342 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.381 PixMix Loss: 0.708 Tot. Loss: 1.723 +2025-10-23 20:28:12,835 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.375 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.499 PixMix Loss: 0.735 Tot. Loss: 1.874 +2025-10-23 20:29:23,807 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.351 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.399 PixMix Loss: 0.709 Tot. Loss: 1.750 +2025-10-23 20:30:34,275 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.382 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.478 PixMix Loss: 0.742 Tot. Loss: 1.859 +2025-10-23 20:31:44,703 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.341 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.362 PixMix Loss: 0.686 Tot. Loss: 1.703 +2025-10-23 20:34:07,382 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.928 FPR: 59.195 AUROC: 87.641 AUPR: 50.485 AURC: 28.521 EAURC: 19.578 AUPR Succ.: 97.811 ECE: 1.118 NLL: 4.666 Brier: 19.219 +2025-10-23 20:36:24,780 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.006 FPR: 58.766 AUROC: 87.642 AUPR: 50.337 AURC: 28.356 EAURC: 19.523 AUPR Succ.: 97.819 ECE: 0.930 NLL: 4.677 Brier: 19.150 +2025-10-23 20:36:24,786 INFO Original Model Accuracy improved from 86.18 to 86.93!!! +2025-10-23 20:36:26,228 INFO EMA Model Accuracy improved from 86.23 to 87.01!!! +2025-10-23 20:36:27,684 INFO ####### --- Training Epoch 4 --- ####### +2025-10-23 20:38:47,267 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.347 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.406 PixMix Loss: 0.659 Tot. Loss: 1.753 +2025-10-23 20:39:57,182 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.324 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.375 PixMix Loss: 0.669 Tot. Loss: 1.699 +2025-10-23 20:41:07,152 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.372 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.470 PixMix Loss: 0.756 Tot. Loss: 1.842 +2025-10-23 20:42:17,795 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.341 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.421 PixMix Loss: 0.709 Tot. Loss: 1.761 +2025-10-23 20:43:28,399 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.358 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.425 PixMix Loss: 0.719 Tot. Loss: 1.783 +2025-10-23 20:44:38,694 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.369 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.427 PixMix Loss: 0.729 Tot. Loss: 1.796 +2025-10-23 20:45:48,882 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.347 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.453 PixMix Loss: 0.717 Tot. Loss: 1.800 +2025-10-23 20:46:59,469 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.377 PixMix Loss: 0.652 Tot. Loss: 1.732 +2025-10-23 20:48:10,182 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.355 PixMix Loss: 0.729 Tot. Loss: 1.677 +2025-10-23 20:49:20,567 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.324 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.401 PixMix Loss: 0.643 Tot. Loss: 1.725 +2025-10-23 20:50:31,102 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.330 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.368 PixMix Loss: 0.641 Tot. Loss: 1.698 +2025-10-23 20:51:42,171 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.397 PixMix Loss: 0.730 Tot. Loss: 1.768 +2025-10-23 20:52:52,548 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.392 PixMix Loss: 0.676 Tot. Loss: 1.714 +2025-10-23 20:54:02,929 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.336 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.411 PixMix Loss: 0.719 Tot. Loss: 1.746 +2025-10-23 20:55:14,217 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.334 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.418 PixMix Loss: 0.671 Tot. Loss: 1.752 +2025-10-23 20:56:24,570 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.397 PixMix Loss: 0.753 Tot. Loss: 1.752 +2025-10-23 20:57:34,926 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.340 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.380 PixMix Loss: 0.681 Tot. Loss: 1.720 +2025-10-23 20:58:45,909 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.367 PixMix Loss: 0.652 Tot. Loss: 1.668 +2025-10-23 20:59:56,792 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.320 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.351 PixMix Loss: 0.665 Tot. Loss: 1.671 +2025-10-23 21:01:07,157 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.316 PixMix Loss: 0.669 Tot. Loss: 1.620 +2025-10-23 21:02:17,672 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.353 PixMix Loss: 0.676 Tot. Loss: 1.664 +2025-10-23 21:03:28,446 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.320 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.372 PixMix Loss: 0.705 Tot. Loss: 1.692 +2025-10-23 21:04:39,283 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.345 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.433 PixMix Loss: 0.681 Tot. Loss: 1.778 +2025-10-23 21:05:49,644 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.309 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.351 PixMix Loss: 0.640 Tot. Loss: 1.660 +2025-10-23 21:07:00,155 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.345 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.316 PixMix Loss: 0.714 Tot. Loss: 1.661 +2025-10-23 21:08:11,276 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.381 PixMix Loss: 0.701 Tot. Loss: 1.700 +2025-10-23 21:09:21,644 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.324 PixMix Loss: 0.684 Tot. Loss: 1.631 +2025-10-23 21:10:32,024 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.369 PixMix Loss: 0.635 Tot. Loss: 1.669 +2025-10-23 21:11:43,368 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.326 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.334 PixMix Loss: 0.685 Tot. Loss: 1.660 +2025-10-23 21:12:53,776 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.344 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.398 PixMix Loss: 0.729 Tot. Loss: 1.742 +2025-10-23 21:14:04,152 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.369 PixMix Loss: 0.652 Tot. Loss: 1.672 +2025-10-23 21:15:15,069 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.387 PixMix Loss: 0.701 Tot. Loss: 1.690 +2025-10-23 21:16:26,016 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.348 PixMix Loss: 0.642 Tot. Loss: 1.659 +2025-10-23 21:17:36,416 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.365 PixMix Loss: 0.677 Tot. Loss: 1.676 +2025-10-23 21:18:47,035 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.411 PixMix Loss: 0.657 Tot. Loss: 1.729 +2025-10-23 21:19:57,716 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.363 PixMix Loss: 0.686 Tot. Loss: 1.665 +2025-10-23 21:21:08,438 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.297 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.338 PixMix Loss: 0.683 Tot. Loss: 1.635 +2025-10-23 21:22:18,957 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.322 PixMix Loss: 0.677 Tot. Loss: 1.645 +2025-10-23 21:23:29,469 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.315 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.346 PixMix Loss: 0.701 Tot. Loss: 1.660 +2025-10-23 21:24:40,600 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.357 PixMix Loss: 0.652 Tot. Loss: 1.668 +2025-10-23 21:25:51,016 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.316 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.363 PixMix Loss: 0.697 Tot. Loss: 1.679 +2025-10-23 21:27:01,415 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.317 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.315 PixMix Loss: 0.727 Tot. Loss: 1.632 +2025-10-23 21:28:12,807 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.354 PixMix Loss: 0.676 Tot. Loss: 1.677 +2025-10-23 21:29:23,154 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.327 PixMix Loss: 0.655 Tot. Loss: 1.648 +2025-10-23 21:30:33,521 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.303 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.285 PixMix Loss: 0.669 Tot. Loss: 1.588 +2025-10-23 21:31:44,452 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.286 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.313 PixMix Loss: 0.641 Tot. Loss: 1.599 +2025-10-23 21:32:55,425 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.399 PixMix Loss: 0.679 Tot. Loss: 1.721 +2025-10-23 21:34:05,797 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.321 PixMix Loss: 0.649 Tot. Loss: 1.621 +2025-10-23 21:35:16,311 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.327 PixMix Loss: 0.723 Tot. Loss: 1.655 +2025-10-23 21:36:27,036 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.292 PixMix Loss: 0.659 Tot. Loss: 1.584 +2025-10-23 21:38:50,566 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.240 FPR: 58.401 AUROC: 87.935 AUPR: 50.435 AURC: 27.110 EAURC: 18.599 AUPR Succ.: 97.927 ECE: 2.083 NLL: 4.508 Brier: 18.768 +2025-10-23 21:41:04,321 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.216 FPR: 57.994 AUROC: 87.950 AUPR: 50.557 AURC: 27.175 EAURC: 18.632 AUPR Succ.: 97.922 ECE: 1.638 NLL: 4.535 Brier: 18.768 +2025-10-23 21:41:04,328 INFO Original Model Accuracy improved from 86.93 to 87.24!!! +2025-10-23 21:41:05,622 INFO EMA Model Accuracy improved from 87.01 to 87.22!!! +2025-10-23 21:41:07,020 INFO ####### --- Training Epoch 5 --- ####### +2025-10-23 21:43:27,654 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.266 PixMix Loss: 0.648 Tot. Loss: 1.559 +2025-10-23 21:44:37,636 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.272 PixMix Loss: 0.623 Tot. Loss: 1.543 +2025-10-23 21:45:47,801 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.316 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.348 PixMix Loss: 0.646 Tot. Loss: 1.664 +2025-10-23 21:46:58,419 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.282 PixMix Loss: 0.653 Tot. Loss: 1.581 +2025-10-23 21:48:08,733 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.297 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.327 PixMix Loss: 0.633 Tot. Loss: 1.624 +2025-10-23 21:49:19,263 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.315 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.300 PixMix Loss: 0.723 Tot. Loss: 1.615 +2025-10-23 21:50:29,505 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.298 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.313 PixMix Loss: 0.717 Tot. Loss: 1.610 +2025-10-23 21:51:40,303 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.319 PixMix Loss: 0.657 Tot. Loss: 1.625 +2025-10-23 21:52:50,731 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.326 PixMix Loss: 0.637 Tot. Loss: 1.599 +2025-10-23 21:54:01,383 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.331 PixMix Loss: 0.651 Tot. Loss: 1.613 +2025-10-23 21:55:11,712 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.320 PixMix Loss: 0.647 Tot. Loss: 1.615 +2025-10-23 21:56:22,681 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.318 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.303 PixMix Loss: 0.713 Tot. Loss: 1.621 +2025-10-23 21:57:33,231 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.355 PixMix Loss: 0.634 Tot. Loss: 1.636 +2025-10-23 21:58:43,796 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.294 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.294 PixMix Loss: 0.673 Tot. Loss: 1.588 +2025-10-23 21:59:54,712 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.276 PixMix Loss: 0.656 Tot. Loss: 1.570 +2025-10-23 22:01:05,257 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.348 PixMix Loss: 0.676 Tot. Loss: 1.649 +2025-10-23 22:02:15,968 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.294 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.270 PixMix Loss: 0.716 Tot. Loss: 1.565 +2025-10-23 22:03:26,818 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.270 PixMix Loss: 0.623 Tot. Loss: 1.525 +2025-10-23 22:04:37,384 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.235 PixMix Loss: 0.689 Tot. Loss: 1.502 +2025-10-23 22:05:48,177 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.303 PixMix Loss: 0.641 Tot. Loss: 1.556 +2025-10-23 22:06:58,584 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.234 PixMix Loss: 0.691 Tot. Loss: 1.503 +2025-10-23 22:08:09,393 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.339 PixMix Loss: 0.697 Tot. Loss: 1.619 +2025-10-23 22:09:19,925 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.301 PixMix Loss: 0.698 Tot. Loss: 1.602 +2025-10-23 22:10:30,691 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.280 PixMix Loss: 0.607 Tot. Loss: 1.538 +2025-10-23 22:11:41,092 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.307 PixMix Loss: 0.676 Tot. Loss: 1.602 +2025-10-23 22:12:52,050 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.303 PixMix Loss: 0.649 Tot. Loss: 1.576 +2025-10-23 22:14:02,648 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.270 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.269 PixMix Loss: 0.641 Tot. Loss: 1.539 +2025-10-23 22:15:13,181 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.260 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.256 PixMix Loss: 0.659 Tot. Loss: 1.516 +2025-10-23 22:16:24,092 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.285 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.310 PixMix Loss: 0.673 Tot. Loss: 1.594 +2025-10-23 22:17:34,631 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.310 PixMix Loss: 0.723 Tot. Loss: 1.607 +2025-10-23 22:18:45,219 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.268 PixMix Loss: 0.680 Tot. Loss: 1.531 +2025-10-23 22:19:56,015 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.290 PixMix Loss: 0.692 Tot. Loss: 1.547 +2025-10-23 22:21:06,538 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.270 PixMix Loss: 0.638 Tot. Loss: 1.537 +2025-10-23 22:22:17,243 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.243 PixMix Loss: 0.644 Tot. Loss: 1.507 +2025-10-23 22:23:27,620 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.290 PixMix Loss: 0.690 Tot. Loss: 1.563 +2025-10-23 22:24:38,446 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.317 PixMix Loss: 0.690 Tot. Loss: 1.573 +2025-10-23 22:25:49,071 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.264 PixMix Loss: 0.687 Tot. Loss: 1.520 +2025-10-23 22:27:00,000 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.313 PixMix Loss: 0.635 Tot. Loss: 1.592 +2025-10-23 22:28:10,464 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.278 PixMix Loss: 0.659 Tot. Loss: 1.552 +2025-10-23 22:29:21,425 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.267 PixMix Loss: 0.666 Tot. Loss: 1.531 +2025-10-23 22:30:32,052 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.290 PixMix Loss: 0.674 Tot. Loss: 1.568 +2025-10-23 22:31:42,699 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.282 PixMix Loss: 0.671 Tot. Loss: 1.563 +2025-10-23 22:32:53,595 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.284 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.231 PixMix Loss: 0.623 Tot. Loss: 1.514 +2025-10-23 22:34:04,251 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.275 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.186 PixMix Loss: 0.694 Tot. Loss: 1.462 +2025-10-23 22:35:14,829 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.250 PixMix Loss: 0.640 Tot. Loss: 1.511 +2025-10-23 22:36:25,644 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.239 PixMix Loss: 0.642 Tot. Loss: 1.489 +2025-10-23 22:37:36,179 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.269 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.282 PixMix Loss: 0.669 Tot. Loss: 1.551 +2025-10-23 22:38:46,923 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.219 PixMix Loss: 0.621 Tot. Loss: 1.478 +2025-10-23 22:39:57,405 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.292 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.301 PixMix Loss: 0.674 Tot. Loss: 1.593 +2025-10-23 22:41:08,189 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.305 PixMix Loss: 0.624 Tot. Loss: 1.558 +2025-10-23 22:43:37,622 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.388 FPR: 59.927 AUROC: 87.816 AUPR: 49.873 AURC: 26.880 EAURC: 18.569 AUPR Succ.: 97.933 ECE: 2.685 NLL: 4.515 Brier: 18.739 +2025-10-23 22:45:48,894 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.440 FPR: 58.901 AUROC: 87.924 AUPR: 49.871 AURC: 26.530 EAURC: 18.290 AUPR Succ.: 97.965 ECE: 2.138 NLL: 4.479 Brier: 18.593 +2025-10-23 22:45:48,902 INFO Original Model Accuracy improved from 87.24 to 87.39!!! +2025-10-23 22:45:50,024 INFO EMA Model Accuracy improved from 87.22 to 87.44!!! +2025-10-23 22:45:51,275 INFO ####### --- Training Epoch 6 --- ####### +2025-10-23 22:48:11,264 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.323 PixMix Loss: 0.659 Tot. Loss: 1.582 +2025-10-23 22:49:21,327 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.262 PixMix Loss: 0.645 Tot. Loss: 1.500 +2025-10-23 22:50:31,980 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.274 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.281 PixMix Loss: 0.679 Tot. Loss: 1.555 +2025-10-23 22:51:42,184 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.292 PixMix Loss: 0.658 Tot. Loss: 1.548 +2025-10-23 22:52:52,550 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.267 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.282 PixMix Loss: 0.680 Tot. Loss: 1.549 +2025-10-23 22:54:03,142 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.250 PixMix Loss: 0.682 Tot. Loss: 1.530 +2025-10-23 22:55:13,468 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.269 PixMix Loss: 0.668 Tot. Loss: 1.532 +2025-10-23 22:56:24,097 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.268 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.231 PixMix Loss: 0.674 Tot. Loss: 1.499 +2025-10-23 22:57:34,346 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.251 PixMix Loss: 0.636 Tot. Loss: 1.491 +2025-10-23 22:58:45,293 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.196 PixMix Loss: 0.637 Tot. Loss: 1.442 +2025-10-23 22:59:55,669 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.240 PixMix Loss: 0.671 Tot. Loss: 1.494 +2025-10-23 23:01:06,377 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.277 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.292 PixMix Loss: 0.680 Tot. Loss: 1.569 +2025-10-23 23:02:16,903 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.265 PixMix Loss: 0.593 Tot. Loss: 1.511 +2025-10-23 23:03:27,750 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.305 PixMix Loss: 0.652 Tot. Loss: 1.568 +2025-10-23 23:04:38,372 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.273 PixMix Loss: 0.699 Tot. Loss: 1.529 +2025-10-23 23:05:48,950 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.266 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.271 PixMix Loss: 0.683 Tot. Loss: 1.537 +2025-10-23 23:06:59,969 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.259 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.300 PixMix Loss: 0.669 Tot. Loss: 1.559 +2025-10-23 23:08:10,503 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.261 PixMix Loss: 0.630 Tot. Loss: 1.482 +2025-10-23 23:09:21,038 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.232 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.249 PixMix Loss: 0.640 Tot. Loss: 1.481 +2025-10-23 23:10:31,833 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.174 PixMix Loss: 0.601 Tot. Loss: 1.395 +2025-10-23 23:11:42,374 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.235 PixMix Loss: 0.659 Tot. Loss: 1.475 +2025-10-23 23:12:53,034 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.309 PixMix Loss: 0.659 Tot. Loss: 1.556 +2025-10-23 23:14:03,437 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.278 PixMix Loss: 0.705 Tot. Loss: 1.544 +2025-10-23 23:15:14,401 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.258 PixMix Loss: 0.685 Tot. Loss: 1.485 +2025-10-23 23:16:24,806 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.254 PixMix Loss: 0.712 Tot. Loss: 1.519 +2025-10-23 23:17:35,614 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.244 PixMix Loss: 0.684 Tot. Loss: 1.482 +2025-10-23 23:18:46,157 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.221 PixMix Loss: 0.657 Tot. Loss: 1.466 +2025-10-23 23:19:56,958 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.230 PixMix Loss: 0.615 Tot. Loss: 1.463 +2025-10-23 23:21:07,498 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.256 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.186 PixMix Loss: 0.631 Tot. Loss: 1.442 +2025-10-23 23:22:18,086 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.265 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.268 PixMix Loss: 0.665 Tot. Loss: 1.533 +2025-10-23 23:23:29,151 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.234 PixMix Loss: 0.645 Tot. Loss: 1.466 +2025-10-23 23:24:39,754 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.272 PixMix Loss: 0.629 Tot. Loss: 1.499 +2025-10-23 23:25:50,387 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.203 PixMix Loss: 0.653 Tot. Loss: 1.436 +2025-10-23 23:27:01,283 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.210 PixMix Loss: 0.660 Tot. Loss: 1.448 +2025-10-23 23:28:11,863 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.284 PixMix Loss: 0.607 Tot. Loss: 1.530 +2025-10-23 23:29:22,702 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.215 PixMix Loss: 0.614 Tot. Loss: 1.438 +2025-10-23 23:30:33,107 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.177 PixMix Loss: 0.649 Tot. Loss: 1.406 +2025-10-23 23:31:44,096 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.265 PixMix Loss: 0.661 Tot. Loss: 1.519 +2025-10-23 23:32:54,476 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.213 PixMix Loss: 0.640 Tot. Loss: 1.457 +2025-10-23 23:34:05,236 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.290 PixMix Loss: 0.660 Tot. Loss: 1.519 +2025-10-23 23:35:15,835 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.249 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.221 PixMix Loss: 0.661 Tot. Loss: 1.470 +2025-10-23 23:36:26,719 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.300 PixMix Loss: 0.658 Tot. Loss: 1.553 +2025-10-23 23:37:37,319 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.253 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.293 PixMix Loss: 0.684 Tot. Loss: 1.547 +2025-10-23 23:38:47,941 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.209 PixMix Loss: 0.646 Tot. Loss: 1.455 +2025-10-23 23:39:58,900 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.230 PixMix Loss: 0.607 Tot. Loss: 1.465 +2025-10-23 23:41:09,565 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.247 PixMix Loss: 0.664 Tot. Loss: 1.467 +2025-10-23 23:42:20,214 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.254 PixMix Loss: 0.669 Tot. Loss: 1.498 +2025-10-23 23:43:31,024 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.226 PixMix Loss: 0.628 Tot. Loss: 1.462 +2025-10-23 23:44:41,690 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.263 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.258 PixMix Loss: 0.667 Tot. Loss: 1.521 +2025-10-23 23:45:52,464 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.227 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.238 PixMix Loss: 0.647 Tot. Loss: 1.464 +2025-10-23 23:48:15,679 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.352 FPR: 58.428 AUROC: 87.956 AUPR: 50.417 AURC: 26.771 EAURC: 18.412 AUPR Succ.: 97.949 ECE: 3.137 NLL: 4.542 Brier: 18.778 +2025-10-23 23:50:31,388 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.522 FPR: 58.824 AUROC: 87.907 AUPR: 49.915 AURC: 26.321 EAURC: 18.190 AUPR Succ.: 97.978 ECE: 2.576 NLL: 4.485 Brier: 18.570 +2025-10-23 23:50:31,396 INFO EMA Model Accuracy improved from 87.44 to 87.52!!! +2025-10-23 23:50:32,583 INFO ####### --- Training Epoch 7 --- ####### +2025-10-23 23:52:51,287 INFO Epoch 7 Batch 99 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.228 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.246 PixMix Loss: 0.610 Tot. Loss: 1.474 +2025-10-23 23:54:01,691 INFO Epoch 7 Batch 199 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.176 PixMix Loss: 0.607 Tot. Loss: 1.386 +2025-10-23 23:55:12,006 INFO Epoch 7 Batch 299 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.255 PixMix Loss: 0.663 Tot. Loss: 1.506 +2025-10-23 23:56:22,215 INFO Epoch 7 Batch 399 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.268 PixMix Loss: 0.658 Tot. Loss: 1.497 +2025-10-23 23:57:32,959 INFO Epoch 7 Batch 499 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.237 PixMix Loss: 0.658 Tot. Loss: 1.476 +2025-10-23 23:58:43,662 INFO Epoch 7 Batch 599 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.237 PixMix Loss: 0.713 Tot. Loss: 1.487 +2025-10-23 23:59:54,046 INFO Epoch 7 Batch 699 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.239 PixMix Loss: 0.656 Tot. Loss: 1.477 +2025-10-24 00:01:04,822 INFO Epoch 7 Batch 799 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.216 PixMix Loss: 0.666 Tot. Loss: 1.454 +2025-10-24 00:02:15,122 INFO Epoch 7 Batch 899 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.247 PixMix Loss: 0.664 Tot. Loss: 1.460 +2025-10-24 00:03:25,929 INFO Epoch 7 Batch 999 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.245 PixMix Loss: 0.662 Tot. Loss: 1.461 +2025-10-24 00:04:36,247 INFO Epoch 7 Batch 1099 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.224 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.187 PixMix Loss: 0.654 Tot. Loss: 1.411 +2025-10-24 00:05:47,116 INFO Epoch 7 Batch 1199 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.271 PixMix Loss: 0.680 Tot. Loss: 1.523 +2025-10-24 00:06:57,672 INFO Epoch 7 Batch 1299 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.194 PixMix Loss: 0.623 Tot. Loss: 1.411 +2025-10-24 00:08:08,560 INFO Epoch 7 Batch 1399 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.223 PixMix Loss: 0.608 Tot. Loss: 1.454 +2025-10-24 00:09:18,955 INFO Epoch 7 Batch 1499 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.221 PixMix Loss: 0.627 Tot. Loss: 1.453 +2025-10-24 00:10:29,994 INFO Epoch 7 Batch 1599 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.223 PixMix Loss: 0.652 Tot. Loss: 1.461 +2025-10-24 00:11:40,780 INFO Epoch 7 Batch 1699 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.254 PixMix Loss: 0.606 Tot. Loss: 1.494 +2025-10-24 00:12:51,313 INFO Epoch 7 Batch 1799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.260 PixMix Loss: 0.654 Tot. Loss: 1.457 +2025-10-24 00:14:02,357 INFO Epoch 7 Batch 1899 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.238 PixMix Loss: 0.663 Tot. Loss: 1.446 +2025-10-24 00:15:13,289 INFO Epoch 7 Batch 1999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.224 PixMix Loss: 0.656 Tot. Loss: 1.420 +2025-10-24 00:16:23,832 INFO Epoch 7 Batch 2099 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.253 PixMix Loss: 0.631 Tot. Loss: 1.466 +2025-10-24 00:17:34,690 INFO Epoch 7 Batch 2199 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.222 PixMix Loss: 0.709 Tot. Loss: 1.443 +2025-10-24 00:18:45,097 INFO Epoch 7 Batch 2299 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.260 PixMix Loss: 0.645 Tot. Loss: 1.490 +2025-10-24 00:19:56,020 INFO Epoch 7 Batch 2399 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.162 PixMix Loss: 0.636 Tot. Loss: 1.363 +2025-10-24 00:21:06,380 INFO Epoch 7 Batch 2499 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.235 PixMix Loss: 0.621 Tot. Loss: 1.469 +2025-10-24 00:22:17,249 INFO Epoch 7 Batch 2599 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.257 PixMix Loss: 0.612 Tot. Loss: 1.462 +2025-10-24 00:23:27,816 INFO Epoch 7 Batch 2699 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.227 PixMix Loss: 0.658 Tot. Loss: 1.450 +2025-10-24 00:24:38,675 INFO Epoch 7 Batch 2799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.210 PixMix Loss: 0.600 Tot. Loss: 1.415 +2025-10-24 00:25:49,066 INFO Epoch 7 Batch 2899 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.226 PixMix Loss: 0.666 Tot. Loss: 1.456 +2025-10-24 00:27:00,057 INFO Epoch 7 Batch 2999 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.215 PixMix Loss: 0.682 Tot. Loss: 1.447 +2025-10-24 00:28:10,759 INFO Epoch 7 Batch 3099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.183 PixMix Loss: 0.603 Tot. Loss: 1.384 +2025-10-24 00:29:21,239 INFO Epoch 7 Batch 3199 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.221 PixMix Loss: 0.669 Tot. Loss: 1.428 +2025-10-24 00:30:32,158 INFO Epoch 7 Batch 3299 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.216 PixMix Loss: 0.650 Tot. Loss: 1.424 +2025-10-24 00:31:42,987 INFO Epoch 7 Batch 3399 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.236 PixMix Loss: 0.652 Tot. Loss: 1.449 +2025-10-24 00:32:53,460 INFO Epoch 7 Batch 3499 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.218 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.265 PixMix Loss: 0.663 Tot. Loss: 1.483 +2025-10-24 00:34:04,261 INFO Epoch 7 Batch 3599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.225 PixMix Loss: 0.636 Tot. Loss: 1.423 +2025-10-24 00:35:14,574 INFO Epoch 7 Batch 3699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.182 PixMix Loss: 0.632 Tot. Loss: 1.387 +2025-10-24 00:36:25,235 INFO Epoch 7 Batch 3799 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.247 PixMix Loss: 0.717 Tot. Loss: 1.480 +2025-10-24 00:37:35,710 INFO Epoch 7 Batch 3899 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.236 PixMix Loss: 0.682 Tot. Loss: 1.459 +2025-10-24 00:38:46,459 INFO Epoch 7 Batch 3999 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.177 PixMix Loss: 0.637 Tot. Loss: 1.386 +2025-10-24 00:39:56,926 INFO Epoch 7 Batch 4099 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.202 PixMix Loss: 0.643 Tot. Loss: 1.422 +2025-10-24 00:41:07,696 INFO Epoch 7 Batch 4199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.227 PixMix Loss: 0.625 Tot. Loss: 1.447 +2025-10-24 00:42:18,008 INFO Epoch 7 Batch 4299 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.183 PixMix Loss: 0.690 Tot. Loss: 1.413 +2025-10-24 00:43:28,901 INFO Epoch 7 Batch 4399 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.254 PixMix Loss: 0.605 Tot. Loss: 1.463 +2025-10-24 00:44:39,600 INFO Epoch 7 Batch 4499 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.172 PixMix Loss: 0.675 Tot. Loss: 1.383 +2025-10-24 00:45:50,049 INFO Epoch 7 Batch 4599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.202 PixMix Loss: 0.623 Tot. Loss: 1.403 +2025-10-24 00:47:00,863 INFO Epoch 7 Batch 4699 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.224 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.258 PixMix Loss: 0.657 Tot. Loss: 1.482 +2025-10-24 00:48:11,754 INFO Epoch 7 Batch 4799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.195 PixMix Loss: 0.618 Tot. Loss: 1.405 +2025-10-24 00:49:22,280 INFO Epoch 7 Batch 4899 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.224 PixMix Loss: 0.649 Tot. Loss: 1.460 +2025-10-24 00:50:33,179 INFO Epoch 7 Batch 4999 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.187 PixMix Loss: 0.608 Tot. Loss: 1.389 +2025-10-24 00:52:55,680 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.374 FPR: 59.797 AUROC: 87.777 AUPR: 49.922 AURC: 27.023 EAURC: 18.694 AUPR Succ.: 97.919 ECE: 3.505 NLL: 4.624 Brier: 18.903 +2025-10-24 00:55:05,416 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.522 FPR: 59.481 AUROC: 87.838 AUPR: 49.712 AURC: 26.438 EAURC: 18.307 AUPR Succ.: 97.965 ECE: 3.079 NLL: 4.535 Brier: 18.660 +2025-10-24 00:55:05,425 INFO ####### --- Training Epoch 8 --- ####### +2025-10-24 00:57:23,477 INFO Epoch 8 Batch 99 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.215 PixMix Loss: 0.624 Tot. Loss: 1.423 +2025-10-24 00:58:34,097 INFO Epoch 8 Batch 199 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.218 PixMix Loss: 0.644 Tot. Loss: 1.408 +2025-10-24 00:59:44,276 INFO Epoch 8 Batch 299 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.218 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.227 PixMix Loss: 0.682 Tot. Loss: 1.446 +2025-10-24 01:00:54,743 INFO Epoch 8 Batch 399 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.246 PixMix Loss: 0.611 Tot. Loss: 1.451 +2025-10-24 01:02:05,487 INFO Epoch 8 Batch 499 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.215 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.222 PixMix Loss: 0.635 Tot. Loss: 1.437 +2025-10-24 01:03:15,928 INFO Epoch 8 Batch 599 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.171 PixMix Loss: 0.682 Tot. Loss: 1.401 +2025-10-24 01:04:26,676 INFO Epoch 8 Batch 699 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.250 PixMix Loss: 0.653 Tot. Loss: 1.471 +2025-10-24 01:05:37,269 INFO Epoch 8 Batch 799 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.185 PixMix Loss: 0.613 Tot. Loss: 1.405 +2025-10-24 01:06:47,968 INFO Epoch 8 Batch 899 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.236 PixMix Loss: 0.598 Tot. Loss: 1.428 +2025-10-24 01:07:58,812 INFO Epoch 8 Batch 999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.199 PixMix Loss: 0.614 Tot. Loss: 1.398 +2025-10-24 01:09:09,158 INFO Epoch 8 Batch 1099 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.166 PixMix Loss: 0.611 Tot. Loss: 1.372 +2025-10-24 01:10:19,782 INFO Epoch 8 Batch 1199 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.224 PixMix Loss: 0.656 Tot. Loss: 1.454 +2025-10-24 01:11:30,495 INFO Epoch 8 Batch 1299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.206 PixMix Loss: 0.617 Tot. Loss: 1.411 +2025-10-24 01:12:41,411 INFO Epoch 8 Batch 1399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.196 PixMix Loss: 0.629 Tot. Loss: 1.405 +2025-10-24 01:13:51,769 INFO Epoch 8 Batch 1499 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.193 PixMix Loss: 0.675 Tot. Loss: 1.410 +2025-10-24 01:15:02,826 INFO Epoch 8 Batch 1599 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.208 PixMix Loss: 0.627 Tot. Loss: 1.418 +2025-10-24 01:16:13,351 INFO Epoch 8 Batch 1699 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.225 PixMix Loss: 0.662 Tot. Loss: 1.442 +2025-10-24 01:17:24,289 INFO Epoch 8 Batch 1799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.181 PixMix Loss: 0.627 Tot. Loss: 1.361 +2025-10-24 01:18:35,286 INFO Epoch 8 Batch 1899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.154 PixMix Loss: 0.630 Tot. Loss: 1.340 +2025-10-24 01:19:46,022 INFO Epoch 8 Batch 1999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.185 PixMix Loss: 0.687 Tot. Loss: 1.366 +2025-10-24 01:20:56,943 INFO Epoch 8 Batch 2099 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.251 PixMix Loss: 0.650 Tot. Loss: 1.444 +2025-10-24 01:22:07,666 INFO Epoch 8 Batch 2199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.223 PixMix Loss: 0.679 Tot. Loss: 1.426 +2025-10-24 01:23:18,431 INFO Epoch 8 Batch 2299 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.257 PixMix Loss: 0.639 Tot. Loss: 1.470 +2025-10-24 01:24:29,436 INFO Epoch 8 Batch 2399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.209 PixMix Loss: 0.647 Tot. Loss: 1.393 +2025-10-24 01:25:39,804 INFO Epoch 8 Batch 2499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.201 PixMix Loss: 0.661 Tot. Loss: 1.419 +2025-10-24 01:26:50,474 INFO Epoch 8 Batch 2599 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.225 PixMix Loss: 0.628 Tot. Loss: 1.414 +2025-10-24 01:28:01,322 INFO Epoch 8 Batch 2699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.214 PixMix Loss: 0.635 Tot. Loss: 1.419 +2025-10-24 01:29:12,121 INFO Epoch 8 Batch 2799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.188 PixMix Loss: 0.676 Tot. Loss: 1.375 +2025-10-24 01:30:22,532 INFO Epoch 8 Batch 2899 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.237 PixMix Loss: 0.643 Tot. Loss: 1.451 +2025-10-24 01:31:33,633 INFO Epoch 8 Batch 2999 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.190 PixMix Loss: 0.652 Tot. Loss: 1.407 +2025-10-24 01:32:44,243 INFO Epoch 8 Batch 3099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.170 PixMix Loss: 0.581 Tot. Loss: 1.357 +2025-10-24 01:33:55,151 INFO Epoch 8 Batch 3199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.179 PixMix Loss: 0.642 Tot. Loss: 1.368 +2025-10-24 01:35:06,150 INFO Epoch 8 Batch 3299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.172 PixMix Loss: 0.663 Tot. Loss: 1.367 +2025-10-24 01:36:17,018 INFO Epoch 8 Batch 3399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.158 PixMix Loss: 0.650 Tot. Loss: 1.354 +2025-10-24 01:37:27,919 INFO Epoch 8 Batch 3499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.154 PixMix Loss: 0.625 Tot. Loss: 1.350 +2025-10-24 01:38:38,647 INFO Epoch 8 Batch 3599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.219 PixMix Loss: 0.654 Tot. Loss: 1.399 +2025-10-24 01:39:49,410 INFO Epoch 8 Batch 3699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 0.608 Tot. Loss: 1.360 +2025-10-24 01:41:00,238 INFO Epoch 8 Batch 3799 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.209 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.259 PixMix Loss: 0.683 Tot. Loss: 1.469 +2025-10-24 01:42:10,777 INFO Epoch 8 Batch 3899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.207 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.230 PixMix Loss: 0.667 Tot. Loss: 1.436 +2025-10-24 01:43:21,450 INFO Epoch 8 Batch 3999 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.178 PixMix Loss: 0.626 Tot. Loss: 1.370 +2025-10-24 01:44:32,048 INFO Epoch 8 Batch 4099 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.234 PixMix Loss: 0.581 Tot. Loss: 1.442 +2025-10-24 01:45:43,071 INFO Epoch 8 Batch 4199 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.200 PixMix Loss: 0.628 Tot. Loss: 1.413 +2025-10-24 01:46:53,555 INFO Epoch 8 Batch 4299 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.190 PixMix Loss: 0.582 Tot. Loss: 1.398 +2025-10-24 01:48:04,622 INFO Epoch 8 Batch 4399 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.185 PixMix Loss: 0.663 Tot. Loss: 1.383 +2025-10-24 01:49:15,153 INFO Epoch 8 Batch 4499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.172 PixMix Loss: 0.599 Tot. Loss: 1.365 +2025-10-24 01:50:25,954 INFO Epoch 8 Batch 4599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.148 PixMix Loss: 0.610 Tot. Loss: 1.328 +2025-10-24 01:51:36,972 INFO Epoch 8 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.165 PixMix Loss: 0.629 Tot. Loss: 1.367 +2025-10-24 01:52:47,525 INFO Epoch 8 Batch 4799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.194 PixMix Loss: 0.635 Tot. Loss: 1.386 +2025-10-24 01:53:58,653 INFO Epoch 8 Batch 4899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.180 PixMix Loss: 0.630 Tot. Loss: 1.394 +2025-10-24 01:55:09,355 INFO Epoch 8 Batch 4999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.151 PixMix Loss: 0.604 Tot. Loss: 1.340 +2025-10-24 01:57:33,323 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 87.332 FPR: 60.262 AUROC: 87.710 AUPR: 50.029 AURC: 27.275 EAURC: 18.889 AUPR Succ.: 97.896 ECE: 3.763 NLL: 4.688 Brier: 19.027 +2025-10-24 01:59:46,991 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.474 FPR: 59.572 AUROC: 87.731 AUPR: 49.677 AURC: 26.776 EAURC: 18.581 AUPR Succ.: 97.934 ECE: 3.430 NLL: 4.616 Brier: 18.824 +2025-10-24 01:59:46,998 INFO ####### --- Training Epoch 9 --- ####### +2025-10-24 02:02:07,383 INFO Epoch 9 Batch 99 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.211 PixMix Loss: 0.617 Tot. Loss: 1.404 +2025-10-24 02:03:17,695 INFO Epoch 9 Batch 199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.166 PixMix Loss: 0.599 Tot. Loss: 1.344 +2025-10-24 02:04:27,959 INFO Epoch 9 Batch 299 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.204 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.215 PixMix Loss: 0.643 Tot. Loss: 1.419 +2025-10-24 02:05:38,746 INFO Epoch 9 Batch 399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.207 PixMix Loss: 0.651 Tot. Loss: 1.400 +2025-10-24 02:06:49,058 INFO Epoch 9 Batch 499 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.158 PixMix Loss: 0.666 Tot. Loss: 1.360 +2025-10-24 02:07:59,243 INFO Epoch 9 Batch 599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.187 PixMix Loss: 0.671 Tot. Loss: 1.400 +2025-10-24 02:09:10,442 INFO Epoch 9 Batch 699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.178 PixMix Loss: 0.666 Tot. Loss: 1.383 +2025-10-24 02:10:21,045 INFO Epoch 9 Batch 799 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.206 PixMix Loss: 0.652 Tot. Loss: 1.410 +2025-10-24 02:11:31,344 INFO Epoch 9 Batch 899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.179 PixMix Loss: 0.638 Tot. Loss: 1.355 +2025-10-24 02:12:42,592 INFO Epoch 9 Batch 999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.136 PixMix Loss: 0.631 Tot. Loss: 1.325 +2025-10-24 02:13:53,127 INFO Epoch 9 Batch 1099 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.132 PixMix Loss: 0.649 Tot. Loss: 1.324 +2025-10-24 02:15:04,033 INFO Epoch 9 Batch 1199 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.229 PixMix Loss: 0.691 Tot. Loss: 1.441 +2025-10-24 02:16:14,574 INFO Epoch 9 Batch 1299 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.173 PixMix Loss: 0.674 Tot. Loss: 1.361 +2025-10-24 02:17:25,386 INFO Epoch 9 Batch 1399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.134 PixMix Loss: 0.620 Tot. Loss: 1.332 +2025-10-24 02:18:36,173 INFO Epoch 9 Batch 1499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.224 PixMix Loss: 0.618 Tot. Loss: 1.421 +2025-10-24 02:19:46,614 INFO Epoch 9 Batch 1599 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.173 PixMix Loss: 0.680 Tot. Loss: 1.365 +2025-10-24 02:20:57,511 INFO Epoch 9 Batch 1699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.208 PixMix Loss: 0.712 Tot. Loss: 1.413 +2025-10-24 02:22:08,516 INFO Epoch 9 Batch 1799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.233 PixMix Loss: 0.654 Tot. Loss: 1.403 +2025-10-24 02:23:18,962 INFO Epoch 9 Batch 1899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.217 PixMix Loss: 0.655 Tot. Loss: 1.393 +2025-10-24 02:24:29,480 INFO Epoch 9 Batch 1999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.209 PixMix Loss: 0.555 Tot. Loss: 1.378 +2025-10-24 02:25:40,805 INFO Epoch 9 Batch 2099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.146 PixMix Loss: 0.646 Tot. Loss: 1.327 +2025-10-24 02:26:51,452 INFO Epoch 9 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.183 PixMix Loss: 0.647 Tot. Loss: 1.371 +2025-10-24 02:28:01,838 INFO Epoch 9 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.228 PixMix Loss: 0.639 Tot. Loss: 1.425 +2025-10-24 02:29:12,995 INFO Epoch 9 Batch 2399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.173 PixMix Loss: 0.674 Tot. Loss: 1.342 +2025-10-24 02:30:23,515 INFO Epoch 9 Batch 2499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.249 PixMix Loss: 0.686 Tot. Loss: 1.451 +2025-10-24 02:31:34,067 INFO Epoch 9 Batch 2599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.171 PixMix Loss: 0.655 Tot. Loss: 1.345 +2025-10-24 02:32:44,880 INFO Epoch 9 Batch 2699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.185 PixMix Loss: 0.627 Tot. Loss: 1.374 +2025-10-24 02:33:55,609 INFO Epoch 9 Batch 2799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.165 PixMix Loss: 0.715 Tot. Loss: 1.345 +2025-10-24 02:35:06,397 INFO Epoch 9 Batch 2899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.206 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.213 PixMix Loss: 0.714 Tot. Loss: 1.419 +2025-10-24 02:36:16,832 INFO Epoch 9 Batch 2999 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.222 PixMix Loss: 0.663 Tot. Loss: 1.430 +2025-10-24 02:37:27,814 INFO Epoch 9 Batch 3099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.162 PixMix Loss: 0.670 Tot. Loss: 1.335 +2025-10-24 02:38:38,882 INFO Epoch 9 Batch 3199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.188 PixMix Loss: 0.602 Tot. Loss: 1.367 +2025-10-24 02:39:49,196 INFO Epoch 9 Batch 3299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.213 PixMix Loss: 0.608 Tot. Loss: 1.391 +2025-10-24 02:40:59,702 INFO Epoch 9 Batch 3399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.172 PixMix Loss: 0.696 Tot. Loss: 1.359 +2025-10-24 02:42:11,037 INFO Epoch 9 Batch 3499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.209 PixMix Loss: 0.670 Tot. Loss: 1.396 +2025-10-24 02:43:21,706 INFO Epoch 9 Batch 3599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.214 PixMix Loss: 0.625 Tot. Loss: 1.385 +2025-10-24 02:44:32,073 INFO Epoch 9 Batch 3699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.175 PixMix Loss: 0.654 Tot. Loss: 1.358 +2025-10-24 02:45:43,283 INFO Epoch 9 Batch 3799 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.187 PixMix Loss: 0.634 Tot. Loss: 1.388 +2025-10-24 02:46:53,798 INFO Epoch 9 Batch 3899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.175 PixMix Loss: 0.667 Tot. Loss: 1.374 +2025-10-24 02:48:04,364 INFO Epoch 9 Batch 3999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.197 PixMix Loss: 0.675 Tot. Loss: 1.374 +2025-10-24 02:49:15,182 INFO Epoch 9 Batch 4099 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.212 PixMix Loss: 0.691 Tot. Loss: 1.404 +2025-10-24 02:50:25,831 INFO Epoch 9 Batch 4199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.230 PixMix Loss: 0.706 Tot. Loss: 1.427 +2025-10-24 02:51:36,570 INFO Epoch 9 Batch 4299 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.169 PixMix Loss: 0.664 Tot. Loss: 1.368 +2025-10-24 02:52:46,938 INFO Epoch 9 Batch 4399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.208 PixMix Loss: 0.632 Tot. Loss: 1.400 +2025-10-24 02:53:57,981 INFO Epoch 9 Batch 4499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.195 PixMix Loss: 0.642 Tot. Loss: 1.377 +2025-10-24 02:55:09,142 INFO Epoch 9 Batch 4599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.140 PixMix Loss: 0.576 Tot. Loss: 1.311 +2025-10-24 02:56:19,559 INFO Epoch 9 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.204 PixMix Loss: 0.629 Tot. Loss: 1.399 +2025-10-24 02:57:30,083 INFO Epoch 9 Batch 4799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.164 PixMix Loss: 0.622 Tot. Loss: 1.345 +2025-10-24 02:58:41,465 INFO Epoch 9 Batch 4899 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.169 PixMix Loss: 0.632 Tot. Loss: 1.372 +2025-10-24 02:59:52,068 INFO Epoch 9 Batch 4999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 0.634 Tot. Loss: 1.340 +2025-10-24 03:02:16,954 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 87.272 FPR: 59.994 AUROC: 87.668 AUPR: 50.131 AURC: 27.540 EAURC: 19.072 AUPR Succ.: 97.875 ECE: 3.930 NLL: 4.750 Brier: 19.143 +2025-10-24 03:05:00,844 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.422 FPR: 60.487 AUROC: 87.589 AUPR: 49.114 AURC: 27.176 EAURC: 18.912 AUPR Succ.: 97.896 ECE: 3.760 NLL: 4.698 Brier: 18.998 +2025-10-24 03:05:00,851 INFO ####### --- Training Epoch 10 --- ####### +2025-10-24 03:07:20,493 INFO Epoch 10 Batch 99 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.161 PixMix Loss: 0.681 Tot. Loss: 1.344 +2025-10-24 03:08:30,620 INFO Epoch 10 Batch 199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.190 PixMix Loss: 0.607 Tot. Loss: 1.356 +2025-10-24 03:09:41,386 INFO Epoch 10 Batch 299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.227 PixMix Loss: 0.683 Tot. Loss: 1.419 +2025-10-24 03:10:51,414 INFO Epoch 10 Batch 399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.170 PixMix Loss: 0.613 Tot. Loss: 1.352 +2025-10-24 03:12:01,756 INFO Epoch 10 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.143 PixMix Loss: 0.656 Tot. Loss: 1.332 +2025-10-24 03:13:12,620 INFO Epoch 10 Batch 599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.153 PixMix Loss: 0.648 Tot. Loss: 1.354 +2025-10-24 03:14:23,533 INFO Epoch 10 Batch 699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.201 PixMix Loss: 0.660 Tot. Loss: 1.402 +2025-10-24 03:15:33,886 INFO Epoch 10 Batch 799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.194 PixMix Loss: 0.649 Tot. Loss: 1.388 +2025-10-24 03:16:44,565 INFO Epoch 10 Batch 899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.193 PixMix Loss: 0.615 Tot. Loss: 1.362 +2025-10-24 03:17:55,761 INFO Epoch 10 Batch 999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 0.633 Tot. Loss: 1.346 +2025-10-24 03:19:06,256 INFO Epoch 10 Batch 1099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.223 PixMix Loss: 0.644 Tot. Loss: 1.400 +2025-10-24 03:20:16,603 INFO Epoch 10 Batch 1199 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.204 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.263 PixMix Loss: 0.682 Tot. Loss: 1.467 +2025-10-24 03:21:27,847 INFO Epoch 10 Batch 1299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.115 PixMix Loss: 0.623 Tot. Loss: 1.293 +2025-10-24 03:22:38,513 INFO Epoch 10 Batch 1399 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.188 PixMix Loss: 0.651 Tot. Loss: 1.371 +2025-10-24 03:23:48,905 INFO Epoch 10 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.176 PixMix Loss: 0.664 Tot. Loss: 1.365 +2025-10-24 03:24:59,664 INFO Epoch 10 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.186 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.193 PixMix Loss: 0.675 Tot. Loss: 1.380 +2025-10-24 03:26:10,793 INFO Epoch 10 Batch 1699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.208 PixMix Loss: 0.610 Tot. Loss: 1.410 +2025-10-24 03:27:21,177 INFO Epoch 10 Batch 1799 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.189 PixMix Loss: 0.602 Tot. Loss: 1.353 +2025-10-24 03:28:31,741 INFO Epoch 10 Batch 1899 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.165 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.101 PixMix Loss: 0.637 Tot. Loss: 1.266 +2025-10-24 03:29:42,787 INFO Epoch 10 Batch 1999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.158 PixMix Loss: 0.588 Tot. Loss: 1.317 +2025-10-24 03:30:53,681 INFO Epoch 10 Batch 2099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.166 PixMix Loss: 0.620 Tot. Loss: 1.340 +2025-10-24 03:32:04,280 INFO Epoch 10 Batch 2199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.151 PixMix Loss: 0.578 Tot. Loss: 1.330 +2025-10-24 03:33:14,981 INFO Epoch 10 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.200 PixMix Loss: 0.682 Tot. Loss: 1.393 +2025-10-24 03:34:26,268 INFO Epoch 10 Batch 2399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.156 PixMix Loss: 0.638 Tot. Loss: 1.316 +2025-10-24 03:35:36,845 INFO Epoch 10 Batch 2499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.216 PixMix Loss: 0.659 Tot. Loss: 1.407 +2025-10-24 03:36:47,238 INFO Epoch 10 Batch 2599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.221 PixMix Loss: 0.690 Tot. Loss: 1.385 +2025-10-24 03:37:58,602 INFO Epoch 10 Batch 2699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.144 PixMix Loss: 0.656 Tot. Loss: 1.329 +2025-10-24 03:39:09,189 INFO Epoch 10 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.192 PixMix Loss: 0.664 Tot. Loss: 1.362 +2025-10-24 03:40:19,771 INFO Epoch 10 Batch 2899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.156 PixMix Loss: 0.664 Tot. Loss: 1.349 +2025-10-24 03:41:30,395 INFO Epoch 10 Batch 2999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.212 PixMix Loss: 0.639 Tot. Loss: 1.412 +2025-10-24 03:42:41,514 INFO Epoch 10 Batch 3099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.189 PixMix Loss: 0.585 Tot. Loss: 1.356 +2025-10-24 03:43:51,964 INFO Epoch 10 Batch 3199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.170 PixMix Loss: 0.602 Tot. Loss: 1.343 +2025-10-24 03:45:02,546 INFO Epoch 10 Batch 3299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.155 PixMix Loss: 0.655 Tot. Loss: 1.325 +2025-10-24 03:46:13,604 INFO Epoch 10 Batch 3399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.176 PixMix Loss: 0.608 Tot. Loss: 1.356 +2025-10-24 03:47:24,498 INFO Epoch 10 Batch 3499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 0.618 Tot. Loss: 1.308 +2025-10-24 03:48:35,124 INFO Epoch 10 Batch 3599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 0.620 Tot. Loss: 1.260 +2025-10-24 03:49:45,829 INFO Epoch 10 Batch 3699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 0.647 Tot. Loss: 1.282 +2025-10-24 03:50:57,166 INFO Epoch 10 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.214 PixMix Loss: 0.616 Tot. Loss: 1.405 +2025-10-24 03:52:07,743 INFO Epoch 10 Batch 3899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.184 PixMix Loss: 0.625 Tot. Loss: 1.378 +2025-10-24 03:53:18,144 INFO Epoch 10 Batch 3999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.182 PixMix Loss: 0.632 Tot. Loss: 1.352 +2025-10-24 03:54:29,516 INFO Epoch 10 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.220 PixMix Loss: 0.617 Tot. Loss: 1.403 +2025-10-24 03:55:40,141 INFO Epoch 10 Batch 4199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.184 PixMix Loss: 0.644 Tot. Loss: 1.372 +2025-10-24 03:56:50,640 INFO Epoch 10 Batch 4299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.194 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.179 PixMix Loss: 0.635 Tot. Loss: 1.373 +2025-10-24 03:58:01,355 INFO Epoch 10 Batch 4399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.130 PixMix Loss: 0.611 Tot. Loss: 1.313 +2025-10-24 03:59:12,587 INFO Epoch 10 Batch 4499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.184 PixMix Loss: 0.614 Tot. Loss: 1.361 +2025-10-24 04:00:22,932 INFO Epoch 10 Batch 4599 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.139 PixMix Loss: 0.623 Tot. Loss: 1.308 +2025-10-24 04:01:33,417 INFO Epoch 10 Batch 4699 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.189 PixMix Loss: 0.699 Tot. Loss: 1.375 +2025-10-24 04:02:44,467 INFO Epoch 10 Batch 4799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.167 PixMix Loss: 0.664 Tot. Loss: 1.341 +2025-10-24 04:03:55,456 INFO Epoch 10 Batch 4899 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.183 PixMix Loss: 0.646 Tot. Loss: 1.385 +2025-10-24 04:05:05,931 INFO Epoch 10 Batch 4999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.147 PixMix Loss: 0.669 Tot. Loss: 1.316 +2025-10-24 04:07:29,113 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 87.260 FPR: 60.392 AUROC: 87.564 AUPR: 49.809 AURC: 27.748 EAURC: 19.264 AUPR Succ.: 97.853 ECE: 4.074 NLL: 4.800 Brier: 19.243 +2025-10-24 04:09:41,519 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 87.344 FPR: 60.777 AUROC: 87.532 AUPR: 49.231 AURC: 27.526 EAURC: 19.156 AUPR Succ.: 97.867 ECE: 3.956 NLL: 4.765 Brier: 19.148 +2025-10-24 04:09:41,527 INFO ####### --- Training Epoch 11 --- ####### +2025-10-24 04:12:00,915 INFO Epoch 11 Batch 99 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.182 PixMix Loss: 0.668 Tot. Loss: 1.356 +2025-10-24 04:13:11,175 INFO Epoch 11 Batch 199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 0.592 Tot. Loss: 1.285 +2025-10-24 04:14:21,500 INFO Epoch 11 Batch 299 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.203 PixMix Loss: 0.667 Tot. Loss: 1.388 +2025-10-24 04:15:31,937 INFO Epoch 11 Batch 399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.179 PixMix Loss: 0.584 Tot. Loss: 1.359 +2025-10-24 04:16:42,400 INFO Epoch 11 Batch 499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.199 PixMix Loss: 0.624 Tot. Loss: 1.381 +2025-10-24 04:17:53,009 INFO Epoch 11 Batch 599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.176 PixMix Loss: 0.699 Tot. Loss: 1.375 +2025-10-24 04:19:03,549 INFO Epoch 11 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.193 PixMix Loss: 0.680 Tot. Loss: 1.388 +2025-10-24 04:20:14,173 INFO Epoch 11 Batch 799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.164 PixMix Loss: 0.599 Tot. Loss: 1.352 +2025-10-24 04:21:24,879 INFO Epoch 11 Batch 899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.143 PixMix Loss: 0.629 Tot. Loss: 1.306 +2025-10-24 04:22:35,596 INFO Epoch 11 Batch 999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.150 PixMix Loss: 0.674 Tot. Loss: 1.325 +2025-10-24 04:23:46,345 INFO Epoch 11 Batch 1099 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.147 PixMix Loss: 0.612 Tot. Loss: 1.316 +2025-10-24 04:24:56,735 INFO Epoch 11 Batch 1199 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.197 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.247 PixMix Loss: 0.717 Tot. Loss: 1.444 +2025-10-24 04:26:08,011 INFO Epoch 11 Batch 1299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.176 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.163 PixMix Loss: 0.644 Tot. Loss: 1.339 +2025-10-24 04:27:18,345 INFO Epoch 11 Batch 1399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.171 PixMix Loss: 0.617 Tot. Loss: 1.351 +2025-10-24 04:28:29,093 INFO Epoch 11 Batch 1499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.158 PixMix Loss: 0.611 Tot. Loss: 1.342 +2025-10-24 04:29:40,046 INFO Epoch 11 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.206 PixMix Loss: 0.627 Tot. Loss: 1.390 +2025-10-24 04:30:50,718 INFO Epoch 11 Batch 1699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.190 PixMix Loss: 0.691 Tot. Loss: 1.390 +2025-10-24 04:32:01,409 INFO Epoch 11 Batch 1799 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.174 PixMix Loss: 0.630 Tot. Loss: 1.335 +2025-10-24 04:33:12,071 INFO Epoch 11 Batch 1899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 0.645 Tot. Loss: 1.304 +2025-10-24 04:34:22,927 INFO Epoch 11 Batch 1999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.200 PixMix Loss: 0.647 Tot. Loss: 1.361 +2025-10-24 04:35:33,540 INFO Epoch 11 Batch 2099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.157 PixMix Loss: 0.654 Tot. Loss: 1.329 +2025-10-24 04:36:44,064 INFO Epoch 11 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.161 PixMix Loss: 0.619 Tot. Loss: 1.343 +2025-10-24 04:37:54,901 INFO Epoch 11 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.205 PixMix Loss: 0.654 Tot. Loss: 1.389 +2025-10-24 04:39:05,637 INFO Epoch 11 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.154 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 0.602 Tot. Loss: 1.283 +2025-10-24 04:40:16,319 INFO Epoch 11 Batch 2499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.176 PixMix Loss: 0.645 Tot. Loss: 1.361 +2025-10-24 04:41:26,752 INFO Epoch 11 Batch 2599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 0.606 Tot. Loss: 1.267 +2025-10-24 04:42:37,763 INFO Epoch 11 Batch 2699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 0.645 Tot. Loss: 1.346 +2025-10-24 04:43:48,205 INFO Epoch 11 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.167 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.159 PixMix Loss: 0.627 Tot. Loss: 1.327 +2025-10-24 04:44:58,830 INFO Epoch 11 Batch 2899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.189 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.218 PixMix Loss: 0.636 Tot. Loss: 1.407 +2025-10-24 04:46:09,701 INFO Epoch 11 Batch 2999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.209 PixMix Loss: 0.654 Tot. Loss: 1.403 +2025-10-24 04:47:20,403 INFO Epoch 11 Batch 3099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.165 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.171 PixMix Loss: 0.603 Tot. Loss: 1.335 +2025-10-24 04:48:31,071 INFO Epoch 11 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 0.598 Tot. Loss: 1.337 +2025-10-24 04:49:41,672 INFO Epoch 11 Batch 3299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.215 PixMix Loss: 0.631 Tot. Loss: 1.385 +2025-10-24 04:50:52,405 INFO Epoch 11 Batch 3399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.137 PixMix Loss: 0.610 Tot. Loss: 1.319 +2025-10-24 04:52:03,118 INFO Epoch 11 Batch 3499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.190 PixMix Loss: 0.631 Tot. Loss: 1.367 +2025-10-24 04:53:13,609 INFO Epoch 11 Batch 3599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 0.601 Tot. Loss: 1.290 +2025-10-24 04:54:24,414 INFO Epoch 11 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.145 PixMix Loss: 0.569 Tot. Loss: 1.317 +2025-10-24 04:55:35,179 INFO Epoch 11 Batch 3799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.192 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.201 PixMix Loss: 0.653 Tot. Loss: 1.393 +2025-10-24 04:56:45,816 INFO Epoch 11 Batch 3899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.198 PixMix Loss: 0.666 Tot. Loss: 1.388 +2025-10-24 04:57:56,167 INFO Epoch 11 Batch 3999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.193 PixMix Loss: 0.641 Tot. Loss: 1.363 +2025-10-24 04:59:07,176 INFO Epoch 11 Batch 4099 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.184 PixMix Loss: 0.673 Tot. Loss: 1.366 +2025-10-24 05:00:17,634 INFO Epoch 11 Batch 4199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.184 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.182 PixMix Loss: 0.641 Tot. Loss: 1.366 +2025-10-24 05:01:28,340 INFO Epoch 11 Batch 4299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.195 PixMix Loss: 0.681 Tot. Loss: 1.383 +2025-10-24 05:02:39,122 INFO Epoch 11 Batch 4399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.180 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.191 PixMix Loss: 0.630 Tot. Loss: 1.371 +2025-10-24 05:03:49,637 INFO Epoch 11 Batch 4499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.184 PixMix Loss: 0.660 Tot. Loss: 1.357 +2025-10-24 05:05:00,272 INFO Epoch 11 Batch 4599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.166 PixMix Loss: 0.645 Tot. Loss: 1.340 +2025-10-24 05:06:11,005 INFO Epoch 11 Batch 4699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.211 PixMix Loss: 0.652 Tot. Loss: 1.396 +2025-10-24 05:07:21,680 INFO Epoch 11 Batch 4799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.171 PixMix Loss: 0.642 Tot. Loss: 1.339 +2025-10-24 05:08:32,335 INFO Epoch 11 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.207 PixMix Loss: 0.649 Tot. Loss: 1.407 +2025-10-24 05:09:42,862 INFO Epoch 11 Batch 4999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 0.673 Tot. Loss: 1.304 +2025-10-24 05:12:01,307 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 87.230 FPR: 60.345 AUROC: 87.522 AUPR: 50.023 AURC: 27.918 EAURC: 19.393 AUPR Succ.: 97.838 ECE: 4.130 NLL: 4.837 Brier: 19.309 +2025-10-24 05:14:12,786 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 87.286 FPR: 60.296 AUROC: 87.519 AUPR: 49.572 AURC: 27.739 EAURC: 19.290 AUPR Succ.: 97.851 ECE: 4.067 NLL: 4.804 Brier: 19.236 diff --git a/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..c4530550116472f9e01ba1be3c68073d8267d2a4 --- /dev/null +++ b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0dfcc5cad832e9c7dd3e89aab0faee04043bdc3eca826c5933f172bcb28da7a8 +size 1217151555 diff --git a/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..6a38bfeb8768d94048130703898c840c60a6eb9b --- /dev/null +++ b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_orig_1.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d6c32304af0a00bccd06e8525ab23e7ffba677860223af78b4a5fbf20871969 +size 1217151931 diff --git a/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761321432.main1.323796.0 b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761321432.main1.323796.0 new file mode 100644 index 0000000000000000000000000000000000000000..9d312b5393c1520788e332f3274bdef95db19411 --- /dev/null +++ b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/events.out.tfevents.1761321432.main1.323796.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d4689724a46fcce4c994b126a723ca7ce75fde0a88953a4569818be90b6afd4f +size 17006 diff --git a/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log new file mode 100644 index 0000000000000000000000000000000000000000..03862f8637edd0198155cd6707553a8a2d8815c1 --- /dev/null +++ b/Mixup/imagenet1k_dinov3_l16_ce_baseline-mixup_1.0-crl_0.0-pixmix_0.0-cutmix_0.0_usecos_False_act_relu/run.log @@ -0,0 +1,686 @@ +2025-10-24 16:57:12,201 INFO { + "activation": "relu", + "alpha": 0.5, + "augmix_weight": 0.0, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 10, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 1.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "orig_mixup": true, + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/Mixup", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-24 16:57:14,918 INFO #################################################################################################### +1 / 1 Running +2025-10-24 16:57:22,406 INFO ####### --- Training Epoch 1 --- ####### +2025-10-24 16:59:09,510 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 6.910 Mixup Loss: 6.916 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.908 Tot. Loss: 6.916 +2025-10-24 16:59:34,987 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.438 CLS Loss: 6.832 Mixup Loss: 6.846 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.840 Tot. Loss: 6.846 +2025-10-24 17:00:00,399 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.844 CLS Loss: 6.773 Mixup Loss: 6.792 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.782 Tot. Loss: 6.792 +2025-10-24 17:00:25,827 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.531 CLS Loss: 6.693 Mixup Loss: 6.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.715 Tot. Loss: 6.717 +2025-10-24 17:00:51,321 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 2.812 CLS Loss: 6.626 Mixup Loss: 6.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.650 Tot. Loss: 6.658 +2025-10-24 17:01:16,799 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.656 CLS Loss: 6.546 Mixup Loss: 6.589 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.581 Tot. Loss: 6.589 +2025-10-24 17:01:42,330 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 8.656 CLS Loss: 6.482 Mixup Loss: 6.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.517 Tot. Loss: 6.534 +2025-10-24 17:02:07,991 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 11.719 CLS Loss: 6.424 Mixup Loss: 6.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.467 Tot. Loss: 6.491 +2025-10-24 17:02:33,564 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 16.625 CLS Loss: 6.345 Mixup Loss: 6.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.393 Tot. Loss: 6.413 +2025-10-24 17:02:59,100 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 22.625 CLS Loss: 6.275 Mixup Loss: 6.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.323 Tot. Loss: 6.354 +2025-10-24 17:03:24,643 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 29.312 CLS Loss: 6.193 Mixup Loss: 6.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.254 Tot. Loss: 6.271 +2025-10-24 17:03:50,240 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 33.844 CLS Loss: 6.125 Mixup Loss: 6.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.198 Tot. Loss: 6.217 +2025-10-24 17:04:15,854 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 38.625 CLS Loss: 6.065 Mixup Loss: 6.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.131 Tot. Loss: 6.176 +2025-10-24 17:04:41,787 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 45.688 CLS Loss: 5.977 Mixup Loss: 6.049 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.060 Tot. Loss: 6.049 +2025-10-24 17:05:07,427 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 50.219 CLS Loss: 5.914 Mixup Loss: 6.055 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.009 Tot. Loss: 6.055 +2025-10-24 17:05:33,042 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 53.094 CLS Loss: 5.849 Mixup Loss: 6.008 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.933 Tot. Loss: 6.008 +2025-10-24 17:05:58,716 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 56.750 CLS Loss: 5.776 Mixup Loss: 5.902 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.878 Tot. Loss: 5.902 +2025-10-24 17:06:24,314 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 59.562 CLS Loss: 5.710 Mixup Loss: 5.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.810 Tot. Loss: 5.842 +2025-10-24 17:06:50,044 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 62.375 CLS Loss: 5.636 Mixup Loss: 5.761 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.746 Tot. Loss: 5.761 +2025-10-24 17:07:15,680 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 66.031 CLS Loss: 5.561 Mixup Loss: 5.726 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.676 Tot. Loss: 5.726 +2025-10-24 17:07:41,302 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 65.969 CLS Loss: 5.507 Mixup Loss: 5.683 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.637 Tot. Loss: 5.683 +2025-10-24 17:08:07,285 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 68.625 CLS Loss: 5.427 Mixup Loss: 5.632 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.555 Tot. Loss: 5.632 +2025-10-24 17:08:32,846 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 69.781 CLS Loss: 5.363 Mixup Loss: 5.575 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.509 Tot. Loss: 5.575 +2025-10-24 17:08:58,453 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 70.469 CLS Loss: 5.281 Mixup Loss: 5.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.422 Tot. Loss: 5.451 +2025-10-24 17:09:24,104 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 70.844 CLS Loss: 5.225 Mixup Loss: 5.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.377 Tot. Loss: 5.387 +2025-10-24 17:09:49,722 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 71.781 CLS Loss: 5.146 Mixup Loss: 5.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.305 Tot. Loss: 5.319 +2025-10-24 17:10:15,370 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 73.906 CLS Loss: 5.088 Mixup Loss: 5.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.265 Tot. Loss: 5.351 +2025-10-24 17:10:41,075 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 74.281 CLS Loss: 5.016 Mixup Loss: 5.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.185 Tot. Loss: 5.191 +2025-10-24 17:11:06,753 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 73.750 CLS Loss: 4.967 Mixup Loss: 5.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.132 Tot. Loss: 5.198 +2025-10-24 17:11:32,591 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.625 CLS Loss: 4.900 Mixup Loss: 5.115 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.076 Tot. Loss: 5.115 +2025-10-24 17:11:58,258 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.375 CLS Loss: 4.800 Mixup Loss: 5.025 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.978 Tot. Loss: 5.025 +2025-10-24 17:12:23,932 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.469 CLS Loss: 4.741 Mixup Loss: 5.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.930 Tot. Loss: 5.003 +2025-10-24 17:12:49,606 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.312 CLS Loss: 4.669 Mixup Loss: 4.868 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.836 Tot. Loss: 4.868 +2025-10-24 17:13:15,250 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.312 CLS Loss: 4.596 Mixup Loss: 4.867 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.795 Tot. Loss: 4.867 +2025-10-24 17:13:40,921 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.219 CLS Loss: 4.555 Mixup Loss: 4.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.748 Tot. Loss: 4.757 +2025-10-24 17:14:06,845 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.094 CLS Loss: 4.443 Mixup Loss: 4.798 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.657 Tot. Loss: 4.798 +2025-10-24 17:14:32,527 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.625 CLS Loss: 4.396 Mixup Loss: 4.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.609 Tot. Loss: 4.647 +2025-10-24 17:14:58,297 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.031 CLS Loss: 4.333 Mixup Loss: 4.568 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.560 Tot. Loss: 4.568 +2025-10-24 17:15:23,914 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.250 CLS Loss: 4.284 Mixup Loss: 4.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.519 Tot. Loss: 4.571 +2025-10-24 17:15:49,554 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.875 CLS Loss: 4.238 Mixup Loss: 4.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.485 Tot. Loss: 4.501 +2025-10-24 17:16:15,177 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.312 CLS Loss: 4.167 Mixup Loss: 4.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.406 Tot. Loss: 4.468 +2025-10-24 17:16:40,784 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.000 CLS Loss: 4.068 Mixup Loss: 4.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.322 Tot. Loss: 4.404 +2025-10-24 17:17:06,498 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 4.003 Mixup Loss: 4.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.253 Tot. Loss: 4.362 +2025-10-24 17:17:32,754 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.281 CLS Loss: 3.945 Mixup Loss: 4.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.212 Tot. Loss: 4.283 +2025-10-24 17:17:58,358 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 79.938 CLS Loss: 3.877 Mixup Loss: 4.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.132 Tot. Loss: 4.239 +2025-10-24 17:18:24,015 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 3.847 Mixup Loss: 4.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.108 Tot. Loss: 4.210 +2025-10-24 17:18:49,814 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.031 CLS Loss: 3.819 Mixup Loss: 4.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.079 Tot. Loss: 4.190 +2025-10-24 17:19:15,539 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.156 CLS Loss: 3.689 Mixup Loss: 4.103 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.964 Tot. Loss: 4.103 +2025-10-24 17:19:41,247 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 80.875 CLS Loss: 3.656 Mixup Loss: 4.125 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.927 Tot. Loss: 4.125 +2025-10-24 17:20:06,789 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.438 CLS Loss: 3.589 Mixup Loss: 4.002 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.882 Tot. Loss: 4.002 +2025-10-24 17:22:26,887 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.576 FPR: 71.042 AUROC: 77.882 AUPR: 52.347 AURC: 91.912 EAURC: 67.122 AUPR Succ.: 91.924 ECE: 72.778 NLL: 36.439 Brier: 89.927 +2025-10-24 17:24:36,891 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.570 FPR: 71.003 AUROC: 77.875 AUPR: 52.372 AURC: 91.980 EAURC: 67.176 AUPR Succ.: 91.917 ECE: 72.817 NLL: 36.500 Brier: 90.000 +2025-10-24 17:24:36,898 INFO Original Model Accuracy improved from 0.00 to 78.58!!! +2025-10-24 17:24:38,192 INFO EMA Model Accuracy improved from 0.00 to 78.57!!! +2025-10-24 17:24:40,169 INFO ####### --- Training Epoch 2 --- ####### +2025-10-24 17:27:13,194 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.688 CLS Loss: 3.003 Mixup Loss: 3.511 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.316 Tot. Loss: 3.511 +2025-10-24 17:28:24,117 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.031 CLS Loss: 2.495 Mixup Loss: 2.892 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.811 Tot. Loss: 2.892 +2025-10-24 17:29:34,713 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 2.207 Mixup Loss: 2.708 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.557 Tot. Loss: 2.708 +2025-10-24 17:30:45,582 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.281 CLS Loss: 1.965 Mixup Loss: 2.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.312 Tot. Loss: 2.478 +2025-10-24 17:31:56,674 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.812 CLS Loss: 1.780 Mixup Loss: 2.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.124 Tot. Loss: 2.174 +2025-10-24 17:33:07,315 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.344 CLS Loss: 1.645 Mixup Loss: 2.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.964 Tot. Loss: 2.264 +2025-10-24 17:34:18,142 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.625 CLS Loss: 1.475 Mixup Loss: 2.029 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.826 Tot. Loss: 2.029 +2025-10-24 17:35:28,882 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 84.500 CLS Loss: 1.361 Mixup Loss: 1.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.730 Tot. Loss: 1.888 +2025-10-24 17:36:40,199 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.688 CLS Loss: 1.250 Mixup Loss: 1.795 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.625 Tot. Loss: 1.795 +2025-10-24 17:37:50,970 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.031 CLS Loss: 1.176 Mixup Loss: 1.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.545 Tot. Loss: 1.740 +2025-10-24 17:39:01,848 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.312 CLS Loss: 1.091 Mixup Loss: 1.937 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.454 Tot. Loss: 1.937 +2025-10-24 17:40:12,805 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 1.094 Mixup Loss: 1.779 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.440 Tot. Loss: 1.779 +2025-10-24 17:41:23,908 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.375 CLS Loss: 0.995 Mixup Loss: 1.494 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.332 Tot. Loss: 1.494 +2025-10-24 17:42:34,891 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.931 Mixup Loss: 1.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.335 Tot. Loss: 1.461 +2025-10-24 17:43:45,736 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.969 CLS Loss: 0.887 Mixup Loss: 1.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.291 Tot. Loss: 1.465 +2025-10-24 17:44:57,049 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.844 CLS Loss: 0.874 Mixup Loss: 1.671 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.225 Tot. Loss: 1.671 +2025-10-24 17:46:07,791 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.845 Mixup Loss: 1.430 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.229 Tot. Loss: 1.430 +2025-10-24 17:47:18,598 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.780 Mixup Loss: 1.417 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.161 Tot. Loss: 1.417 +2025-10-24 17:48:30,089 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.767 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.129 Tot. Loss: 1.445 +2025-10-24 17:49:40,957 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.743 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.111 Tot. Loss: 1.479 +2025-10-24 17:50:51,762 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.727 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.087 Tot. Loss: 1.374 +2025-10-24 17:52:02,578 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.750 CLS Loss: 0.701 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.071 Tot. Loss: 1.335 +2025-10-24 17:53:14,031 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.875 CLS Loss: 0.715 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.090 Tot. Loss: 1.404 +2025-10-24 17:54:24,858 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.750 CLS Loss: 0.676 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.050 Tot. Loss: 1.275 +2025-10-24 17:55:35,603 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.692 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.089 Tot. Loss: 1.389 +2025-10-24 17:56:46,630 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.625 CLS Loss: 0.658 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.013 Tot. Loss: 1.224 +2025-10-24 17:57:57,982 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.000 CLS Loss: 0.612 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.974 Tot. Loss: 1.225 +2025-10-24 17:59:08,696 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.610 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.990 Tot. Loss: 1.234 +2025-10-24 18:00:19,588 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.622 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.010 Tot. Loss: 1.182 +2025-10-24 18:01:31,250 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.438 CLS Loss: 0.624 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.020 Tot. Loss: 1.294 +2025-10-24 18:02:41,986 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.580 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.955 Tot. Loss: 1.345 +2025-10-24 18:03:52,690 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.574 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.990 Tot. Loss: 1.286 +2025-10-24 18:05:04,336 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.578 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.961 Tot. Loss: 1.338 +2025-10-24 18:06:15,057 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.062 CLS Loss: 0.571 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.971 Tot. Loss: 1.176 +2025-10-24 18:07:25,910 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.594 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.944 Tot. Loss: 1.270 +2025-10-24 18:08:36,700 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.547 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 1.186 +2025-10-24 18:09:48,186 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.540 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.195 +2025-10-24 18:10:58,900 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.549 Mixup Loss: 1.121 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.931 Tot. Loss: 1.121 +2025-10-24 18:12:09,770 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.545 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.925 Tot. Loss: 1.283 +2025-10-24 18:13:20,681 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.549 Mixup Loss: 1.116 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.996 Tot. Loss: 1.116 +2025-10-24 18:14:32,159 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.543 Mixup Loss: 1.086 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.949 Tot. Loss: 1.086 +2025-10-24 18:15:43,081 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.521 Mixup Loss: 1.093 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.093 +2025-10-24 18:16:54,032 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.536 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 1.202 +2025-10-24 18:18:05,720 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.520 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.892 Tot. Loss: 1.202 +2025-10-24 18:19:16,538 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.499 Mixup Loss: 1.079 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.079 +2025-10-24 18:20:27,309 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.483 Mixup Loss: 1.073 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 1.073 +2025-10-24 18:21:38,946 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.522 Mixup Loss: 1.024 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 1.024 +2025-10-24 18:22:49,654 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.486 Mixup Loss: 1.025 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.888 Tot. Loss: 1.025 +2025-10-24 18:24:00,384 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.525 Mixup Loss: 1.094 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.939 Tot. Loss: 1.094 +2025-10-24 18:25:11,095 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.476 Mixup Loss: 1.061 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 1.061 +2025-10-24 18:27:32,950 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.086 FPR: 62.814 AUROC: 86.738 AUPR: 49.491 AURC: 32.714 EAURC: 22.551 AUPR Succ.: 97.462 ECE: 4.851 NLL: 5.525 Brier: 21.000 +2025-10-24 18:29:45,832 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.160 FPR: 62.962 AUROC: 86.664 AUPR: 49.351 AURC: 32.669 EAURC: 22.617 AUPR Succ.: 97.456 ECE: 5.136 NLL: 5.546 Brier: 20.990 +2025-10-24 18:29:45,838 INFO Original Model Accuracy improved from 78.58 to 86.09!!! +2025-10-24 18:29:47,117 INFO EMA Model Accuracy improved from 78.57 to 86.16!!! +2025-10-24 18:29:48,352 INFO ####### --- Training Epoch 3 --- ####### +2025-10-24 18:32:08,631 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.473 Mixup Loss: 1.022 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 1.022 +2025-10-24 18:33:19,099 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.448 Mixup Loss: 1.106 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 1.106 +2025-10-24 18:34:29,881 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.494 Mixup Loss: 0.971 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 0.971 +2025-10-24 18:35:41,272 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.463 Mixup Loss: 1.041 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.874 Tot. Loss: 1.041 +2025-10-24 18:36:52,008 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.475 Mixup Loss: 1.085 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.908 Tot. Loss: 1.085 +2025-10-24 18:38:03,221 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.505 Mixup Loss: 1.064 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 1.064 +2025-10-24 18:39:14,472 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.462 Mixup Loss: 1.042 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 1.042 +2025-10-24 18:40:25,348 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.463 Mixup Loss: 1.101 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 1.101 +2025-10-24 18:41:36,136 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.434 Mixup Loss: 1.025 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 1.025 +2025-10-24 18:42:47,006 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.435 Mixup Loss: 1.057 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 1.057 +2025-10-24 18:43:58,530 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.437 Mixup Loss: 0.942 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 0.942 +2025-10-24 18:45:09,528 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.479 Mixup Loss: 0.989 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 0.989 +2025-10-24 18:46:20,374 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.426 Mixup Loss: 0.932 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.932 +2025-10-24 18:47:31,137 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.437 Mixup Loss: 1.022 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 1.022 +2025-10-24 18:48:42,692 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.421 Mixup Loss: 0.940 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.940 +2025-10-24 18:49:53,573 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.454 Mixup Loss: 1.036 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 1.036 +2025-10-24 18:51:04,460 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.440 Mixup Loss: 0.857 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 0.857 +2025-10-24 18:52:16,024 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.400 Mixup Loss: 1.081 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 1.081 +2025-10-24 18:53:26,776 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.420 Mixup Loss: 0.953 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.953 +2025-10-24 18:54:37,698 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.403 Mixup Loss: 0.974 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.974 +2025-10-24 18:55:48,962 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.407 Mixup Loss: 1.053 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 1.053 +2025-10-24 18:56:59,848 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.413 Mixup Loss: 1.063 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 1.063 +2025-10-24 18:58:10,578 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.428 Mixup Loss: 0.968 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.968 +2025-10-24 18:59:21,372 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.395 Mixup Loss: 0.974 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.974 +2025-10-24 19:00:32,666 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.444 Mixup Loss: 1.019 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 1.019 +2025-10-24 19:01:43,581 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.413 Mixup Loss: 0.910 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.910 +2025-10-24 19:02:54,252 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.380 Mixup Loss: 0.930 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.930 +2025-10-24 19:04:05,004 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.386 Mixup Loss: 0.946 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.946 +2025-10-24 19:05:16,552 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.409 Mixup Loss: 1.039 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 1.039 +2025-10-24 19:06:27,191 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.423 Mixup Loss: 0.797 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.797 +2025-10-24 19:07:38,181 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.392 Mixup Loss: 0.877 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.877 +2025-10-24 19:08:49,571 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.381 Mixup Loss: 1.007 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 1.007 +2025-10-24 19:10:00,236 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.401 Mixup Loss: 0.923 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.923 +2025-10-24 19:11:11,015 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.397 Mixup Loss: 0.850 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.850 +2025-10-24 19:12:22,419 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.407 Mixup Loss: 0.917 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.917 +2025-10-24 19:13:33,342 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.390 Mixup Loss: 0.913 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.860 Tot. Loss: 0.913 +2025-10-24 19:14:44,071 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.378 Mixup Loss: 0.891 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.891 +2025-10-24 19:15:54,852 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.397 Mixup Loss: 1.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 1.037 +2025-10-24 19:17:06,293 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.402 Mixup Loss: 0.851 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.851 +2025-10-24 19:18:17,385 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.401 Mixup Loss: 0.905 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 0.905 +2025-10-24 19:19:28,206 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.399 Mixup Loss: 1.040 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 1.040 +2025-10-24 19:20:39,006 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.396 Mixup Loss: 0.994 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.994 +2025-10-24 19:21:50,827 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.411 Mixup Loss: 0.882 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.882 +2025-10-24 19:23:01,709 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.399 Mixup Loss: 0.926 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.926 +2025-10-24 19:24:12,690 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.385 Mixup Loss: 0.941 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.941 +2025-10-24 19:25:24,533 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.361 Mixup Loss: 0.848 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.848 +2025-10-24 19:26:35,443 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.395 Mixup Loss: 0.877 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.877 +2025-10-24 19:27:46,312 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.374 Mixup Loss: 0.878 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.878 +2025-10-24 19:28:58,140 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.408 Mixup Loss: 0.939 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.939 +2025-10-24 19:30:09,057 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.369 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.796 +2025-10-24 19:32:44,776 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 86.850 FPR: 59.757 AUROC: 87.376 AUPR: 50.198 AURC: 29.270 EAURC: 20.218 AUPR Succ.: 97.738 ECE: 0.727 NLL: 4.811 Brier: 19.415 +2025-10-24 19:35:02,432 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 86.876 FPR: 59.205 AUROC: 87.470 AUPR: 50.085 AURC: 29.080 EAURC: 20.065 AUPR Succ.: 97.756 ECE: 0.928 NLL: 4.822 Brier: 19.339 +2025-10-24 19:35:02,442 INFO Original Model Accuracy improved from 86.09 to 86.85!!! +2025-10-24 19:35:03,677 INFO EMA Model Accuracy improved from 86.16 to 86.88!!! +2025-10-24 19:35:04,972 INFO ####### --- Training Epoch 4 --- ####### +2025-10-24 19:37:26,111 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.370 Mixup Loss: 0.791 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.791 +2025-10-24 19:38:36,595 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.351 Mixup Loss: 0.792 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.792 +2025-10-24 19:39:48,002 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.390 Mixup Loss: 0.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.842 +2025-10-24 19:40:58,837 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.358 Mixup Loss: 0.928 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.928 +2025-10-24 19:42:09,677 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.381 Mixup Loss: 0.884 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.884 +2025-10-24 19:43:21,005 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.408 Mixup Loss: 0.978 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.978 +2025-10-24 19:44:31,778 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.372 Mixup Loss: 0.961 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.961 +2025-10-24 19:45:43,204 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.380 Mixup Loss: 0.897 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.897 +2025-10-24 19:46:54,012 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.350 Mixup Loss: 0.814 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.814 +2025-10-24 19:48:04,869 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.355 Mixup Loss: 0.791 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.791 +2025-10-24 19:49:15,936 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.362 Mixup Loss: 0.876 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.876 +2025-10-24 19:50:27,255 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.390 Mixup Loss: 0.950 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.950 +2025-10-24 19:51:38,449 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.346 Mixup Loss: 0.832 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.832 +2025-10-24 19:52:49,407 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.357 Mixup Loss: 0.874 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.874 +2025-10-24 19:54:00,146 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.353 Mixup Loss: 0.917 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.917 +2025-10-24 19:55:10,883 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.382 Mixup Loss: 0.913 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.913 +2025-10-24 19:56:22,267 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.368 Mixup Loss: 0.912 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.912 +2025-10-24 19:57:33,118 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.327 Mixup Loss: 0.896 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.896 +2025-10-24 19:58:43,944 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.343 Mixup Loss: 0.834 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.834 +2025-10-24 19:59:55,350 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.322 Mixup Loss: 0.873 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.873 +2025-10-24 20:01:06,182 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.339 Mixup Loss: 0.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.748 +2025-10-24 20:02:17,521 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.351 Mixup Loss: 0.895 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.895 +2025-10-24 20:03:28,529 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.369 Mixup Loss: 0.878 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.878 +2025-10-24 20:04:39,336 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.329 Mixup Loss: 0.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.812 +2025-10-24 20:05:50,389 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.373 Mixup Loss: 0.845 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 0.845 +2025-10-24 20:07:01,311 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.335 Mixup Loss: 0.784 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.784 +2025-10-24 20:08:12,812 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.326 Mixup Loss: 0.834 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.834 +2025-10-24 20:09:23,880 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.328 Mixup Loss: 0.941 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.941 +2025-10-24 20:10:34,782 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.351 Mixup Loss: 0.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.888 +2025-10-24 20:11:45,647 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.361 Mixup Loss: 0.909 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.909 +2025-10-24 20:12:57,088 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.329 Mixup Loss: 0.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.793 +2025-10-24 20:14:08,061 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.329 Mixup Loss: 0.844 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.844 +2025-10-24 20:15:18,960 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.341 Mixup Loss: 0.830 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.830 +2025-10-24 20:16:30,377 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.333 Mixup Loss: 0.786 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 0.786 +2025-10-24 20:17:41,260 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.345 Mixup Loss: 0.984 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 0.984 +2025-10-24 20:18:52,443 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.335 Mixup Loss: 0.790 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.790 +2025-10-24 20:20:03,796 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.323 Mixup Loss: 0.790 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.790 +2025-10-24 20:21:14,776 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.351 Mixup Loss: 0.854 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.854 +2025-10-24 20:22:25,804 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.341 Mixup Loss: 0.782 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.782 +2025-10-24 20:23:36,699 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.336 Mixup Loss: 0.729 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.729 +2025-10-24 20:24:48,221 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.342 Mixup Loss: 0.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.793 +2025-10-24 20:25:59,259 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.337 Mixup Loss: 0.790 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.790 +2025-10-24 20:27:10,123 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.351 Mixup Loss: 0.831 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.831 +2025-10-24 20:28:20,903 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.347 Mixup Loss: 0.813 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.813 +2025-10-24 20:29:32,435 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.332 Mixup Loss: 0.781 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.781 +2025-10-24 20:30:43,442 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.309 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.796 +2025-10-24 20:31:54,342 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.339 Mixup Loss: 0.904 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.904 +2025-10-24 20:33:05,992 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.325 Mixup Loss: 0.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.879 +2025-10-24 20:34:16,799 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.355 Mixup Loss: 0.725 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.725 +2025-10-24 20:35:27,746 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.321 Mixup Loss: 0.863 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.863 +2025-10-24 20:37:52,852 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.130 FPR: 59.270 AUROC: 87.577 AUPR: 50.095 AURC: 28.195 EAURC: 19.533 AUPR Succ.: 97.820 ECE: 1.002 NLL: 4.613 Brier: 18.951 +2025-10-24 20:40:03,576 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.194 FPR: 59.894 AUROC: 87.569 AUPR: 49.508 AURC: 27.951 EAURC: 19.377 AUPR Succ.: 97.839 ECE: 0.828 NLL: 4.635 Brier: 18.900 +2025-10-24 20:40:03,583 INFO Original Model Accuracy improved from 86.85 to 87.13!!! +2025-10-24 20:40:04,767 INFO EMA Model Accuracy improved from 86.88 to 87.19!!! +2025-10-24 20:40:06,098 INFO ####### --- Training Epoch 5 --- ####### +2025-10-24 20:42:25,765 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.319 Mixup Loss: 0.777 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.777 +2025-10-24 20:43:36,386 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.306 Mixup Loss: 0.850 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.850 +2025-10-24 20:44:47,057 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.344 Mixup Loss: 0.882 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.882 +2025-10-24 20:45:57,893 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.317 Mixup Loss: 0.841 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.841 +2025-10-24 20:47:09,496 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.333 Mixup Loss: 0.957 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.957 +2025-10-24 20:48:20,299 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.357 Mixup Loss: 0.864 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.864 +2025-10-24 20:49:31,585 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.331 Mixup Loss: 0.775 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.775 +2025-10-24 20:50:42,998 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.332 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.704 +2025-10-24 20:51:53,865 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.311 Mixup Loss: 0.853 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.853 +2025-10-24 20:53:05,411 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.310 Mixup Loss: 0.825 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.825 +2025-10-24 20:54:16,331 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.318 Mixup Loss: 0.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.707 +2025-10-24 20:55:27,071 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.341 Mixup Loss: 0.901 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.901 +2025-10-24 20:56:38,001 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.306 Mixup Loss: 0.761 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.761 +2025-10-24 20:57:49,202 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.316 Mixup Loss: 0.819 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.819 +2025-10-24 20:59:00,357 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.313 Mixup Loss: 0.819 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.819 +2025-10-24 21:00:11,152 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.336 Mixup Loss: 0.784 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.784 +2025-10-24 21:01:21,914 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.325 Mixup Loss: 0.846 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.846 +2025-10-24 21:02:32,949 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.289 Mixup Loss: 0.849 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.849 +2025-10-24 21:03:44,331 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.303 Mixup Loss: 0.753 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.753 +2025-10-24 21:04:55,072 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.287 Mixup Loss: 0.829 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.829 +2025-10-24 21:06:06,292 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.296 Mixup Loss: 0.727 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.727 +2025-10-24 21:07:17,652 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.308 Mixup Loss: 0.820 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.820 +2025-10-24 21:08:28,441 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.332 Mixup Loss: 0.860 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.860 +2025-10-24 21:09:39,721 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.287 Mixup Loss: 0.763 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.763 +2025-10-24 21:10:50,849 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.333 Mixup Loss: 0.820 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.820 +2025-10-24 21:12:01,618 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.302 Mixup Loss: 0.655 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.655 +2025-10-24 21:13:12,414 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.291 Mixup Loss: 0.758 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.758 +2025-10-24 21:14:23,477 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.292 Mixup Loss: 0.809 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.809 +2025-10-24 21:15:34,759 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.311 Mixup Loss: 0.749 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.749 +2025-10-24 21:16:45,522 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.322 Mixup Loss: 0.701 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.701 +2025-10-24 21:17:56,351 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.289 Mixup Loss: 0.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.696 +2025-10-24 21:19:07,280 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.294 Mixup Loss: 0.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.748 +2025-10-24 21:20:18,696 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.301 Mixup Loss: 0.866 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.866 +2025-10-24 21:21:29,480 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.295 Mixup Loss: 0.821 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.821 +2025-10-24 21:22:40,469 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.307 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.796 +2025-10-24 21:23:52,067 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.289 Mixup Loss: 0.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.740 +2025-10-24 21:25:02,906 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.285 Mixup Loss: 0.773 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.773 +2025-10-24 21:26:14,285 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.316 Mixup Loss: 0.797 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.797 +2025-10-24 21:27:25,471 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.302 Mixup Loss: 0.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 0.715 +2025-10-24 21:28:36,313 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.297 Mixup Loss: 0.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.767 +2025-10-24 21:29:47,210 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.309 Mixup Loss: 0.778 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.778 +2025-10-24 21:30:58,132 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.301 Mixup Loss: 0.870 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.870 +2025-10-24 21:32:09,774 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.316 Mixup Loss: 0.806 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.806 +2025-10-24 21:33:20,637 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.302 Mixup Loss: 0.801 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.801 +2025-10-24 21:34:31,478 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.292 Mixup Loss: 0.752 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.752 +2025-10-24 21:35:42,425 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.277 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.704 +2025-10-24 21:36:53,939 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.306 Mixup Loss: 0.787 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.787 +2025-10-24 21:38:04,789 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.296 Mixup Loss: 0.791 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.791 +2025-10-24 21:39:15,826 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.324 Mixup Loss: 0.831 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.831 +2025-10-24 21:40:27,276 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.292 Mixup Loss: 0.702 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.702 +2025-10-24 21:42:49,947 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.258 FPR: 58.264 AUROC: 87.703 AUPR: 50.599 AURC: 27.709 EAURC: 19.222 AUPR Succ.: 97.856 ECE: 1.631 NLL: 4.548 Brier: 18.768 +2025-10-24 21:45:00,391 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.350 FPR: 58.877 AUROC: 87.628 AUPR: 49.991 AURC: 27.468 EAURC: 19.106 AUPR Succ.: 97.872 ECE: 1.163 NLL: 4.553 Brier: 18.695 +2025-10-24 21:45:00,398 INFO Original Model Accuracy improved from 87.13 to 87.26!!! +2025-10-24 21:45:01,707 INFO EMA Model Accuracy improved from 87.19 to 87.35!!! +2025-10-24 21:45:02,985 INFO ####### --- Training Epoch 6 --- ####### +2025-10-24 21:47:22,190 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.290 Mixup Loss: 0.836 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.836 +2025-10-24 21:48:33,056 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.271 Mixup Loss: 0.782 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.782 +2025-10-24 21:49:44,547 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.310 Mixup Loss: 0.760 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.760 +2025-10-24 21:50:55,234 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.287 Mixup Loss: 0.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 0.680 +2025-10-24 21:52:06,060 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.301 Mixup Loss: 0.773 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.773 +2025-10-24 21:53:16,909 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.323 Mixup Loss: 0.801 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.801 +2025-10-24 21:54:27,922 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.296 Mixup Loss: 0.743 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.743 +2025-10-24 21:55:39,122 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.301 Mixup Loss: 0.853 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.853 +2025-10-24 21:56:50,163 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.271 Mixup Loss: 0.801 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.801 +2025-10-24 21:58:01,501 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.278 Mixup Loss: 0.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 0.748 +2025-10-24 21:59:12,495 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.287 Mixup Loss: 0.736 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.736 +2025-10-24 22:00:23,351 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.313 Mixup Loss: 0.838 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.838 +2025-10-24 22:01:34,889 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.274 Mixup Loss: 0.782 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.698 Tot. Loss: 0.782 +2025-10-24 22:02:45,731 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.288 Mixup Loss: 0.854 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.854 +2025-10-24 22:03:56,601 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.288 Mixup Loss: 0.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.767 +2025-10-24 22:05:07,772 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.306 Mixup Loss: 0.738 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.738 +2025-10-24 22:06:19,069 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.295 Mixup Loss: 0.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.759 +2025-10-24 22:07:30,202 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.257 Mixup Loss: 0.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.678 +2025-10-24 22:08:41,259 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.270 Mixup Loss: 0.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.740 +2025-10-24 22:09:52,359 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.254 Mixup Loss: 0.728 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.728 +2025-10-24 22:11:03,417 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.267 Mixup Loss: 0.687 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.687 +2025-10-24 22:12:14,619 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.278 Mixup Loss: 0.711 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.711 +2025-10-24 22:13:25,821 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.299 Mixup Loss: 0.784 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.784 +2025-10-24 22:14:36,916 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.259 Mixup Loss: 0.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.724 +2025-10-24 22:15:48,318 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.291 Mixup Loss: 0.763 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.763 +2025-10-24 22:16:59,172 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.271 Mixup Loss: 0.758 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 0.758 +2025-10-24 22:18:10,902 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.266 Mixup Loss: 0.716 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.716 +2025-10-24 22:19:21,797 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.271 Mixup Loss: 0.698 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.698 +2025-10-24 22:20:32,646 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.285 Mixup Loss: 0.745 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.745 +2025-10-24 22:21:43,657 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.298 Mixup Loss: 0.864 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.864 +2025-10-24 22:22:55,023 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.263 Mixup Loss: 0.697 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.697 +2025-10-24 22:24:06,414 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.264 Mixup Loss: 0.764 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.764 +2025-10-24 22:25:17,518 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.267 Mixup Loss: 0.710 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.710 +2025-10-24 22:26:28,930 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.266 Mixup Loss: 0.777 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.777 +2025-10-24 22:27:39,872 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.280 Mixup Loss: 0.675 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.675 +2025-10-24 22:28:51,192 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.259 Mixup Loss: 0.738 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.738 +2025-10-24 22:30:02,736 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.258 Mixup Loss: 0.675 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.675 +2025-10-24 22:31:13,877 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.286 Mixup Loss: 0.799 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.799 +2025-10-24 22:32:25,158 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.280 Mixup Loss: 0.742 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.742 +2025-10-24 22:33:36,131 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.264 Mixup Loss: 0.758 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.758 +2025-10-24 22:34:47,686 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.285 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.796 +2025-10-24 22:35:58,602 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.282 Mixup Loss: 0.760 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.760 +2025-10-24 22:37:09,577 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.288 Mixup Loss: 0.778 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.778 +2025-10-24 22:38:20,531 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.278 Mixup Loss: 0.710 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.710 +2025-10-24 22:39:31,582 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.268 Mixup Loss: 0.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.680 +2025-10-24 22:40:42,866 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.248 Mixup Loss: 0.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.719 +2025-10-24 22:41:53,865 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.275 Mixup Loss: 0.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.802 +2025-10-24 22:43:04,708 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.269 Mixup Loss: 0.762 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.762 +2025-10-24 22:44:16,036 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.291 Mixup Loss: 0.746 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.746 +2025-10-24 22:45:27,608 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.267 Mixup Loss: 0.778 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.778 +2025-10-24 22:47:51,165 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.378 FPR: 57.408 AUROC: 87.518 AUPR: 50.581 AURC: 27.845 EAURC: 19.522 AUPR Succ.: 97.824 ECE: 1.929 NLL: 4.541 Brier: 18.658 +2025-10-24 22:50:01,780 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.460 FPR: 58.740 AUROC: 87.611 AUPR: 50.161 AURC: 27.273 EAURC: 19.060 AUPR Succ.: 97.878 ECE: 1.536 NLL: 4.519 Brier: 18.581 +2025-10-24 22:50:01,788 INFO Original Model Accuracy improved from 87.26 to 87.38!!! +2025-10-24 22:50:03,151 INFO EMA Model Accuracy improved from 87.35 to 87.46!!! +2025-10-24 22:50:04,502 INFO ####### --- Training Epoch 7 --- ####### +2025-10-24 22:52:24,268 INFO Epoch 7 Batch 99 LR : 0.00000 Top1 Acc.: 92.594 CLS Loss: 0.258 Mixup Loss: 0.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.672 +2025-10-24 22:53:35,374 INFO Epoch 7 Batch 199 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.246 Mixup Loss: 0.685 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.685 +2025-10-24 22:54:46,257 INFO Epoch 7 Batch 299 LR : 0.00000 Top1 Acc.: 91.812 CLS Loss: 0.282 Mixup Loss: 0.792 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.792 +2025-10-24 22:55:56,984 INFO Epoch 7 Batch 399 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.265 Mixup Loss: 0.722 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 0.722 +2025-10-24 22:57:07,571 INFO Epoch 7 Batch 499 LR : 0.00000 Top1 Acc.: 91.969 CLS Loss: 0.273 Mixup Loss: 0.691 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.691 +2025-10-24 22:58:18,862 INFO Epoch 7 Batch 599 LR : 0.00000 Top1 Acc.: 92.188 CLS Loss: 0.288 Mixup Loss: 0.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.759 +2025-10-24 22:59:29,982 INFO Epoch 7 Batch 699 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.274 Mixup Loss: 0.710 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.724 Tot. Loss: 0.710 +2025-10-24 23:00:40,925 INFO Epoch 7 Batch 799 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.278 Mixup Loss: 0.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.715 +2025-10-24 23:01:52,043 INFO Epoch 7 Batch 899 LR : 0.00000 Top1 Acc.: 92.031 CLS Loss: 0.248 Mixup Loss: 0.775 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.775 +2025-10-24 23:03:02,767 INFO Epoch 7 Batch 999 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.249 Mixup Loss: 0.607 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.607 +2025-10-24 23:04:14,353 INFO Epoch 7 Batch 1099 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.258 Mixup Loss: 0.790 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.694 Tot. Loss: 0.790 +2025-10-24 23:05:25,399 INFO Epoch 7 Batch 1199 LR : 0.00000 Top1 Acc.: 91.750 CLS Loss: 0.290 Mixup Loss: 0.771 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.771 +2025-10-24 23:06:36,396 INFO Epoch 7 Batch 1299 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.253 Mixup Loss: 0.737 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.737 +2025-10-24 23:07:47,629 INFO Epoch 7 Batch 1399 LR : 0.00000 Top1 Acc.: 92.062 CLS Loss: 0.270 Mixup Loss: 0.660 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.660 +2025-10-24 23:08:58,453 INFO Epoch 7 Batch 1499 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.257 Mixup Loss: 0.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.719 +2025-10-24 23:10:09,791 INFO Epoch 7 Batch 1599 LR : 0.00000 Top1 Acc.: 92.094 CLS Loss: 0.280 Mixup Loss: 0.734 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.734 +2025-10-24 23:11:20,730 INFO Epoch 7 Batch 1699 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.269 Mixup Loss: 0.761 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.761 +2025-10-24 23:12:31,741 INFO Epoch 7 Batch 1799 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.234 Mixup Loss: 0.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.700 Tot. Loss: 0.659 +2025-10-24 23:13:42,420 INFO Epoch 7 Batch 1899 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.247 Mixup Loss: 0.739 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.739 +2025-10-24 23:14:53,566 INFO Epoch 7 Batch 1999 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.234 Mixup Loss: 0.799 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.799 +2025-10-24 23:16:04,822 INFO Epoch 7 Batch 2099 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.241 Mixup Loss: 0.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.662 +2025-10-24 23:17:15,616 INFO Epoch 7 Batch 2199 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.260 Mixup Loss: 0.732 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.732 +2025-10-24 23:18:26,589 INFO Epoch 7 Batch 2299 LR : 0.00000 Top1 Acc.: 92.250 CLS Loss: 0.273 Mixup Loss: 0.681 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.681 +2025-10-24 23:19:37,254 INFO Epoch 7 Batch 2399 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.238 Mixup Loss: 0.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.715 Tot. Loss: 0.759 +2025-10-24 23:20:48,826 INFO Epoch 7 Batch 2499 LR : 0.00000 Top1 Acc.: 92.531 CLS Loss: 0.269 Mixup Loss: 0.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.757 +2025-10-24 23:21:59,742 INFO Epoch 7 Batch 2599 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 0.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.757 +2025-10-24 23:23:10,570 INFO Epoch 7 Batch 2699 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.245 Mixup Loss: 0.692 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.692 +2025-10-24 23:24:21,848 INFO Epoch 7 Batch 2799 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.246 Mixup Loss: 0.673 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.673 +2025-10-24 23:25:32,648 INFO Epoch 7 Batch 2899 LR : 0.00000 Top1 Acc.: 92.469 CLS Loss: 0.269 Mixup Loss: 0.775 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.775 +2025-10-24 23:26:43,656 INFO Epoch 7 Batch 2999 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.279 Mixup Loss: 0.776 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.776 +2025-10-24 23:27:54,847 INFO Epoch 7 Batch 3099 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.235 Mixup Loss: 0.760 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.760 +2025-10-24 23:29:05,871 INFO Epoch 7 Batch 3199 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.242 Mixup Loss: 0.716 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.716 +2025-10-24 23:30:16,553 INFO Epoch 7 Batch 3299 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.249 Mixup Loss: 0.720 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.720 +2025-10-24 23:31:27,715 INFO Epoch 7 Batch 3399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.252 Mixup Loss: 0.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.686 +2025-10-24 23:32:38,996 INFO Epoch 7 Batch 3499 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.259 Mixup Loss: 0.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.719 +2025-10-24 23:33:49,884 INFO Epoch 7 Batch 3599 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.240 Mixup Loss: 0.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.757 +2025-10-24 23:35:00,807 INFO Epoch 7 Batch 3699 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.242 Mixup Loss: 0.714 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.714 +2025-10-24 23:36:11,497 INFO Epoch 7 Batch 3799 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.264 Mixup Loss: 0.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.707 +2025-10-24 23:37:23,006 INFO Epoch 7 Batch 3899 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.255 Mixup Loss: 0.732 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.732 +2025-10-24 23:38:33,942 INFO Epoch 7 Batch 3999 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.246 Mixup Loss: 0.766 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 0.766 +2025-10-24 23:39:44,648 INFO Epoch 7 Batch 4099 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.261 Mixup Loss: 0.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.695 +2025-10-24 23:40:56,088 INFO Epoch 7 Batch 4199 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.260 Mixup Loss: 0.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.717 +2025-10-24 23:42:06,839 INFO Epoch 7 Batch 4299 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.268 Mixup Loss: 0.797 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.797 +2025-10-24 23:43:17,780 INFO Epoch 7 Batch 4399 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.253 Mixup Loss: 0.842 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.842 +2025-10-24 23:44:28,902 INFO Epoch 7 Batch 4499 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 0.729 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.729 +2025-10-24 23:45:39,877 INFO Epoch 7 Batch 4599 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.235 Mixup Loss: 0.752 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.752 +2025-10-24 23:46:50,661 INFO Epoch 7 Batch 4699 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.258 Mixup Loss: 0.697 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.697 +2025-10-24 23:48:01,628 INFO Epoch 7 Batch 4799 LR : 0.00000 Top1 Acc.: 92.719 CLS Loss: 0.254 Mixup Loss: 0.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.715 +2025-10-24 23:49:13,140 INFO Epoch 7 Batch 4899 LR : 0.00000 Top1 Acc.: 92.125 CLS Loss: 0.271 Mixup Loss: 0.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.696 +2025-10-24 23:50:23,977 INFO Epoch 7 Batch 4999 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.248 Mixup Loss: 0.712 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.712 +2025-10-24 23:52:46,305 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 87.430 FPR: 58.234 AUROC: 87.484 AUPR: 50.417 AURC: 27.808 EAURC: 19.555 AUPR Succ.: 97.822 ECE: 2.239 NLL: 4.553 Brier: 18.664 +2025-10-24 23:54:56,266 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.488 FPR: 58.216 AUROC: 87.577 AUPR: 50.520 AURC: 27.395 EAURC: 19.219 AUPR Succ.: 97.860 ECE: 1.858 NLL: 4.517 Brier: 18.544 +2025-10-24 23:54:56,273 INFO Original Model Accuracy improved from 87.38 to 87.43!!! +2025-10-24 23:54:57,645 INFO EMA Model Accuracy improved from 87.46 to 87.49!!! +2025-10-24 23:54:58,935 INFO ####### --- Training Epoch 8 --- ####### +2025-10-24 23:57:19,004 INFO Epoch 8 Batch 99 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.243 Mixup Loss: 0.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.696 +2025-10-24 23:58:30,032 INFO Epoch 8 Batch 199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.226 Mixup Loss: 0.637 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.637 +2025-10-24 23:59:40,641 INFO Epoch 8 Batch 299 LR : 0.00000 Top1 Acc.: 92.281 CLS Loss: 0.261 Mixup Loss: 0.685 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.685 +2025-10-25 00:00:51,251 INFO Epoch 8 Batch 399 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.248 Mixup Loss: 0.618 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.618 +2025-10-25 00:02:02,502 INFO Epoch 8 Batch 499 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.254 Mixup Loss: 0.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.659 +2025-10-25 00:03:13,542 INFO Epoch 8 Batch 599 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.274 Mixup Loss: 0.826 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.826 +2025-10-25 00:04:24,559 INFO Epoch 8 Batch 699 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.254 Mixup Loss: 0.727 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.727 +2025-10-25 00:05:35,464 INFO Epoch 8 Batch 799 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.252 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.796 +2025-10-25 00:06:46,918 INFO Epoch 8 Batch 899 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.232 Mixup Loss: 0.676 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.676 +2025-10-25 00:07:57,828 INFO Epoch 8 Batch 999 LR : 0.00000 Top1 Acc.: 93.250 CLS Loss: 0.238 Mixup Loss: 0.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.704 Tot. Loss: 0.615 +2025-10-25 00:09:08,810 INFO Epoch 8 Batch 1099 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.245 Mixup Loss: 0.705 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.705 +2025-10-25 00:10:19,951 INFO Epoch 8 Batch 1199 LR : 0.00000 Top1 Acc.: 92.156 CLS Loss: 0.274 Mixup Loss: 0.809 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.809 +2025-10-25 00:11:31,383 INFO Epoch 8 Batch 1299 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.234 Mixup Loss: 0.664 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.664 +2025-10-25 00:12:42,520 INFO Epoch 8 Batch 1399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.251 Mixup Loss: 0.725 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.725 +2025-10-25 00:13:53,440 INFO Epoch 8 Batch 1499 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.241 Mixup Loss: 0.734 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.734 +2025-10-25 00:15:04,754 INFO Epoch 8 Batch 1599 LR : 0.00000 Top1 Acc.: 92.781 CLS Loss: 0.260 Mixup Loss: 0.755 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.755 +2025-10-25 00:16:15,767 INFO Epoch 8 Batch 1699 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.257 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.704 +2025-10-25 00:17:26,704 INFO Epoch 8 Batch 1799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.219 Mixup Loss: 0.787 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.787 +2025-10-25 00:18:38,048 INFO Epoch 8 Batch 1899 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.228 Mixup Loss: 0.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.658 +2025-10-25 00:19:49,101 INFO Epoch 8 Batch 1999 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.219 Mixup Loss: 0.768 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.768 +2025-10-25 00:21:00,214 INFO Epoch 8 Batch 2099 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.229 Mixup Loss: 0.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.684 +2025-10-25 00:22:11,111 INFO Epoch 8 Batch 2199 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.244 Mixup Loss: 0.716 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.716 +2025-10-25 00:23:22,648 INFO Epoch 8 Batch 2299 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.253 Mixup Loss: 0.709 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.709 +2025-10-25 00:24:33,584 INFO Epoch 8 Batch 2399 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.224 Mixup Loss: 0.796 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.796 +2025-10-25 00:25:44,502 INFO Epoch 8 Batch 2499 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.261 Mixup Loss: 0.745 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.745 +2025-10-25 00:26:55,537 INFO Epoch 8 Batch 2599 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.232 Mixup Loss: 0.726 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.726 +2025-10-25 00:28:07,029 INFO Epoch 8 Batch 2699 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.228 Mixup Loss: 0.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.674 +2025-10-25 00:29:17,999 INFO Epoch 8 Batch 2799 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.230 Mixup Loss: 0.779 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.779 +2025-10-25 00:30:29,023 INFO Epoch 8 Batch 2899 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.254 Mixup Loss: 0.683 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.683 +2025-10-25 00:31:40,516 INFO Epoch 8 Batch 2999 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.264 Mixup Loss: 0.785 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.785 +2025-10-25 00:32:51,491 INFO Epoch 8 Batch 3099 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.224 Mixup Loss: 0.747 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 0.747 +2025-10-25 00:34:02,323 INFO Epoch 8 Batch 3199 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.230 Mixup Loss: 0.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.674 +2025-10-25 00:35:13,559 INFO Epoch 8 Batch 3299 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.235 Mixup Loss: 0.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.718 +2025-10-25 00:36:24,503 INFO Epoch 8 Batch 3399 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.235 Mixup Loss: 0.742 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.742 +2025-10-25 00:37:35,608 INFO Epoch 8 Batch 3499 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.243 Mixup Loss: 0.787 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.787 +2025-10-25 00:38:46,358 INFO Epoch 8 Batch 3599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.221 Mixup Loss: 0.693 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.711 Tot. Loss: 0.693 +2025-10-25 00:39:57,816 INFO Epoch 8 Batch 3699 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.226 Mixup Loss: 0.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.724 Tot. Loss: 0.724 +2025-10-25 00:41:08,760 INFO Epoch 8 Batch 3799 LR : 0.00000 Top1 Acc.: 92.562 CLS Loss: 0.254 Mixup Loss: 0.666 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.666 +2025-10-25 00:42:19,888 INFO Epoch 8 Batch 3899 LR : 0.00000 Top1 Acc.: 93.062 CLS Loss: 0.238 Mixup Loss: 0.692 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.692 +2025-10-25 00:43:30,967 INFO Epoch 8 Batch 3999 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.226 Mixup Loss: 0.765 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.765 +2025-10-25 00:44:42,533 INFO Epoch 8 Batch 4099 LR : 0.00000 Top1 Acc.: 92.750 CLS Loss: 0.248 Mixup Loss: 0.634 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.634 +2025-10-25 00:45:53,542 INFO Epoch 8 Batch 4199 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.246 Mixup Loss: 0.656 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.656 +2025-10-25 00:47:04,558 INFO Epoch 8 Batch 4299 LR : 0.00000 Top1 Acc.: 92.438 CLS Loss: 0.254 Mixup Loss: 0.652 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.652 +2025-10-25 00:48:16,121 INFO Epoch 8 Batch 4399 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.234 Mixup Loss: 0.676 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.687 Tot. Loss: 0.676 +2025-10-25 00:49:27,107 INFO Epoch 8 Batch 4499 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.230 Mixup Loss: 0.655 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.655 +2025-10-25 00:50:37,940 INFO Epoch 8 Batch 4599 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 0.693 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.693 +2025-10-25 00:51:49,451 INFO Epoch 8 Batch 4699 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.247 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.704 +2025-10-25 00:53:00,497 INFO Epoch 8 Batch 4799 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.241 Mixup Loss: 0.663 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 0.663 +2025-10-25 00:54:11,731 INFO Epoch 8 Batch 4899 LR : 0.00000 Top1 Acc.: 92.344 CLS Loss: 0.261 Mixup Loss: 0.735 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.735 +2025-10-25 00:55:22,497 INFO Epoch 8 Batch 4999 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.231 Mixup Loss: 0.682 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.682 +2025-10-25 00:57:44,629 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 87.418 FPR: 58.194 AUROC: 87.463 AUPR: 50.528 AURC: 27.948 EAURC: 19.678 AUPR Succ.: 97.807 ECE: 2.514 NLL: 4.585 Brier: 18.705 +2025-10-25 01:00:09,046 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.486 FPR: 58.335 AUROC: 87.498 AUPR: 50.687 AURC: 27.643 EAURC: 19.464 AUPR Succ.: 97.833 ECE: 2.169 NLL: 4.543 Brier: 18.590 +2025-10-25 01:00:09,054 INFO ####### --- Training Epoch 9 --- ####### +2025-10-25 01:02:30,037 INFO Epoch 9 Batch 99 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.229 Mixup Loss: 0.654 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.695 Tot. Loss: 0.654 +2025-10-25 01:03:41,178 INFO Epoch 9 Batch 199 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.216 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.704 +2025-10-25 01:04:51,870 INFO Epoch 9 Batch 299 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.244 Mixup Loss: 0.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.748 +2025-10-25 01:06:02,990 INFO Epoch 9 Batch 399 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.232 Mixup Loss: 0.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.623 +2025-10-25 01:07:14,272 INFO Epoch 9 Batch 499 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.241 Mixup Loss: 0.649 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.649 +2025-10-25 01:08:25,192 INFO Epoch 9 Batch 599 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.258 Mixup Loss: 0.740 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.740 +2025-10-25 01:09:36,390 INFO Epoch 9 Batch 699 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.245 Mixup Loss: 0.569 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 0.569 +2025-10-25 01:10:47,210 INFO Epoch 9 Batch 799 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.242 Mixup Loss: 0.656 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.656 +2025-10-25 01:11:58,753 INFO Epoch 9 Batch 899 LR : 0.00000 Top1 Acc.: 92.625 CLS Loss: 0.220 Mixup Loss: 0.703 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.703 +2025-10-25 01:13:09,552 INFO Epoch 9 Batch 999 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.227 Mixup Loss: 0.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.658 +2025-10-25 01:14:20,996 INFO Epoch 9 Batch 1099 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.229 Mixup Loss: 0.643 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.643 +2025-10-25 01:15:32,238 INFO Epoch 9 Batch 1199 LR : 0.00000 Top1 Acc.: 92.688 CLS Loss: 0.259 Mixup Loss: 0.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.680 +2025-10-25 01:16:43,370 INFO Epoch 9 Batch 1299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.222 Mixup Loss: 0.691 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.691 +2025-10-25 01:17:54,165 INFO Epoch 9 Batch 1399 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.237 Mixup Loss: 0.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.692 Tot. Loss: 0.719 +2025-10-25 01:19:05,743 INFO Epoch 9 Batch 1499 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.232 Mixup Loss: 0.657 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.657 +2025-10-25 01:20:17,110 INFO Epoch 9 Batch 1599 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.245 Mixup Loss: 0.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.717 +2025-10-25 01:21:27,872 INFO Epoch 9 Batch 1699 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.240 Mixup Loss: 0.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.715 +2025-10-25 01:22:39,273 INFO Epoch 9 Batch 1799 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.211 Mixup Loss: 0.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.695 +2025-10-25 01:23:50,622 INFO Epoch 9 Batch 1899 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.216 Mixup Loss: 0.703 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 0.703 +2025-10-25 01:25:01,516 INFO Epoch 9 Batch 1999 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.209 Mixup Loss: 0.636 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 0.636 +2025-10-25 01:26:12,820 INFO Epoch 9 Batch 2099 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.217 Mixup Loss: 0.587 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.587 +2025-10-25 01:27:23,474 INFO Epoch 9 Batch 2199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.234 Mixup Loss: 0.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.719 +2025-10-25 01:28:34,990 INFO Epoch 9 Batch 2299 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.241 Mixup Loss: 0.621 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.621 +2025-10-25 01:29:45,769 INFO Epoch 9 Batch 2399 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.210 Mixup Loss: 0.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.686 +2025-10-25 01:30:57,123 INFO Epoch 9 Batch 2499 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.247 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.704 +2025-10-25 01:32:08,371 INFO Epoch 9 Batch 2599 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.220 Mixup Loss: 0.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.678 +2025-10-25 01:33:19,529 INFO Epoch 9 Batch 2699 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.221 Mixup Loss: 0.663 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.693 Tot. Loss: 0.663 +2025-10-25 01:34:30,417 INFO Epoch 9 Batch 2799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.216 Mixup Loss: 0.675 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.703 Tot. Loss: 0.675 +2025-10-25 01:35:41,901 INFO Epoch 9 Batch 2899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.239 Mixup Loss: 0.655 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.714 Tot. Loss: 0.655 +2025-10-25 01:36:53,162 INFO Epoch 9 Batch 2999 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.250 Mixup Loss: 0.778 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.778 +2025-10-25 01:38:03,899 INFO Epoch 9 Batch 3099 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.216 Mixup Loss: 0.630 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.706 Tot. Loss: 0.630 +2025-10-25 01:39:15,297 INFO Epoch 9 Batch 3199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.219 Mixup Loss: 0.654 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.654 +2025-10-25 01:40:26,584 INFO Epoch 9 Batch 3299 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.222 Mixup Loss: 0.700 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.700 +2025-10-25 01:41:37,436 INFO Epoch 9 Batch 3399 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.226 Mixup Loss: 0.584 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.584 +2025-10-25 01:42:48,646 INFO Epoch 9 Batch 3499 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.235 Mixup Loss: 0.739 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.739 +2025-10-25 01:43:59,303 INFO Epoch 9 Batch 3599 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.211 Mixup Loss: 0.670 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.670 +2025-10-25 01:45:10,619 INFO Epoch 9 Batch 3699 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.216 Mixup Loss: 0.547 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.547 +2025-10-25 01:46:21,395 INFO Epoch 9 Batch 3799 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.244 Mixup Loss: 0.741 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.741 +2025-10-25 01:47:32,661 INFO Epoch 9 Batch 3899 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.232 Mixup Loss: 0.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.686 +2025-10-25 01:48:43,996 INFO Epoch 9 Batch 3999 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.217 Mixup Loss: 0.739 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.739 +2025-10-25 01:49:54,983 INFO Epoch 9 Batch 4099 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.236 Mixup Loss: 0.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.757 +2025-10-25 01:51:05,641 INFO Epoch 9 Batch 4199 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.238 Mixup Loss: 0.720 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.720 +2025-10-25 01:52:17,253 INFO Epoch 9 Batch 4299 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.244 Mixup Loss: 0.681 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.681 +2025-10-25 01:53:28,580 INFO Epoch 9 Batch 4399 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.229 Mixup Loss: 0.736 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.736 +2025-10-25 01:54:39,348 INFO Epoch 9 Batch 4499 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.220 Mixup Loss: 0.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.711 Tot. Loss: 0.590 +2025-10-25 01:55:50,670 INFO Epoch 9 Batch 4599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.213 Mixup Loss: 0.654 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.696 Tot. Loss: 0.654 +2025-10-25 01:57:02,143 INFO Epoch 9 Batch 4699 LR : 0.00000 Top1 Acc.: 93.125 CLS Loss: 0.242 Mixup Loss: 0.698 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.698 +2025-10-25 01:58:13,073 INFO Epoch 9 Batch 4799 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.231 Mixup Loss: 0.622 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.622 +2025-10-25 01:59:24,279 INFO Epoch 9 Batch 4899 LR : 0.00000 Top1 Acc.: 92.656 CLS Loss: 0.250 Mixup Loss: 0.645 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.645 +2025-10-25 02:00:34,922 INFO Epoch 9 Batch 4999 LR : 0.00000 Top1 Acc.: 92.938 CLS Loss: 0.224 Mixup Loss: 0.648 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.648 +2025-10-25 02:02:58,733 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 87.498 FPR: 58.935 AUROC: 87.260 AUPR: 49.852 AURC: 28.085 EAURC: 19.922 AUPR Succ.: 97.782 ECE: 2.509 NLL: 4.602 Brier: 18.728 +2025-10-25 02:05:09,818 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.466 FPR: 58.337 AUROC: 87.427 AUPR: 50.926 AURC: 27.892 EAURC: 19.686 AUPR Succ.: 97.807 ECE: 2.409 NLL: 4.580 Brier: 18.663 +2025-10-25 02:05:09,826 INFO Original Model Accuracy improved from 87.43 to 87.50!!! +2025-10-25 02:05:11,228 INFO ####### --- Training Epoch 10 --- ####### +2025-10-25 02:07:30,062 INFO Epoch 10 Batch 99 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.221 Mixup Loss: 0.630 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.630 +2025-10-25 02:08:40,572 INFO Epoch 10 Batch 199 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 0.654 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.708 Tot. Loss: 0.654 +2025-10-25 02:09:51,696 INFO Epoch 10 Batch 299 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.236 Mixup Loss: 0.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.662 +2025-10-25 02:11:02,669 INFO Epoch 10 Batch 399 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.221 Mixup Loss: 0.581 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.714 Tot. Loss: 0.581 +2025-10-25 02:12:13,813 INFO Epoch 10 Batch 499 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.232 Mixup Loss: 0.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.647 +2025-10-25 02:13:25,118 INFO Epoch 10 Batch 599 LR : 0.00000 Top1 Acc.: 92.906 CLS Loss: 0.248 Mixup Loss: 0.648 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.648 +2025-10-25 02:14:36,024 INFO Epoch 10 Batch 699 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.235 Mixup Loss: 0.668 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.668 +2025-10-25 02:15:47,181 INFO Epoch 10 Batch 799 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.236 Mixup Loss: 0.694 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.694 +2025-10-25 02:16:58,801 INFO Epoch 10 Batch 899 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.211 Mixup Loss: 0.730 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.730 +2025-10-25 02:18:09,678 INFO Epoch 10 Batch 999 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.218 Mixup Loss: 0.708 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.708 +2025-10-25 02:19:20,785 INFO Epoch 10 Batch 1099 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.218 Mixup Loss: 0.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.724 +2025-10-25 02:20:31,946 INFO Epoch 10 Batch 1199 LR : 0.00000 Top1 Acc.: 92.500 CLS Loss: 0.246 Mixup Loss: 0.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.641 +2025-10-25 02:21:43,398 INFO Epoch 10 Batch 1299 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.216 Mixup Loss: 0.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.706 +2025-10-25 02:22:54,325 INFO Epoch 10 Batch 1399 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.230 Mixup Loss: 0.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.684 +2025-10-25 02:24:05,895 INFO Epoch 10 Batch 1499 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.228 Mixup Loss: 0.770 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.713 Tot. Loss: 0.770 +2025-10-25 02:25:16,789 INFO Epoch 10 Batch 1599 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.238 Mixup Loss: 0.676 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.676 +2025-10-25 02:26:28,116 INFO Epoch 10 Batch 1699 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.236 Mixup Loss: 0.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.603 +2025-10-25 02:27:39,346 INFO Epoch 10 Batch 1799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.203 Mixup Loss: 0.614 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.701 Tot. Loss: 0.614 +2025-10-25 02:28:50,412 INFO Epoch 10 Batch 1899 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.208 Mixup Loss: 0.751 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.751 +2025-10-25 02:30:02,101 INFO Epoch 10 Batch 1999 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.203 Mixup Loss: 0.640 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.640 +2025-10-25 02:31:13,126 INFO Epoch 10 Batch 2099 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.208 Mixup Loss: 0.640 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 0.640 +2025-10-25 02:32:24,350 INFO Epoch 10 Batch 2199 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.227 Mixup Loss: 0.704 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.704 +2025-10-25 02:33:35,820 INFO Epoch 10 Batch 2299 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.238 Mixup Loss: 0.752 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.752 +2025-10-25 02:34:46,701 INFO Epoch 10 Batch 2399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.206 Mixup Loss: 0.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.603 +2025-10-25 02:35:57,864 INFO Epoch 10 Batch 2499 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.238 Mixup Loss: 0.735 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.735 +2025-10-25 02:37:08,895 INFO Epoch 10 Batch 2599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.217 Mixup Loss: 0.671 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.671 +2025-10-25 02:38:20,080 INFO Epoch 10 Batch 2699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.215 Mixup Loss: 0.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.706 +2025-10-25 02:39:30,948 INFO Epoch 10 Batch 2799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.212 Mixup Loss: 0.689 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.689 +2025-10-25 02:40:42,490 INFO Epoch 10 Batch 2899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.232 Mixup Loss: 0.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.608 +2025-10-25 02:41:53,399 INFO Epoch 10 Batch 2999 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.243 Mixup Loss: 0.702 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.702 +2025-10-25 02:43:04,825 INFO Epoch 10 Batch 3099 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.206 Mixup Loss: 0.697 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.721 Tot. Loss: 0.697 +2025-10-25 02:44:16,164 INFO Epoch 10 Batch 3199 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.215 Mixup Loss: 0.681 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.681 +2025-10-25 02:45:27,168 INFO Epoch 10 Batch 3299 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.215 Mixup Loss: 0.696 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.696 +2025-10-25 02:46:38,535 INFO Epoch 10 Batch 3399 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.220 Mixup Loss: 0.670 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.670 +2025-10-25 02:47:49,596 INFO Epoch 10 Batch 3499 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.231 Mixup Loss: 0.745 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.745 +2025-10-25 02:49:00,631 INFO Epoch 10 Batch 3599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.204 Mixup Loss: 0.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.699 Tot. Loss: 0.647 +2025-10-25 02:50:12,444 INFO Epoch 10 Batch 3699 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.215 Mixup Loss: 0.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.695 Tot. Loss: 0.659 +2025-10-25 02:51:23,283 INFO Epoch 10 Batch 3799 LR : 0.00000 Top1 Acc.: 92.812 CLS Loss: 0.239 Mixup Loss: 0.717 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.717 +2025-10-25 02:52:34,489 INFO Epoch 10 Batch 3899 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.230 Mixup Loss: 0.746 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.746 +2025-10-25 02:53:45,527 INFO Epoch 10 Batch 3999 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.214 Mixup Loss: 0.772 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.772 +2025-10-25 02:54:56,917 INFO Epoch 10 Batch 4099 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.231 Mixup Loss: 0.677 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.724 Tot. Loss: 0.677 +2025-10-25 02:56:07,683 INFO Epoch 10 Batch 4199 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.232 Mixup Loss: 0.721 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.721 +2025-10-25 02:57:19,279 INFO Epoch 10 Batch 4299 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.235 Mixup Loss: 0.762 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.711 Tot. Loss: 0.762 +2025-10-25 02:58:30,196 INFO Epoch 10 Batch 4399 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.224 Mixup Loss: 0.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.662 +2025-10-25 02:59:41,625 INFO Epoch 10 Batch 4499 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.214 Mixup Loss: 0.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.683 Tot. Loss: 0.576 +2025-10-25 03:00:52,934 INFO Epoch 10 Batch 4599 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.211 Mixup Loss: 0.751 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.751 +2025-10-25 03:02:03,960 INFO Epoch 10 Batch 4699 LR : 0.00000 Top1 Acc.: 93.594 CLS Loss: 0.232 Mixup Loss: 0.712 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.712 +2025-10-25 03:03:15,591 INFO Epoch 10 Batch 4799 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.219 Mixup Loss: 0.618 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.618 +2025-10-25 03:04:26,530 INFO Epoch 10 Batch 4899 LR : 0.00000 Top1 Acc.: 92.844 CLS Loss: 0.248 Mixup Loss: 0.787 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.787 +2025-10-25 03:05:37,391 INFO Epoch 10 Batch 4999 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.220 Mixup Loss: 0.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.713 Tot. Loss: 0.635 +2025-10-25 03:08:00,765 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 87.498 FPR: 59.143 AUROC: 87.182 AUPR: 49.814 AURC: 28.256 EAURC: 20.093 AUPR Succ.: 97.763 ECE: 2.584 NLL: 4.624 Brier: 18.762 +2025-10-25 03:10:11,069 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 87.486 FPR: 58.622 AUROC: 87.257 AUPR: 50.166 AURC: 28.161 EAURC: 19.983 AUPR Succ.: 97.775 ECE: 2.528 NLL: 4.611 Brier: 18.729 +2025-10-25 03:10:11,078 INFO ####### --- Training Epoch 11 --- ####### +2025-10-25 03:12:31,151 INFO Epoch 11 Batch 99 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.216 Mixup Loss: 0.637 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.637 +2025-10-25 03:13:41,553 INFO Epoch 11 Batch 199 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.203 Mixup Loss: 0.665 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.696 Tot. Loss: 0.665 +2025-10-25 03:14:52,467 INFO Epoch 11 Batch 299 LR : 0.00000 Top1 Acc.: 93.094 CLS Loss: 0.231 Mixup Loss: 0.785 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.785 +2025-10-25 03:16:03,162 INFO Epoch 11 Batch 399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.213 Mixup Loss: 0.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 0.674 +2025-10-25 03:17:14,406 INFO Epoch 11 Batch 499 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.225 Mixup Loss: 0.701 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.701 +2025-10-25 03:18:25,515 INFO Epoch 11 Batch 599 LR : 0.00000 Top1 Acc.: 93.156 CLS Loss: 0.248 Mixup Loss: 0.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.659 +2025-10-25 03:19:36,394 INFO Epoch 11 Batch 699 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.232 Mixup Loss: 0.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.695 +2025-10-25 03:20:47,999 INFO Epoch 11 Batch 799 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.228 Mixup Loss: 0.733 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.733 +2025-10-25 03:21:59,029 INFO Epoch 11 Batch 899 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.207 Mixup Loss: 0.599 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.599 +2025-10-25 03:23:09,973 INFO Epoch 11 Batch 999 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.213 Mixup Loss: 0.722 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.710 Tot. Loss: 0.722 +2025-10-25 03:24:21,623 INFO Epoch 11 Batch 1099 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.219 Mixup Loss: 0.650 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.650 +2025-10-25 03:25:32,514 INFO Epoch 11 Batch 1199 LR : 0.00000 Top1 Acc.: 93.000 CLS Loss: 0.244 Mixup Loss: 0.661 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.661 +2025-10-25 03:26:43,403 INFO Epoch 11 Batch 1299 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.214 Mixup Loss: 0.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.686 +2025-10-25 03:27:54,318 INFO Epoch 11 Batch 1399 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.223 Mixup Loss: 0.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.678 +2025-10-25 03:29:05,807 INFO Epoch 11 Batch 1499 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.223 Mixup Loss: 0.651 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.651 +2025-10-25 03:30:16,598 INFO Epoch 11 Batch 1599 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.235 Mixup Loss: 0.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.812 +2025-10-25 03:31:27,740 INFO Epoch 11 Batch 1699 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.233 Mixup Loss: 0.600 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.600 +2025-10-25 03:32:38,678 INFO Epoch 11 Batch 1799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.201 Mixup Loss: 0.622 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.703 Tot. Loss: 0.622 +2025-10-25 03:33:50,068 INFO Epoch 11 Batch 1899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.208 Mixup Loss: 0.602 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.602 +2025-10-25 03:35:01,184 INFO Epoch 11 Batch 1999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.200 Mixup Loss: 0.621 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.621 +2025-10-25 03:36:12,064 INFO Epoch 11 Batch 2099 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.208 Mixup Loss: 0.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.724 Tot. Loss: 0.635 +2025-10-25 03:37:23,647 INFO Epoch 11 Batch 2199 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.223 Mixup Loss: 0.721 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.721 +2025-10-25 03:38:34,587 INFO Epoch 11 Batch 2299 LR : 0.00000 Top1 Acc.: 93.375 CLS Loss: 0.229 Mixup Loss: 0.660 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.660 +2025-10-25 03:39:45,545 INFO Epoch 11 Batch 2399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.198 Mixup Loss: 0.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.706 +2025-10-25 03:40:56,981 INFO Epoch 11 Batch 2499 LR : 0.00000 Top1 Acc.: 93.406 CLS Loss: 0.230 Mixup Loss: 0.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.718 +2025-10-25 03:42:08,085 INFO Epoch 11 Batch 2599 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.214 Mixup Loss: 0.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.684 +2025-10-25 03:43:18,997 INFO Epoch 11 Batch 2699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.213 Mixup Loss: 0.693 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.693 +2025-10-25 03:44:29,954 INFO Epoch 11 Batch 2799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.210 Mixup Loss: 0.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.724 +2025-10-25 03:45:41,271 INFO Epoch 11 Batch 2899 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.230 Mixup Loss: 0.627 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.627 +2025-10-25 03:46:52,061 INFO Epoch 11 Batch 2999 LR : 0.00000 Top1 Acc.: 93.188 CLS Loss: 0.243 Mixup Loss: 0.678 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.678 +2025-10-25 03:48:03,406 INFO Epoch 11 Batch 3099 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.206 Mixup Loss: 0.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.623 +2025-10-25 03:49:14,337 INFO Epoch 11 Batch 3199 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.210 Mixup Loss: 0.649 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 0.649 +2025-10-25 03:50:25,598 INFO Epoch 11 Batch 3299 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.214 Mixup Loss: 0.592 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 0.592 +2025-10-25 03:51:36,747 INFO Epoch 11 Batch 3399 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.212 Mixup Loss: 0.651 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.651 +2025-10-25 03:52:47,642 INFO Epoch 11 Batch 3499 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.233 Mixup Loss: 0.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.647 +2025-10-25 03:53:59,280 INFO Epoch 11 Batch 3599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.203 Mixup Loss: 0.739 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.739 +2025-10-25 03:55:10,206 INFO Epoch 11 Batch 3699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.210 Mixup Loss: 0.669 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.669 +2025-10-25 03:56:21,098 INFO Epoch 11 Batch 3799 LR : 0.00000 Top1 Acc.: 92.969 CLS Loss: 0.233 Mixup Loss: 0.738 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.738 +2025-10-25 03:57:32,548 INFO Epoch 11 Batch 3899 LR : 0.00000 Top1 Acc.: 93.531 CLS Loss: 0.226 Mixup Loss: 0.619 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.699 Tot. Loss: 0.619 +2025-10-25 03:58:43,541 INFO Epoch 11 Batch 3999 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.214 Mixup Loss: 0.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.633 +2025-10-25 03:59:54,403 INFO Epoch 11 Batch 4099 LR : 0.00000 Top1 Acc.: 93.219 CLS Loss: 0.231 Mixup Loss: 0.662 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.662 +2025-10-25 04:01:05,299 INFO Epoch 11 Batch 4199 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.229 Mixup Loss: 0.654 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.713 Tot. Loss: 0.654 +2025-10-25 04:02:16,691 INFO Epoch 11 Batch 4299 LR : 0.00000 Top1 Acc.: 93.031 CLS Loss: 0.236 Mixup Loss: 0.665 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.665 +2025-10-25 04:03:27,623 INFO Epoch 11 Batch 4399 LR : 0.00000 Top1 Acc.: 93.469 CLS Loss: 0.218 Mixup Loss: 0.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.679 +2025-10-25 04:04:38,843 INFO Epoch 11 Batch 4499 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.215 Mixup Loss: 0.663 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.663 +2025-10-25 04:05:49,867 INFO Epoch 11 Batch 4599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.202 Mixup Loss: 0.599 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.599 +2025-10-25 04:07:00,986 INFO Epoch 11 Batch 4699 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.235 Mixup Loss: 0.644 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.694 Tot. Loss: 0.644 +2025-10-25 04:08:12,172 INFO Epoch 11 Batch 4799 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.218 Mixup Loss: 0.680 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.680 +2025-10-25 04:09:23,047 INFO Epoch 11 Batch 4899 LR : 0.00000 Top1 Acc.: 92.875 CLS Loss: 0.240 Mixup Loss: 0.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.684 +2025-10-25 04:10:34,486 INFO Epoch 11 Batch 4999 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 0.638 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.638 +2025-10-25 04:12:55,691 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 87.516 FPR: 59.388 AUROC: 87.071 AUPR: 49.299 AURC: 28.395 EAURC: 20.256 AUPR Succ.: 97.746 ECE: 2.606 NLL: 4.645 Brier: 18.806 +2025-10-25 04:15:58,894 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 87.508 FPR: 59.222 AUROC: 87.145 AUPR: 49.662 AURC: 28.291 EAURC: 20.141 AUPR Succ.: 97.758 ECE: 2.573 NLL: 4.629 Brier: 18.769 +2025-10-25 04:15:58,901 INFO Original Model Accuracy improved from 87.50 to 87.52!!! +2025-10-25 04:16:00,259 INFO EMA Model Accuracy improved from 87.49 to 87.51!!!