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"save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours", + "save_dir": "/home/work/workspace/Deit-B-ImageNet1k/ours", "sigma": 1, "subcommand": "ImageNet1k", "swa_epoch_start": 80, "swa_lr": 0.05, "t": 1.0, - "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5", - "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5", + "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": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5", + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", "weight_decay": 5e-05 } -2025-09-17 17:01:02,306 INFO #################################################################################################### +2025-09-22 04:18:23,429 INFO #################################################################################################### 1 / 1 Running -2025-09-17 17:01:16,062 INFO ####### --- Training Epoch 1 --- ####### -2025-09-22 17:02:58,427 INFO { - "activation": "relu", - "alpha": 0.5, - "batch_size": 256, - "cos_temp": 64, - "crl_weight": 0.0, - "cutmix_beta": 1.0, - "cutmix_prob": 1.0, - "cutmix_weight": 0.0, - "data_name": "imagenet1k", - "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", - "epochs": 20, - "fine_tune_epochs": 20, - "fine_tune_lr": 0.01, - "gpu": [ - 0, - 1, - 2, - 3 - ], - "imb_factor": 1.0, - "label_smoothing": 0.0, - "lmbda": 0.8, - "loss": "ce", - "lr": 0.0001, - "mixup_beta": 10.0, - "mixup_weight": 1.0, - "model_name": "deit_base_patch16_224", - "momentum": 0.9, - "nb_cls": 1000, - "nb_run": 1, - "nb_worker": 4, - "optim_name": "fsam", - "p": 2, - "per_epoch_scheduler": false, - "pixmix_path": "./pixmixset", - "pixmix_weight": 1.0, - "rebn": true, - "resume": null, - "reweighting_type": null, - "rho": 0.2, - "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours", - "sigma": 1, - "subcommand": "ImageNet1k", - "swa_epoch_start": 80, - "swa_lr": 0.05, - "t": 1.0, - "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5", - "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5", - "train_size": 224, - "use_cosine": false, - "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5", - "weight_decay": 5e-05 -} -2025-09-22 17:06:28,483 INFO #################################################################################################### -1 / 1 Running -2025-09-22 17:06:40,052 INFO ####### --- Training Epoch 1 --- ####### -2025-09-22 17:47:46,043 INFO Epoch 1 Batch 99 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.214 Mixup Loss: 1.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.068 Tot. Loss: 2.701 -2025-09-22 17:54:08,711 INFO Epoch 1 Batch 199 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.173 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 2.346 -2025-09-22 18:00:32,058 INFO Epoch 1 Batch 299 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.170 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 2.288 -2025-09-22 18:06:55,546 INFO Epoch 1 Batch 399 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.162 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.686 Tot. Loss: 2.217 -2025-09-22 18:13:18,813 INFO Epoch 1 Batch 499 LR : 0.00010 Top1 Acc.: 95.688 CLS Loss: 0.169 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.688 Tot. Loss: 2.241 -2025-09-22 18:19:42,099 INFO Epoch 1 Batch 599 LR : 0.00010 Top1 Acc.: 95.422 CLS Loss: 0.170 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.680 Tot. Loss: 2.215 -2025-09-22 18:26:05,498 INFO Epoch 1 Batch 699 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.160 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.641 Tot. Loss: 2.180 -2025-09-22 18:32:28,849 INFO Epoch 1 Batch 799 LR : 0.00010 Top1 Acc.: 95.625 CLS Loss: 0.169 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.666 Tot. Loss: 2.198 -2025-09-22 18:38:52,078 INFO Epoch 1 Batch 899 LR : 0.00010 Top1 Acc.: 95.609 CLS Loss: 0.154 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.613 Tot. Loss: 2.145 -2025-09-22 18:45:15,582 INFO Epoch 1 Batch 999 LR : 0.00010 Top1 Acc.: 95.688 CLS Loss: 0.155 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.604 Tot. Loss: 2.113 -2025-09-22 18:51:39,260 INFO Epoch 1 Batch 1099 LR : 0.00010 Top1 Acc.: 95.391 CLS Loss: 0.160 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.608 Tot. Loss: 2.125 -2025-09-22 18:58:03,040 INFO Epoch 1 Batch 1199 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.155 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.621 Tot. Loss: 2.137 -2025-09-22 19:04:26,694 INFO Epoch 1 Batch 1299 LR : 0.00010 Top1 Acc.: 95.719 CLS Loss: 0.155 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.618 Tot. Loss: 2.146 +2025-09-22 04:18:25,912 INFO ####### --- Training Epoch 1 --- ####### +2025-09-22 04:21:52,351 INFO Epoch 1 Batch 99 LR : 0.00010 Top1 Acc.: 95.633 CLS Loss: 0.219 Mixup Loss: 1.421 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.083 Tot. Loss: 2.723 +2025-09-22 04:24:03,481 INFO Epoch 1 Batch 199 LR : 0.00010 Top1 Acc.: 95.703 CLS Loss: 0.180 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 2.369 +2025-09-22 04:26:14,963 INFO Epoch 1 Batch 299 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.171 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 2.298 +2025-09-22 04:28:26,752 INFO Epoch 1 Batch 399 LR : 0.00010 Top1 Acc.: 95.703 CLS Loss: 0.173 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.695 Tot. Loss: 2.257 +2025-09-22 04:30:38,669 INFO Epoch 1 Batch 499 LR : 0.00010 Top1 Acc.: 95.945 CLS Loss: 0.162 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.662 Tot. Loss: 2.199 +2025-09-22 04:32:50,715 INFO Epoch 1 Batch 599 LR : 0.00010 Top1 Acc.: 95.617 CLS Loss: 0.166 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.659 Tot. Loss: 2.197 +2025-09-22 04:35:02,808 INFO Epoch 1 Batch 699 LR : 0.00010 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.655 Tot. Loss: 2.191 +2025-09-22 04:37:14,375 INFO Epoch 1 Batch 799 LR : 0.00010 Top1 Acc.: 95.602 CLS Loss: 0.160 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.645 Tot. Loss: 2.175 +2025-09-22 04:39:25,550 INFO Epoch 1 Batch 899 LR : 0.00010 Top1 Acc.: 95.461 CLS Loss: 0.161 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.634 Tot. Loss: 2.176 +2025-09-22 04:41:36,951 INFO Epoch 1 Batch 999 LR : 0.00010 Top1 Acc.: 95.641 CLS Loss: 0.158 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.603 Tot. Loss: 2.135 +2025-09-22 04:43:48,788 INFO Epoch 1 Batch 1099 LR : 0.00010 Top1 Acc.: 95.703 CLS Loss: 0.154 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.603 Tot. Loss: 2.122 +2025-09-22 04:46:00,836 INFO Epoch 1 Batch 1199 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.150 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.597 Tot. Loss: 2.112 +2025-09-22 04:48:12,840 INFO Epoch 1 Batch 1299 LR : 0.00010 Top1 Acc.: 95.742 CLS Loss: 0.159 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.596 Tot. Loss: 2.141 +2025-09-22 04:50:25,067 INFO Epoch 1 Batch 1399 LR : 0.00010 Top1 Acc.: 95.867 CLS Loss: 0.148 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.572 Tot. Loss: 2.075 +2025-09-22 04:52:37,389 INFO Epoch 1 Batch 1499 LR : 0.00010 Top1 Acc.: 95.891 CLS Loss: 0.154 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.600 Tot. Loss: 2.119 +2025-09-22 04:54:49,723 INFO Epoch 1 Batch 1599 LR : 0.00010 Top1 Acc.: 95.531 CLS Loss: 0.155 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.573 Tot. Loss: 2.090 +2025-09-22 04:57:02,064 INFO Epoch 1 Batch 1699 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.155 Mixup Loss: 1.370 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.581 Tot. Loss: 2.106 +2025-09-22 04:59:14,287 INFO Epoch 1 Batch 1799 LR : 0.00010 Top1 Acc.: 95.852 CLS Loss: 0.153 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.583 Tot. Loss: 2.111 +2025-09-22 05:01:26,679 INFO Epoch 1 Batch 1899 LR : 0.00010 Top1 Acc.: 95.602 CLS Loss: 0.150 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.557 Tot. Loss: 2.062 +2025-09-22 05:03:38,539 INFO Epoch 1 Batch 1999 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.149 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.576 Tot. Loss: 2.092 +2025-09-22 05:05:50,458 INFO Epoch 1 Batch 2099 LR : 0.00010 Top1 Acc.: 95.914 CLS Loss: 0.153 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.562 Tot. Loss: 2.088 +2025-09-22 05:08:02,291 INFO Epoch 1 Batch 2199 LR : 0.00010 Top1 Acc.: 96.180 CLS Loss: 0.145 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.575 Tot. Loss: 2.067 +2025-09-22 05:10:14,184 INFO Epoch 1 Batch 2299 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.149 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.569 Tot. Loss: 2.083 +2025-09-22 05:12:26,081 INFO Epoch 1 Batch 2399 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.150 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.552 Tot. Loss: 2.050 +2025-09-22 05:14:37,944 INFO Epoch 1 Batch 2499 LR : 0.00010 Top1 Acc.: 95.719 CLS Loss: 0.158 Mixup Loss: 1.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.567 Tot. Loss: 2.097 +2025-09-22 05:16:49,861 INFO Epoch 1 Batch 2599 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.144 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.549 Tot. Loss: 2.050 +2025-09-22 05:19:01,726 INFO Epoch 1 Batch 2699 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.145 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.578 Tot. Loss: 2.072 +2025-09-22 05:21:13,630 INFO Epoch 1 Batch 2799 LR : 0.00010 Top1 Acc.: 95.555 CLS Loss: 0.151 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.560 Tot. Loss: 2.067 +2025-09-22 05:23:25,525 INFO Epoch 1 Batch 2899 LR : 0.00010 Top1 Acc.: 95.898 CLS Loss: 0.154 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.561 Tot. Loss: 2.099 +2025-09-22 05:25:37,413 INFO Epoch 1 Batch 2999 LR : 0.00010 Top1 Acc.: 95.695 CLS Loss: 0.154 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.560 Tot. Loss: 2.076 +2025-09-22 05:27:49,312 INFO Epoch 1 Batch 3099 LR : 0.00010 Top1 Acc.: 95.836 CLS Loss: 0.150 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.552 Tot. Loss: 2.052 +2025-09-22 05:30:01,126 INFO Epoch 1 Batch 3199 LR : 0.00010 Top1 Acc.: 95.781 CLS Loss: 0.150 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.544 Tot. Loss: 2.040 +2025-09-22 05:32:12,889 INFO Epoch 1 Batch 3299 LR : 0.00010 Top1 Acc.: 95.758 CLS Loss: 0.157 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.562 Tot. Loss: 2.075 +2025-09-22 05:34:24,738 INFO Epoch 1 Batch 3399 LR : 0.00010 Top1 Acc.: 96.148 CLS Loss: 0.144 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.536 Tot. Loss: 2.022 +2025-09-22 05:36:36,572 INFO Epoch 1 Batch 3499 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.143 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.526 Tot. Loss: 2.009 +2025-09-22 05:38:48,447 INFO Epoch 1 Batch 3599 LR : 0.00010 Top1 Acc.: 95.695 CLS Loss: 0.154 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.554 Tot. Loss: 2.059 +2025-09-22 05:41:00,377 INFO Epoch 1 Batch 3699 LR : 0.00010 Top1 Acc.: 95.852 CLS Loss: 0.148 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.032 +2025-09-22 05:43:12,134 INFO Epoch 1 Batch 3799 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.156 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.555 Tot. Loss: 2.079 +2025-09-22 05:45:23,947 INFO Epoch 1 Batch 3899 LR : 0.00010 Top1 Acc.: 95.898 CLS Loss: 0.149 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.033 +2025-09-22 05:47:35,683 INFO Epoch 1 Batch 3999 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.136 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.535 Tot. Loss: 2.019 +2025-09-22 05:49:47,541 INFO Epoch 1 Batch 4099 LR : 0.00010 Top1 Acc.: 95.812 CLS Loss: 0.151 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.547 Tot. Loss: 2.046 +2025-09-22 05:51:59,449 INFO Epoch 1 Batch 4199 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.152 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.537 Tot. Loss: 2.035 +2025-09-22 05:54:11,326 INFO Epoch 1 Batch 4299 LR : 0.00010 Top1 Acc.: 96.055 CLS Loss: 0.150 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.042 +2025-09-22 05:56:23,208 INFO Epoch 1 Batch 4399 LR : 0.00010 Top1 Acc.: 95.820 CLS Loss: 0.152 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.542 Tot. Loss: 2.035 +2025-09-22 05:58:35,034 INFO Epoch 1 Batch 4499 LR : 0.00010 Top1 Acc.: 95.945 CLS Loss: 0.151 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.544 Tot. Loss: 2.038 +2025-09-22 06:00:46,945 INFO Epoch 1 Batch 4599 LR : 0.00010 Top1 Acc.: 95.906 CLS Loss: 0.152 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.517 Tot. Loss: 2.006 +2025-09-22 06:02:58,828 INFO Epoch 1 Batch 4699 LR : 0.00010 Top1 Acc.: 95.914 CLS Loss: 0.147 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.514 Tot. Loss: 2.008 +2025-09-22 06:05:10,799 INFO Epoch 1 Batch 4799 LR : 0.00010 Top1 Acc.: 95.648 CLS Loss: 0.155 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.537 Tot. Loss: 2.045 +2025-09-22 06:07:22,746 INFO Epoch 1 Batch 4899 LR : 0.00010 Top1 Acc.: 95.633 CLS Loss: 0.160 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.040 +2025-09-22 06:09:34,523 INFO Epoch 1 Batch 4999 LR : 0.00010 Top1 Acc.: 95.891 CLS Loss: 0.149 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.009 +2025-09-22 06:12:08,889 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 82.050 FPR: 57.716 AUROC: 87.847 AUPR: 60.717 AURC: 45.651 EAURC: 28.479 AUPR Succ.: 96.652 ECE: 4.282 NLL: 6.961 Brier: 25.724 +2025-09-22 06:13:22,899 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 82.044 FPR: 57.708 AUROC: 87.850 AUPR: 60.747 AURC: 45.673 EAURC: 28.490 AUPR Succ.: 96.650 ECE: 4.282 NLL: 6.961 Brier: 25.725 +2025-09-22 06:13:22,905 INFO Original Model Accuracy improved from 0.00 to 82.05!!! +2025-09-22 06:13:23,275 INFO EMA Model Accuracy improved from 0.00 to 82.04!!! +2025-09-22 06:13:23,660 INFO ####### --- Training Epoch 2 --- ####### +2025-09-22 06:16:45,664 INFO Epoch 2 Batch 99 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.151 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.530 Tot. Loss: 2.033 +2025-09-22 06:18:56,863 INFO Epoch 2 Batch 199 LR : 0.00010 Top1 Acc.: 96.086 CLS Loss: 0.147 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.544 Tot. Loss: 2.037 +2025-09-22 06:21:08,260 INFO Epoch 2 Batch 299 LR : 0.00010 Top1 Acc.: 95.789 CLS Loss: 0.147 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.525 Tot. Loss: 2.022 +2025-09-22 06:23:19,945 INFO Epoch 2 Batch 399 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.155 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.550 Tot. Loss: 2.060 +2025-09-22 06:25:31,956 INFO Epoch 2 Batch 499 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.148 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.015 +2025-09-22 06:27:44,017 INFO Epoch 2 Batch 599 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.152 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.542 Tot. Loss: 2.031 +2025-09-22 06:29:55,199 INFO Epoch 2 Batch 699 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.148 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.555 Tot. Loss: 2.039 +2025-09-22 06:32:06,350 INFO Epoch 2 Batch 799 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.148 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.535 Tot. Loss: 2.020 +2025-09-22 06:34:17,883 INFO Epoch 2 Batch 899 LR : 0.00010 Top1 Acc.: 95.617 CLS Loss: 0.151 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 2.054 +2025-09-22 06:36:29,548 INFO Epoch 2 Batch 999 LR : 0.00010 Top1 Acc.: 95.883 CLS Loss: 0.146 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.007 +2025-09-22 06:38:41,327 INFO Epoch 2 Batch 1099 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.145 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.526 Tot. Loss: 1.996 +2025-09-22 06:40:53,153 INFO Epoch 2 Batch 1199 LR : 0.00010 Top1 Acc.: 96.102 CLS Loss: 0.141 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.508 Tot. Loss: 1.985 +2025-09-22 06:43:05,039 INFO Epoch 2 Batch 1299 LR : 0.00010 Top1 Acc.: 95.930 CLS Loss: 0.150 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.037 +2025-09-22 06:45:17,059 INFO Epoch 2 Batch 1399 LR : 0.00010 Top1 Acc.: 96.055 CLS Loss: 0.140 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.963 +2025-09-22 06:47:29,081 INFO Epoch 2 Batch 1499 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.146 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.525 Tot. Loss: 2.007 +2025-09-22 06:49:41,126 INFO Epoch 2 Batch 1599 LR : 0.00010 Top1 Acc.: 95.797 CLS Loss: 0.146 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 1.992 +2025-09-22 06:51:53,174 INFO Epoch 2 Batch 1699 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.148 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 1.991 +2025-09-22 06:54:05,187 INFO Epoch 2 Batch 1799 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.146 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.985 +2025-09-22 06:56:17,257 INFO Epoch 2 Batch 1899 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.143 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 1.969 +2025-09-22 06:58:29,263 INFO Epoch 2 Batch 1999 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.144 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.507 Tot. Loss: 1.985 +2025-09-22 07:00:41,384 INFO Epoch 2 Batch 2099 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.146 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.005 +2025-09-22 07:02:53,466 INFO Epoch 2 Batch 2199 LR : 0.00010 Top1 Acc.: 96.328 CLS Loss: 0.139 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.504 Tot. Loss: 1.963 +2025-09-22 07:05:05,535 INFO Epoch 2 Batch 2299 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.143 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 2.000 +2025-09-22 07:07:17,609 INFO Epoch 2 Batch 2399 LR : 0.00010 Top1 Acc.: 96.039 CLS Loss: 0.144 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.513 Tot. Loss: 1.988 +2025-09-22 07:09:29,710 INFO Epoch 2 Batch 2499 LR : 0.00010 Top1 Acc.: 95.781 CLS Loss: 0.152 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.532 Tot. Loss: 2.026 +2025-09-22 07:11:41,716 INFO Epoch 2 Batch 2599 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.139 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.972 +2025-09-22 07:13:53,702 INFO Epoch 2 Batch 2699 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.139 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.498 Tot. Loss: 1.955 +2025-09-22 07:16:05,753 INFO Epoch 2 Batch 2799 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.146 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.983 +2025-09-22 07:18:17,772 INFO Epoch 2 Batch 2899 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.148 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 2.018 +2025-09-22 07:20:29,770 INFO Epoch 2 Batch 2999 LR : 0.00010 Top1 Acc.: 95.828 CLS Loss: 0.147 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 1.983 +2025-09-22 07:22:41,713 INFO Epoch 2 Batch 3099 LR : 0.00010 Top1 Acc.: 95.984 CLS Loss: 0.145 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.505 Tot. Loss: 1.975 +2025-09-22 07:24:53,684 INFO Epoch 2 Batch 3199 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.144 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 1.976 +2025-09-22 07:27:05,704 INFO Epoch 2 Batch 3299 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.152 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.514 Tot. Loss: 2.005 +2025-09-22 07:29:17,736 INFO Epoch 2 Batch 3399 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.140 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.977 +2025-09-22 07:31:29,848 INFO Epoch 2 Batch 3499 LR : 0.00010 Top1 Acc.: 96.195 CLS Loss: 0.138 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 1.950 +2025-09-22 07:33:41,896 INFO Epoch 2 Batch 3599 LR : 0.00010 Top1 Acc.: 95.875 CLS Loss: 0.150 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.007 +2025-09-22 07:35:53,944 INFO Epoch 2 Batch 3699 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.143 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.524 Tot. Loss: 1.981 +2025-09-22 07:38:05,991 INFO Epoch 2 Batch 3799 LR : 0.00010 Top1 Acc.: 96.039 CLS Loss: 0.151 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.013 +2025-09-22 07:40:18,095 INFO Epoch 2 Batch 3899 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.144 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.504 Tot. Loss: 1.973 +2025-09-22 07:42:30,083 INFO Epoch 2 Batch 3999 LR : 0.00010 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 1.936 +2025-09-22 07:44:42,047 INFO Epoch 2 Batch 4099 LR : 0.00010 Top1 Acc.: 95.812 CLS Loss: 0.146 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.528 Tot. Loss: 2.006 +2025-09-22 07:46:54,088 INFO Epoch 2 Batch 4199 LR : 0.00010 Top1 Acc.: 96.086 CLS Loss: 0.148 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.992 +2025-09-22 07:49:06,120 INFO Epoch 2 Batch 4299 LR : 0.00010 Top1 Acc.: 96.273 CLS Loss: 0.145 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.505 Tot. Loss: 1.975 +2025-09-22 07:51:18,130 INFO Epoch 2 Batch 4399 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.145 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 1.968 +2025-09-22 07:53:30,169 INFO Epoch 2 Batch 4499 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.147 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.001 +2025-09-22 07:55:42,218 INFO Epoch 2 Batch 4599 LR : 0.00010 Top1 Acc.: 96.008 CLS Loss: 0.147 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 1.977 +2025-09-22 07:57:54,173 INFO Epoch 2 Batch 4699 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.141 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.500 Tot. Loss: 1.967 +2025-09-22 08:00:06,207 INFO Epoch 2 Batch 4799 LR : 0.00010 Top1 Acc.: 95.727 CLS Loss: 0.151 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.984 +2025-09-22 08:02:18,238 INFO Epoch 2 Batch 4899 LR : 0.00010 Top1 Acc.: 95.867 CLS Loss: 0.154 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.514 Tot. Loss: 1.998 +2025-09-22 08:04:30,229 INFO Epoch 2 Batch 4999 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.144 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.950 +2025-09-22 08:08:28,601 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 82.030 FPR: 57.941 AUROC: 87.995 AUPR: 61.027 AURC: 44.826 EAURC: 27.616 AUPR Succ.: 96.755 ECE: 4.311 NLL: 6.926 Brier: 25.723 +2025-09-22 08:11:18,474 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 82.086 FPR: 58.312 AUROC: 87.911 AUPR: 60.573 AURC: 44.805 EAURC: 27.705 AUPR Succ.: 96.747 ECE: 4.262 NLL: 6.924 Brier: 25.717 +2025-09-22 08:11:18,480 INFO EMA Model Accuracy improved from 82.04 to 82.09!!! +2025-09-22 08:11:18,886 INFO ####### --- Training Epoch 3 --- ####### +2025-09-22 08:14:42,093 INFO Epoch 3 Batch 99 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.146 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.517 Tot. Loss: 2.010 +2025-09-22 08:16:53,555 INFO Epoch 3 Batch 199 LR : 0.00010 Top1 Acc.: 96.117 CLS Loss: 0.143 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.513 Tot. Loss: 1.975 +2025-09-22 08:19:06,072 INFO Epoch 3 Batch 299 LR : 0.00010 Top1 Acc.: 95.961 CLS Loss: 0.142 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.505 Tot. Loss: 1.975 +2025-09-22 08:21:18,297 INFO Epoch 3 Batch 399 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.151 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 1.996 +2025-09-22 08:23:30,420 INFO Epoch 3 Batch 499 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.144 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.968 +2025-09-22 08:25:42,024 INFO Epoch 3 Batch 599 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.148 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.503 Tot. Loss: 1.967 +2025-09-22 08:27:53,056 INFO Epoch 3 Batch 699 LR : 0.00010 Top1 Acc.: 96.148 CLS Loss: 0.143 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.486 Tot. Loss: 1.950 +2025-09-22 08:30:04,277 INFO Epoch 3 Batch 799 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.143 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 1.980 +2025-09-22 08:32:15,698 INFO Epoch 3 Batch 899 LR : 0.00010 Top1 Acc.: 95.742 CLS Loss: 0.146 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.505 Tot. Loss: 1.985 +2025-09-22 08:34:27,390 INFO Epoch 3 Batch 999 LR : 0.00010 Top1 Acc.: 95.992 CLS Loss: 0.142 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.959 +2025-09-22 08:36:39,168 INFO Epoch 3 Batch 1099 LR : 0.00010 Top1 Acc.: 96.164 CLS Loss: 0.140 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 1.949 +2025-09-22 08:38:51,120 INFO Epoch 3 Batch 1199 LR : 0.00010 Top1 Acc.: 96.211 CLS Loss: 0.138 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.495 Tot. Loss: 1.955 +2025-09-22 08:41:03,215 INFO Epoch 3 Batch 1299 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.145 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.975 +2025-09-22 08:43:15,406 INFO Epoch 3 Batch 1399 LR : 0.00010 Top1 Acc.: 96.117 CLS Loss: 0.137 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 1.941 +2025-09-22 08:45:27,433 INFO Epoch 3 Batch 1499 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.142 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.501 Tot. Loss: 1.963 +2025-09-22 08:47:39,522 INFO Epoch 3 Batch 1599 LR : 0.00010 Top1 Acc.: 95.805 CLS Loss: 0.143 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.486 Tot. Loss: 1.953 +2025-09-22 08:49:51,498 INFO Epoch 3 Batch 1699 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.144 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.510 Tot. Loss: 1.980 +2025-09-22 08:52:03,524 INFO Epoch 3 Batch 1799 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.143 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 1.957 +2025-09-22 08:54:15,583 INFO Epoch 3 Batch 1899 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.138 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.498 Tot. Loss: 1.947 +2025-09-22 08:56:27,600 INFO Epoch 3 Batch 1999 LR : 0.00010 Top1 Acc.: 96.195 CLS Loss: 0.140 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.495 Tot. Loss: 1.962 +2025-09-22 08:58:39,631 INFO Epoch 3 Batch 2099 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.142 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 1.960 +2025-09-22 09:00:51,775 INFO Epoch 3 Batch 2199 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.135 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.925 +2025-09-22 09:03:03,882 INFO Epoch 3 Batch 2299 LR : 0.00010 Top1 Acc.: 96.195 CLS Loss: 0.139 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 1.965 +2025-09-22 09:05:15,962 INFO Epoch 3 Batch 2399 LR : 0.00010 Top1 Acc.: 96.195 CLS Loss: 0.140 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 1.944 +2025-09-22 09:07:28,101 INFO Epoch 3 Batch 2499 LR : 0.00010 Top1 Acc.: 95.898 CLS Loss: 0.147 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.513 Tot. Loss: 2.002 +2025-09-22 09:09:40,184 INFO Epoch 3 Batch 2599 LR : 0.00010 Top1 Acc.: 96.305 CLS Loss: 0.134 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 1.938 +2025-09-22 09:11:52,234 INFO Epoch 3 Batch 2699 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.135 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.495 Tot. Loss: 1.943 +2025-09-22 09:14:04,314 INFO Epoch 3 Batch 2799 LR : 0.00010 Top1 Acc.: 95.922 CLS Loss: 0.142 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.940 +2025-09-22 09:16:16,393 INFO Epoch 3 Batch 2899 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.144 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.502 Tot. Loss: 1.995 +2025-09-22 09:18:28,489 INFO Epoch 3 Batch 2999 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.144 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.940 +2025-09-22 09:20:40,560 INFO Epoch 3 Batch 3099 LR : 0.00010 Top1 Acc.: 96.219 CLS Loss: 0.141 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.938 +2025-09-22 09:22:52,646 INFO Epoch 3 Batch 3199 LR : 0.00010 Top1 Acc.: 96.102 CLS Loss: 0.141 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.933 +2025-09-22 09:25:04,746 INFO Epoch 3 Batch 3299 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.147 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 1.976 +2025-09-22 09:27:16,845 INFO Epoch 3 Batch 3399 LR : 0.00010 Top1 Acc.: 96.320 CLS Loss: 0.136 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 1.934 +2025-09-22 09:29:28,949 INFO Epoch 3 Batch 3499 LR : 0.00010 Top1 Acc.: 96.320 CLS Loss: 0.134 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.926 +2025-09-22 09:31:41,080 INFO Epoch 3 Batch 3599 LR : 0.00010 Top1 Acc.: 95.977 CLS Loss: 0.146 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.502 Tot. Loss: 1.968 +2025-09-22 09:33:53,200 INFO Epoch 3 Batch 3699 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.140 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 1.934 +2025-09-22 09:36:05,332 INFO Epoch 3 Batch 3799 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.147 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 1.978 +2025-09-22 09:38:17,449 INFO Epoch 3 Batch 3899 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.141 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 1.962 +2025-09-22 09:40:29,590 INFO Epoch 3 Batch 3999 LR : 0.00010 Top1 Acc.: 96.562 CLS Loss: 0.128 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.904 +2025-09-22 09:42:41,719 INFO Epoch 3 Batch 4099 LR : 0.00010 Top1 Acc.: 96.023 CLS Loss: 0.143 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.939 +2025-09-22 09:44:53,779 INFO Epoch 3 Batch 4199 LR : 0.00010 Top1 Acc.: 96.133 CLS Loss: 0.144 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 1.967 +2025-09-22 09:47:05,906 INFO Epoch 3 Batch 4299 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.141 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 1.948 +2025-09-22 09:49:18,070 INFO Epoch 3 Batch 4399 LR : 0.00010 Top1 Acc.: 96.070 CLS Loss: 0.142 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.914 +2025-09-22 09:51:30,249 INFO Epoch 3 Batch 4499 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.144 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.944 +2025-09-22 09:53:42,278 INFO Epoch 3 Batch 4599 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.144 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.482 Tot. Loss: 1.935 +2025-09-22 09:55:54,373 INFO Epoch 3 Batch 4699 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.138 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.924 +2025-09-22 09:58:06,499 INFO Epoch 3 Batch 4799 LR : 0.00009 Top1 Acc.: 95.789 CLS Loss: 0.147 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.501 Tot. Loss: 1.974 +2025-09-22 10:00:18,649 INFO Epoch 3 Batch 4899 LR : 0.00009 Top1 Acc.: 96.008 CLS Loss: 0.150 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.973 +2025-09-22 10:02:30,758 INFO Epoch 3 Batch 4999 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.140 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.922 +2025-09-22 10:03:44,542 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 82.098 FPR: 58.809 AUROC: 87.929 AUPR: 60.613 AURC: 44.414 EAURC: 27.338 AUPR Succ.: 96.792 ECE: 4.217 NLL: 6.914 Brier: 25.732 +2025-09-22 10:05:06,504 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 82.078 FPR: 58.163 AUROC: 87.973 AUPR: 60.848 AURC: 44.427 EAURC: 27.311 AUPR Succ.: 96.794 ECE: 4.261 NLL: 6.914 Brier: 25.723 +2025-09-22 10:05:06,510 INFO Original Model Accuracy improved from 82.05 to 82.10!!! +2025-09-22 10:05:06,855 INFO ####### --- Training Epoch 4 --- ####### +2025-09-22 10:08:30,511 INFO Epoch 4 Batch 99 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.143 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.482 Tot. Loss: 1.941 +2025-09-22 10:10:41,973 INFO Epoch 4 Batch 199 LR : 0.00009 Top1 Acc.: 96.242 CLS Loss: 0.140 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.943 +2025-09-22 10:12:53,655 INFO Epoch 4 Batch 299 LR : 0.00009 Top1 Acc.: 96.117 CLS Loss: 0.139 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.938 +2025-09-22 10:15:05,931 INFO Epoch 4 Batch 399 LR : 0.00009 Top1 Acc.: 96.148 CLS Loss: 0.148 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 1.975 +2025-09-22 10:17:17,801 INFO Epoch 4 Batch 499 LR : 0.00009 Top1 Acc.: 96.102 CLS Loss: 0.141 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 1.946 +2025-09-22 10:19:29,167 INFO Epoch 4 Batch 599 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.146 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.939 +2025-09-22 10:21:40,592 INFO Epoch 4 Batch 699 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.139 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 1.945 +2025-09-22 10:23:52,237 INFO Epoch 4 Batch 799 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.140 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.500 Tot. Loss: 1.963 +2025-09-22 10:26:04,041 INFO Epoch 4 Batch 899 LR : 0.00009 Top1 Acc.: 95.797 CLS Loss: 0.143 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.490 Tot. Loss: 1.954 +2025-09-22 10:28:16,083 INFO Epoch 4 Batch 999 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.139 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.925 +2025-09-22 10:30:28,192 INFO Epoch 4 Batch 1099 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.137 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.928 +2025-09-22 10:32:40,333 INFO Epoch 4 Batch 1199 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.135 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.918 +2025-09-22 10:34:52,568 INFO Epoch 4 Batch 1299 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.142 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 1.958 +2025-09-22 10:37:04,897 INFO Epoch 4 Batch 1399 LR : 0.00009 Top1 Acc.: 96.141 CLS Loss: 0.134 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.899 +2025-09-22 10:39:17,122 INFO Epoch 4 Batch 1499 LR : 0.00009 Top1 Acc.: 96.125 CLS Loss: 0.140 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.505 Tot. Loss: 1.962 +2025-09-22 10:41:29,397 INFO Epoch 4 Batch 1599 LR : 0.00009 Top1 Acc.: 95.914 CLS Loss: 0.139 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.489 Tot. Loss: 1.932 +2025-09-22 10:43:41,713 INFO Epoch 4 Batch 1699 LR : 0.00009 Top1 Acc.: 96.133 CLS Loss: 0.141 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.932 +2025-09-22 10:45:54,025 INFO Epoch 4 Batch 1799 LR : 0.00009 Top1 Acc.: 96.242 CLS Loss: 0.139 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 1.914 +2025-09-22 10:48:06,305 INFO Epoch 4 Batch 1899 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.136 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.927 +2025-09-22 10:50:18,641 INFO Epoch 4 Batch 1999 LR : 0.00009 Top1 Acc.: 96.211 CLS Loss: 0.137 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 1.942 +2025-09-22 10:52:30,942 INFO Epoch 4 Batch 2099 LR : 0.00009 Top1 Acc.: 96.164 CLS Loss: 0.139 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 1.931 +2025-09-22 10:54:43,241 INFO Epoch 4 Batch 2199 LR : 0.00009 Top1 Acc.: 96.383 CLS Loss: 0.132 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.901 +2025-09-22 10:56:55,524 INFO Epoch 4 Batch 2299 LR : 0.00009 Top1 Acc.: 96.289 CLS Loss: 0.136 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 1.940 +2025-09-22 10:59:07,853 INFO Epoch 4 Batch 2399 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.137 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.920 +2025-09-22 11:01:20,152 INFO Epoch 4 Batch 2499 LR : 0.00009 Top1 Acc.: 96.023 CLS Loss: 0.144 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 1.974 +2025-09-22 11:03:32,431 INFO Epoch 4 Batch 2599 LR : 0.00009 Top1 Acc.: 96.359 CLS Loss: 0.132 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.918 +2025-09-22 11:05:44,674 INFO Epoch 4 Batch 2699 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.132 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.920 +2025-09-22 11:07:56,919 INFO Epoch 4 Batch 2799 LR : 0.00009 Top1 Acc.: 96.039 CLS Loss: 0.139 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.913 +2025-09-22 11:10:09,140 INFO Epoch 4 Batch 2899 LR : 0.00009 Top1 Acc.: 96.297 CLS Loss: 0.141 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.486 Tot. Loss: 1.952 +2025-09-22 11:12:21,496 INFO Epoch 4 Batch 2999 LR : 0.00009 Top1 Acc.: 95.828 CLS Loss: 0.142 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.933 +2025-09-22 11:14:33,803 INFO Epoch 4 Batch 3099 LR : 0.00009 Top1 Acc.: 96.242 CLS Loss: 0.138 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.922 +2025-09-22 11:16:46,138 INFO Epoch 4 Batch 3199 LR : 0.00009 Top1 Acc.: 96.078 CLS Loss: 0.138 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.918 +2025-09-22 11:18:58,422 INFO Epoch 4 Batch 3299 LR : 0.00009 Top1 Acc.: 96.164 CLS Loss: 0.144 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.489 Tot. Loss: 1.951 +2025-09-22 11:21:10,634 INFO Epoch 4 Batch 3399 LR : 0.00009 Top1 Acc.: 96.352 CLS Loss: 0.134 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 1.930 +2025-09-22 11:23:22,863 INFO Epoch 4 Batch 3499 LR : 0.00009 Top1 Acc.: 96.383 CLS Loss: 0.131 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.897 +2025-09-22 11:25:35,121 INFO Epoch 4 Batch 3599 LR : 0.00009 Top1 Acc.: 96.039 CLS Loss: 0.143 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 1.949 +2025-09-22 11:27:47,445 INFO Epoch 4 Batch 3699 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.137 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 1.925 +2025-09-22 11:29:59,725 INFO Epoch 4 Batch 3799 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.144 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 1.948 +2025-09-22 11:32:12,082 INFO Epoch 4 Batch 3899 LR : 0.00009 Top1 Acc.: 96.164 CLS Loss: 0.139 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.925 +2025-09-22 11:34:24,367 INFO Epoch 4 Batch 3999 LR : 0.00009 Top1 Acc.: 96.617 CLS Loss: 0.124 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.877 +2025-09-22 11:36:36,629 INFO Epoch 4 Batch 4099 LR : 0.00009 Top1 Acc.: 96.055 CLS Loss: 0.141 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.908 +2025-09-22 11:38:48,942 INFO Epoch 4 Batch 4199 LR : 0.00009 Top1 Acc.: 96.289 CLS Loss: 0.142 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.937 +2025-09-22 11:41:01,299 INFO Epoch 4 Batch 4299 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.139 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.931 +2025-09-22 11:43:13,575 INFO Epoch 4 Batch 4399 LR : 0.00009 Top1 Acc.: 96.078 CLS Loss: 0.140 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.932 +2025-09-22 11:45:25,942 INFO Epoch 4 Batch 4499 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.141 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.933 +2025-09-22 11:47:38,278 INFO Epoch 4 Batch 4599 LR : 0.00009 Top1 Acc.: 96.180 CLS Loss: 0.141 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.936 +2025-09-22 11:49:50,662 INFO Epoch 4 Batch 4699 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.135 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.915 +2025-09-22 11:52:02,900 INFO Epoch 4 Batch 4799 LR : 0.00009 Top1 Acc.: 96.008 CLS Loss: 0.143 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.931 +2025-09-22 11:54:15,140 INFO Epoch 4 Batch 4899 LR : 0.00009 Top1 Acc.: 96.070 CLS Loss: 0.149 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.952 +2025-09-22 11:56:27,408 INFO Epoch 4 Batch 4999 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.137 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.906 +2025-09-22 11:57:20,584 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 82.024 FPR: 57.688 AUROC: 88.061 AUPR: 61.163 AURC: 44.199 EAURC: 26.977 AUPR Succ.: 96.832 ECE: 4.334 NLL: 6.912 Brier: 25.746 +2025-09-22 11:58:37,533 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 82.074 FPR: 58.161 AUROC: 87.990 AUPR: 60.885 AURC: 44.263 EAURC: 27.140 AUPR Succ.: 96.814 ECE: 4.323 NLL: 6.913 Brier: 25.740 +2025-09-22 11:58:37,540 INFO ####### --- Training Epoch 5 --- ####### +2025-09-22 12:02:01,817 INFO Epoch 5 Batch 99 LR : 0.00009 Top1 Acc.: 96.289 CLS Loss: 0.141 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.491 Tot. Loss: 1.959 +2025-09-22 12:04:13,250 INFO Epoch 5 Batch 199 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.139 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 1.929 +2025-09-22 12:06:25,110 INFO Epoch 5 Batch 299 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.136 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.909 +2025-09-22 12:08:36,984 INFO Epoch 5 Batch 399 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.146 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.938 +2025-09-22 12:10:48,079 INFO Epoch 5 Batch 499 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.139 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.930 +2025-09-22 12:12:59,211 INFO Epoch 5 Batch 599 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.143 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.921 +2025-09-22 12:15:10,546 INFO Epoch 5 Batch 699 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.138 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.920 +2025-09-22 12:17:22,154 INFO Epoch 5 Batch 799 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.138 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 1.935 +2025-09-22 12:19:33,871 INFO Epoch 5 Batch 899 LR : 0.00009 Top1 Acc.: 95.938 CLS Loss: 0.141 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.940 +2025-09-22 12:21:45,745 INFO Epoch 5 Batch 999 LR : 0.00009 Top1 Acc.: 96.234 CLS Loss: 0.137 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.938 +2025-09-22 12:23:57,683 INFO Epoch 5 Batch 1099 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.135 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.914 +2025-09-22 12:26:09,673 INFO Epoch 5 Batch 1199 LR : 0.00009 Top1 Acc.: 96.367 CLS Loss: 0.131 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.890 +2025-09-22 12:28:21,728 INFO Epoch 5 Batch 1299 LR : 0.00009 Top1 Acc.: 96.195 CLS Loss: 0.140 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 1.935 +2025-09-22 12:30:33,809 INFO Epoch 5 Batch 1399 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.131 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.889 +2025-09-22 12:32:45,749 INFO Epoch 5 Batch 1499 LR : 0.00009 Top1 Acc.: 96.172 CLS Loss: 0.137 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.915 +2025-09-22 12:34:57,716 INFO Epoch 5 Batch 1599 LR : 0.00009 Top1 Acc.: 95.977 CLS Loss: 0.137 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.899 +2025-09-22 12:37:09,675 INFO Epoch 5 Batch 1699 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.138 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.909 +2025-09-22 12:39:21,720 INFO Epoch 5 Batch 1799 LR : 0.00009 Top1 Acc.: 96.273 CLS Loss: 0.137 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.909 +2025-09-22 12:41:33,719 INFO Epoch 5 Batch 1899 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.132 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.894 +2025-09-22 12:43:45,710 INFO Epoch 5 Batch 1999 LR : 0.00009 Top1 Acc.: 96.305 CLS Loss: 0.135 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.923 +2025-09-22 12:45:57,580 INFO Epoch 5 Batch 2099 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.137 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.902 +2025-09-22 12:48:09,498 INFO Epoch 5 Batch 2199 LR : 0.00009 Top1 Acc.: 96.492 CLS Loss: 0.129 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 1.891 +2025-09-22 12:50:21,531 INFO Epoch 5 Batch 2299 LR : 0.00009 Top1 Acc.: 96.305 CLS Loss: 0.134 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.908 +2025-09-22 12:52:33,542 INFO Epoch 5 Batch 2399 LR : 0.00009 Top1 Acc.: 96.305 CLS Loss: 0.135 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.925 +2025-09-22 12:54:45,557 INFO Epoch 5 Batch 2499 LR : 0.00009 Top1 Acc.: 96.047 CLS Loss: 0.142 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.485 Tot. Loss: 1.956 +2025-09-22 12:56:57,621 INFO Epoch 5 Batch 2599 LR : 0.00009 Top1 Acc.: 96.500 CLS Loss: 0.129 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.907 +2025-09-22 12:59:09,601 INFO Epoch 5 Batch 2699 LR : 0.00009 Top1 Acc.: 96.383 CLS Loss: 0.129 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.890 +2025-09-22 13:01:21,619 INFO Epoch 5 Batch 2799 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.137 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.898 +2025-09-22 13:03:33,707 INFO Epoch 5 Batch 2899 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.138 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.950 +2025-09-22 13:05:45,784 INFO Epoch 5 Batch 2999 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.139 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 1.924 +2025-09-22 13:07:57,867 INFO Epoch 5 Batch 3099 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.135 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.910 +2025-09-22 13:10:09,880 INFO Epoch 5 Batch 3199 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.136 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.915 +2025-09-22 13:12:21,831 INFO Epoch 5 Batch 3299 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.142 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.934 +2025-09-22 13:14:33,888 INFO Epoch 5 Batch 3399 LR : 0.00009 Top1 Acc.: 96.547 CLS Loss: 0.132 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.907 +2025-09-22 13:16:45,918 INFO Epoch 5 Batch 3499 LR : 0.00009 Top1 Acc.: 96.469 CLS Loss: 0.129 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.883 +2025-09-22 13:18:57,970 INFO Epoch 5 Batch 3599 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.141 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.935 +2025-09-22 13:21:09,974 INFO Epoch 5 Batch 3699 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.135 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.907 +2025-09-22 13:23:21,996 INFO Epoch 5 Batch 3799 LR : 0.00009 Top1 Acc.: 96.148 CLS Loss: 0.143 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.943 +2025-09-22 13:25:34,006 INFO Epoch 5 Batch 3899 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.136 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 1.921 +2025-09-22 13:27:46,067 INFO Epoch 5 Batch 3999 LR : 0.00009 Top1 Acc.: 96.672 CLS Loss: 0.124 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.878 +2025-09-22 13:29:58,153 INFO Epoch 5 Batch 4099 LR : 0.00009 Top1 Acc.: 96.039 CLS Loss: 0.139 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.925 +2025-09-22 13:32:10,161 INFO Epoch 5 Batch 4199 LR : 0.00009 Top1 Acc.: 96.250 CLS Loss: 0.140 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.920 +2025-09-22 13:34:22,235 INFO Epoch 5 Batch 4299 LR : 0.00009 Top1 Acc.: 96.531 CLS Loss: 0.136 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.910 +2025-09-22 13:36:34,191 INFO Epoch 5 Batch 4399 LR : 0.00009 Top1 Acc.: 96.125 CLS Loss: 0.139 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.909 +2025-09-22 13:38:46,171 INFO Epoch 5 Batch 4499 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.139 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.916 +2025-09-22 13:40:58,258 INFO Epoch 5 Batch 4599 LR : 0.00009 Top1 Acc.: 96.227 CLS Loss: 0.139 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.911 +2025-09-22 13:43:10,277 INFO Epoch 5 Batch 4699 LR : 0.00009 Top1 Acc.: 96.211 CLS Loss: 0.134 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 1.912 +2025-09-22 13:45:22,340 INFO Epoch 5 Batch 4799 LR : 0.00009 Top1 Acc.: 96.086 CLS Loss: 0.141 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.929 +2025-09-22 13:47:34,352 INFO Epoch 5 Batch 4899 LR : 0.00009 Top1 Acc.: 96.031 CLS Loss: 0.146 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 1.957 +2025-09-22 13:49:46,361 INFO Epoch 5 Batch 4999 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.136 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.908 +2025-09-22 13:50:45,390 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 82.040 FPR: 58.330 AUROC: 88.026 AUPR: 61.036 AURC: 44.084 EAURC: 26.893 AUPR Succ.: 96.843 ECE: 4.308 NLL: 6.911 Brier: 25.769 +2025-09-22 13:51:47,218 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 82.058 FPR: 57.942 AUROC: 88.027 AUPR: 61.115 AURC: 44.122 EAURC: 26.966 AUPR Succ.: 96.835 ECE: 4.324 NLL: 6.911 Brier: 25.750 +2025-09-22 13:51:47,225 INFO ####### --- Training Epoch 6 --- ####### +2025-09-22 13:55:10,041 INFO Epoch 6 Batch 99 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.138 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 1.930 +2025-09-22 13:57:21,448 INFO Epoch 6 Batch 199 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.136 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.903 +2025-09-22 13:59:32,899 INFO Epoch 6 Batch 299 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.134 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.911 +2025-09-22 14:01:43,984 INFO Epoch 6 Batch 399 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.143 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.933 +2025-09-22 14:03:55,215 INFO Epoch 6 Batch 499 LR : 0.00008 Top1 Acc.: 96.320 CLS Loss: 0.135 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 1.910 +2025-09-22 14:06:06,633 INFO Epoch 6 Batch 599 LR : 0.00008 Top1 Acc.: 96.109 CLS Loss: 0.141 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 1.918 +2025-09-22 14:08:17,989 INFO Epoch 6 Batch 699 LR : 0.00008 Top1 Acc.: 96.336 CLS Loss: 0.136 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.893 +2025-09-22 14:10:29,399 INFO Epoch 6 Batch 799 LR : 0.00008 Top1 Acc.: 96.391 CLS Loss: 0.135 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.902 +2025-09-22 14:12:41,058 INFO Epoch 6 Batch 899 LR : 0.00008 Top1 Acc.: 96.094 CLS Loss: 0.138 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.916 +2025-09-22 14:14:52,795 INFO Epoch 6 Batch 999 LR : 0.00008 Top1 Acc.: 96.266 CLS Loss: 0.135 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.901 +2025-09-22 14:17:04,674 INFO Epoch 6 Batch 1099 LR : 0.00008 Top1 Acc.: 96.336 CLS Loss: 0.134 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.909 +2025-09-22 14:19:16,793 INFO Epoch 6 Batch 1199 LR : 0.00008 Top1 Acc.: 96.445 CLS Loss: 0.129 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.888 +2025-09-22 14:21:29,075 INFO Epoch 6 Batch 1299 LR : 0.00008 Top1 Acc.: 96.219 CLS Loss: 0.138 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 1.919 +2025-09-22 14:23:41,335 INFO Epoch 6 Batch 1399 LR : 0.00008 Top1 Acc.: 96.273 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.883 +2025-09-22 14:25:53,622 INFO Epoch 6 Batch 1499 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.135 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.907 +2025-09-22 14:28:05,900 INFO Epoch 6 Batch 1599 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.134 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.895 +2025-09-22 14:30:18,233 INFO Epoch 6 Batch 1699 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.136 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.472 Tot. Loss: 1.917 +2025-09-22 14:32:30,451 INFO Epoch 6 Batch 1799 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.136 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.898 +2025-09-22 14:34:42,739 INFO Epoch 6 Batch 1899 LR : 0.00008 Top1 Acc.: 96.219 CLS Loss: 0.131 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.897 +2025-09-22 14:36:55,090 INFO Epoch 6 Batch 1999 LR : 0.00008 Top1 Acc.: 96.320 CLS Loss: 0.133 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.889 +2025-09-22 14:39:07,429 INFO Epoch 6 Batch 2099 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.134 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.907 +2025-09-22 14:41:19,789 INFO Epoch 6 Batch 2199 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.878 +2025-09-22 14:43:32,128 INFO Epoch 6 Batch 2299 LR : 0.00008 Top1 Acc.: 96.352 CLS Loss: 0.133 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.914 +2025-09-22 14:45:44,408 INFO Epoch 6 Batch 2399 LR : 0.00008 Top1 Acc.: 96.445 CLS Loss: 0.132 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.905 +2025-09-22 14:47:56,701 INFO Epoch 6 Batch 2499 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.140 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.930 +2025-09-22 14:50:09,025 INFO Epoch 6 Batch 2599 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.885 +2025-09-22 14:52:21,351 INFO Epoch 6 Batch 2699 LR : 0.00008 Top1 Acc.: 96.477 CLS Loss: 0.128 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 1.905 +2025-09-22 14:54:33,655 INFO Epoch 6 Batch 2799 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.135 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.901 +2025-09-22 14:56:45,975 INFO Epoch 6 Batch 2899 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.136 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.918 +2025-09-22 14:58:58,355 INFO Epoch 6 Batch 2999 LR : 0.00008 Top1 Acc.: 96.133 CLS Loss: 0.138 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.904 +2025-09-22 15:01:10,645 INFO Epoch 6 Batch 3099 LR : 0.00008 Top1 Acc.: 96.414 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.883 +2025-09-22 15:03:22,959 INFO Epoch 6 Batch 3199 LR : 0.00008 Top1 Acc.: 96.266 CLS Loss: 0.133 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.879 +2025-09-22 15:05:35,317 INFO Epoch 6 Batch 3299 LR : 0.00008 Top1 Acc.: 96.320 CLS Loss: 0.140 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.930 +2025-09-22 15:07:47,653 INFO Epoch 6 Batch 3399 LR : 0.00008 Top1 Acc.: 96.594 CLS Loss: 0.130 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 1.878 +2025-09-22 15:09:59,915 INFO Epoch 6 Batch 3499 LR : 0.00008 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.870 +2025-09-22 15:12:12,275 INFO Epoch 6 Batch 3599 LR : 0.00008 Top1 Acc.: 96.109 CLS Loss: 0.139 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 1.926 +2025-09-22 15:14:24,608 INFO Epoch 6 Batch 3699 LR : 0.00008 Top1 Acc.: 96.352 CLS Loss: 0.133 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 1.900 +2025-09-22 15:16:36,893 INFO Epoch 6 Batch 3799 LR : 0.00008 Top1 Acc.: 96.211 CLS Loss: 0.140 Mixup Loss: 1.316 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 1.937 +2025-09-22 15:18:49,172 INFO Epoch 6 Batch 3899 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.135 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 1.917 +2025-09-22 15:21:01,466 INFO Epoch 6 Batch 3999 LR : 0.00008 Top1 Acc.: 96.727 CLS Loss: 0.122 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.843 +2025-09-22 15:23:13,752 INFO Epoch 6 Batch 4099 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.137 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.905 +2025-09-22 15:25:26,180 INFO Epoch 6 Batch 4199 LR : 0.00008 Top1 Acc.: 96.375 CLS Loss: 0.137 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.904 +2025-09-22 15:27:38,503 INFO Epoch 6 Batch 4299 LR : 0.00008 Top1 Acc.: 96.516 CLS Loss: 0.135 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.484 Tot. Loss: 1.922 +2025-09-22 15:29:50,837 INFO Epoch 6 Batch 4399 LR : 0.00008 Top1 Acc.: 96.211 CLS Loss: 0.136 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.900 +2025-09-22 15:32:03,121 INFO Epoch 6 Batch 4499 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.137 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.916 +2025-09-22 15:34:15,455 INFO Epoch 6 Batch 4599 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.137 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.887 +2025-09-22 15:36:27,796 INFO Epoch 6 Batch 4699 LR : 0.00008 Top1 Acc.: 96.344 CLS Loss: 0.131 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.877 +2025-09-22 15:38:40,158 INFO Epoch 6 Batch 4799 LR : 0.00008 Top1 Acc.: 96.016 CLS Loss: 0.139 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.891 +2025-09-22 15:40:52,462 INFO Epoch 6 Batch 4899 LR : 0.00008 Top1 Acc.: 96.125 CLS Loss: 0.145 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.472 Tot. Loss: 1.927 +2025-09-22 15:43:04,733 INFO Epoch 6 Batch 4999 LR : 0.00008 Top1 Acc.: 96.227 CLS Loss: 0.133 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.896 +2025-09-22 15:43:57,646 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 82.040 FPR: 58.330 AUROC: 88.034 AUPR: 61.170 AURC: 44.009 EAURC: 26.818 AUPR Succ.: 96.852 ECE: 4.292 NLL: 6.911 Brier: 25.774 +2025-09-22 15:44:40,813 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 82.048 FPR: 58.122 AUROC: 88.039 AUPR: 61.144 AURC: 44.023 EAURC: 26.848 AUPR Succ.: 96.849 ECE: 4.334 NLL: 6.910 Brier: 25.763 +2025-09-22 15:44:40,820 INFO ####### --- Training Epoch 7 --- ####### +2025-09-22 15:48:03,852 INFO Epoch 7 Batch 99 LR : 0.00008 Top1 Acc.: 96.336 CLS Loss: 0.137 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.905 +2025-09-22 15:50:15,216 INFO Epoch 7 Batch 199 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.134 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.898 +2025-09-22 15:52:26,350 INFO Epoch 7 Batch 299 LR : 0.00008 Top1 Acc.: 96.289 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.877 +2025-09-22 15:54:37,478 INFO Epoch 7 Batch 399 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.142 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.922 +2025-09-22 15:56:48,905 INFO Epoch 7 Batch 499 LR : 0.00008 Top1 Acc.: 96.367 CLS Loss: 0.134 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.893 +2025-09-22 15:59:00,479 INFO Epoch 7 Batch 599 LR : 0.00008 Top1 Acc.: 96.281 CLS Loss: 0.140 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.914 +2025-09-22 16:01:11,745 INFO Epoch 7 Batch 699 LR : 0.00008 Top1 Acc.: 96.367 CLS Loss: 0.134 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.892 +2025-09-22 16:03:23,209 INFO Epoch 7 Batch 799 LR : 0.00008 Top1 Acc.: 96.359 CLS Loss: 0.135 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.886 +2025-09-22 16:05:34,791 INFO Epoch 7 Batch 899 LR : 0.00008 Top1 Acc.: 96.180 CLS Loss: 0.137 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.908 +2025-09-22 16:07:46,386 INFO Epoch 7 Batch 999 LR : 0.00008 Top1 Acc.: 96.305 CLS Loss: 0.133 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.896 +2025-09-22 16:09:58,096 INFO Epoch 7 Batch 1099 LR : 0.00008 Top1 Acc.: 96.375 CLS Loss: 0.132 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.870 +2025-09-22 16:12:09,902 INFO Epoch 7 Batch 1199 LR : 0.00008 Top1 Acc.: 96.570 CLS Loss: 0.128 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.892 +2025-09-22 16:14:21,761 INFO Epoch 7 Batch 1299 LR : 0.00008 Top1 Acc.: 96.359 CLS Loss: 0.136 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.887 +2025-09-22 16:16:33,690 INFO Epoch 7 Batch 1399 LR : 0.00008 Top1 Acc.: 96.398 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.862 +2025-09-22 16:18:45,654 INFO Epoch 7 Batch 1499 LR : 0.00008 Top1 Acc.: 96.266 CLS Loss: 0.133 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.881 +2025-09-22 16:20:57,587 INFO Epoch 7 Batch 1599 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.133 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.885 +2025-09-22 16:23:09,503 INFO Epoch 7 Batch 1699 LR : 0.00008 Top1 Acc.: 96.398 CLS Loss: 0.134 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.920 +2025-09-22 16:25:21,457 INFO Epoch 7 Batch 1799 LR : 0.00008 Top1 Acc.: 96.344 CLS Loss: 0.133 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 1.908 +2025-09-22 16:27:33,349 INFO Epoch 7 Batch 1899 LR : 0.00008 Top1 Acc.: 96.250 CLS Loss: 0.128 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.893 +2025-09-22 16:29:45,253 INFO Epoch 7 Batch 1999 LR : 0.00008 Top1 Acc.: 96.414 CLS Loss: 0.131 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.886 +2025-09-22 16:31:57,159 INFO Epoch 7 Batch 2099 LR : 0.00008 Top1 Acc.: 96.258 CLS Loss: 0.133 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.910 +2025-09-22 16:34:09,105 INFO Epoch 7 Batch 2199 LR : 0.00008 Top1 Acc.: 96.539 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.856 +2025-09-22 16:36:21,040 INFO Epoch 7 Batch 2299 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.878 +2025-09-22 16:38:33,046 INFO Epoch 7 Batch 2399 LR : 0.00008 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.901 +2025-09-22 16:40:45,004 INFO Epoch 7 Batch 2499 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.138 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.918 +2025-09-22 16:42:56,949 INFO Epoch 7 Batch 2599 LR : 0.00008 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.854 +2025-09-22 16:45:08,934 INFO Epoch 7 Batch 2699 LR : 0.00008 Top1 Acc.: 96.461 CLS Loss: 0.126 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.891 +2025-09-22 16:47:20,860 INFO Epoch 7 Batch 2799 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.133 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.882 +2025-09-22 16:49:32,839 INFO Epoch 7 Batch 2899 LR : 0.00008 Top1 Acc.: 96.430 CLS Loss: 0.135 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 1.928 +2025-09-22 16:51:44,833 INFO Epoch 7 Batch 2999 LR : 0.00008 Top1 Acc.: 96.164 CLS Loss: 0.136 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 1.907 +2025-09-22 16:53:56,761 INFO Epoch 7 Batch 3099 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.133 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.887 +2025-09-22 16:56:08,726 INFO Epoch 7 Batch 3199 LR : 0.00008 Top1 Acc.: 96.383 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.889 +2025-09-22 16:58:20,723 INFO Epoch 7 Batch 3299 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.138 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.905 +2025-09-22 17:00:32,673 INFO Epoch 7 Batch 3399 LR : 0.00007 Top1 Acc.: 96.609 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.859 +2025-09-22 17:02:44,647 INFO Epoch 7 Batch 3499 LR : 0.00007 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.868 +2025-09-22 17:04:56,633 INFO Epoch 7 Batch 3599 LR : 0.00007 Top1 Acc.: 96.180 CLS Loss: 0.138 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.905 +2025-09-22 17:07:08,579 INFO Epoch 7 Batch 3699 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.132 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.889 +2025-09-22 17:09:20,583 INFO Epoch 7 Batch 3799 LR : 0.00007 Top1 Acc.: 96.250 CLS Loss: 0.138 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.918 +2025-09-22 17:11:32,501 INFO Epoch 7 Batch 3899 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.133 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.900 +2025-09-22 17:13:44,361 INFO Epoch 7 Batch 3999 LR : 0.00007 Top1 Acc.: 96.828 CLS Loss: 0.119 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.852 +2025-09-22 17:15:56,326 INFO Epoch 7 Batch 4099 LR : 0.00007 Top1 Acc.: 96.273 CLS Loss: 0.134 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.888 +2025-09-22 17:18:08,358 INFO Epoch 7 Batch 4199 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.136 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 1.907 +2025-09-22 17:20:20,310 INFO Epoch 7 Batch 4299 LR : 0.00007 Top1 Acc.: 96.672 CLS Loss: 0.133 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.876 +2025-09-22 17:22:32,155 INFO Epoch 7 Batch 4399 LR : 0.00007 Top1 Acc.: 96.328 CLS Loss: 0.134 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.864 +2025-09-22 17:24:43,969 INFO Epoch 7 Batch 4499 LR : 0.00007 Top1 Acc.: 96.336 CLS Loss: 0.136 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.906 +2025-09-22 17:26:55,783 INFO Epoch 7 Batch 4599 LR : 0.00007 Top1 Acc.: 96.289 CLS Loss: 0.136 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.867 +2025-09-22 17:29:07,636 INFO Epoch 7 Batch 4699 LR : 0.00007 Top1 Acc.: 96.273 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.883 +2025-09-22 17:31:19,500 INFO Epoch 7 Batch 4799 LR : 0.00007 Top1 Acc.: 96.125 CLS Loss: 0.138 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 1.914 +2025-09-22 17:33:31,341 INFO Epoch 7 Batch 4899 LR : 0.00007 Top1 Acc.: 96.164 CLS Loss: 0.143 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 1.912 +2025-09-22 17:35:43,227 INFO Epoch 7 Batch 4999 LR : 0.00007 Top1 Acc.: 96.266 CLS Loss: 0.132 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.891 +2025-09-22 17:36:37,909 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 81.986 FPR: 58.121 AUROC: 88.087 AUPR: 61.417 AURC: 43.987 EAURC: 26.689 AUPR Succ.: 96.866 ECE: 4.347 NLL: 6.916 Brier: 25.797 +2025-09-22 17:37:22,020 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 82.042 FPR: 58.169 AUROC: 88.043 AUPR: 61.180 AURC: 43.951 EAURC: 26.764 AUPR Succ.: 96.859 ECE: 4.325 NLL: 6.913 Brier: 25.779 +2025-09-22 17:37:22,028 INFO ####### --- Training Epoch 8 --- ####### +2025-09-22 17:40:47,328 INFO Epoch 8 Batch 99 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.135 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.886 +2025-09-22 17:42:58,496 INFO Epoch 8 Batch 199 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.133 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.898 +2025-09-22 17:45:09,573 INFO Epoch 8 Batch 299 LR : 0.00007 Top1 Acc.: 96.320 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.874 +2025-09-22 17:47:20,907 INFO Epoch 8 Batch 399 LR : 0.00007 Top1 Acc.: 96.328 CLS Loss: 0.141 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.892 +2025-09-22 17:49:32,509 INFO Epoch 8 Batch 499 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.133 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.898 +2025-09-22 17:51:44,073 INFO Epoch 8 Batch 599 LR : 0.00007 Top1 Acc.: 96.242 CLS Loss: 0.138 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 1.900 +2025-09-22 17:53:55,328 INFO Epoch 8 Batch 699 LR : 0.00007 Top1 Acc.: 96.500 CLS Loss: 0.132 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.893 +2025-09-22 17:56:06,738 INFO Epoch 8 Batch 799 LR : 0.00007 Top1 Acc.: 96.383 CLS Loss: 0.133 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.857 +2025-09-22 17:58:18,253 INFO Epoch 8 Batch 899 LR : 0.00007 Top1 Acc.: 96.141 CLS Loss: 0.135 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.891 +2025-09-22 18:00:29,815 INFO Epoch 8 Batch 999 LR : 0.00007 Top1 Acc.: 96.336 CLS Loss: 0.132 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.873 +2025-09-22 18:02:41,450 INFO Epoch 8 Batch 1099 LR : 0.00007 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.864 +2025-09-22 18:04:53,279 INFO Epoch 8 Batch 1199 LR : 0.00007 Top1 Acc.: 96.523 CLS Loss: 0.127 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.883 +2025-09-22 18:07:05,113 INFO Epoch 8 Batch 1299 LR : 0.00007 Top1 Acc.: 96.359 CLS Loss: 0.135 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.901 +2025-09-22 18:09:17,069 INFO Epoch 8 Batch 1399 LR : 0.00007 Top1 Acc.: 96.461 CLS Loss: 0.127 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.834 +2025-09-22 18:11:29,103 INFO Epoch 8 Batch 1499 LR : 0.00007 Top1 Acc.: 96.398 CLS Loss: 0.132 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.882 +2025-09-22 18:13:41,011 INFO Epoch 8 Batch 1599 LR : 0.00007 Top1 Acc.: 96.117 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.886 +2025-09-22 18:15:52,965 INFO Epoch 8 Batch 1699 LR : 0.00007 Top1 Acc.: 96.445 CLS Loss: 0.133 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.886 +2025-09-22 18:18:04,912 INFO Epoch 8 Batch 1799 LR : 0.00007 Top1 Acc.: 96.508 CLS Loss: 0.132 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.887 +2025-09-22 18:20:16,785 INFO Epoch 8 Batch 1899 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.127 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.855 +2025-09-22 18:22:28,639 INFO Epoch 8 Batch 1999 LR : 0.00007 Top1 Acc.: 96.531 CLS Loss: 0.130 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.868 +2025-09-22 18:24:40,536 INFO Epoch 8 Batch 2099 LR : 0.00007 Top1 Acc.: 96.328 CLS Loss: 0.133 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.887 +2025-09-22 18:26:52,491 INFO Epoch 8 Batch 2199 LR : 0.00007 Top1 Acc.: 96.664 CLS Loss: 0.125 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.841 +2025-09-22 18:29:04,403 INFO Epoch 8 Batch 2299 LR : 0.00007 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.885 +2025-09-22 18:31:16,348 INFO Epoch 8 Batch 2399 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.866 +2025-09-22 18:33:28,360 INFO Epoch 8 Batch 2499 LR : 0.00007 Top1 Acc.: 96.125 CLS Loss: 0.136 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 1.910 +2025-09-22 18:35:40,386 INFO Epoch 8 Batch 2599 LR : 0.00007 Top1 Acc.: 96.680 CLS Loss: 0.124 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.852 +2025-09-22 18:37:52,374 INFO Epoch 8 Batch 2699 LR : 0.00007 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.862 +2025-09-22 18:40:04,349 INFO Epoch 8 Batch 2799 LR : 0.00007 Top1 Acc.: 96.141 CLS Loss: 0.133 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.882 +2025-09-22 18:42:16,228 INFO Epoch 8 Batch 2899 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.133 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 1.933 +2025-09-22 18:44:28,145 INFO Epoch 8 Batch 2999 LR : 0.00007 Top1 Acc.: 96.188 CLS Loss: 0.135 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.893 +2025-09-22 18:46:40,013 INFO Epoch 8 Batch 3099 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.884 +2025-09-22 18:48:52,007 INFO Epoch 8 Batch 3199 LR : 0.00007 Top1 Acc.: 96.352 CLS Loss: 0.131 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.884 +2025-09-22 18:51:03,947 INFO Epoch 8 Batch 3299 LR : 0.00007 Top1 Acc.: 96.484 CLS Loss: 0.137 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.893 +2025-09-22 18:53:15,874 INFO Epoch 8 Batch 3399 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.860 +2025-09-22 18:55:27,868 INFO Epoch 8 Batch 3499 LR : 0.00007 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.861 +2025-09-22 18:57:39,849 INFO Epoch 8 Batch 3599 LR : 0.00007 Top1 Acc.: 96.227 CLS Loss: 0.137 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.891 +2025-09-22 18:59:51,753 INFO Epoch 8 Batch 3699 LR : 0.00007 Top1 Acc.: 96.508 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.871 +2025-09-22 19:02:03,720 INFO Epoch 8 Batch 3799 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.137 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.912 +2025-09-22 19:04:15,687 INFO Epoch 8 Batch 3899 LR : 0.00007 Top1 Acc.: 96.516 CLS Loss: 0.132 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.877 +2025-09-22 19:06:27,630 INFO Epoch 8 Batch 3999 LR : 0.00007 Top1 Acc.: 96.781 CLS Loss: 0.119 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.855 +2025-09-22 19:08:39,633 INFO Epoch 8 Batch 4099 LR : 0.00007 Top1 Acc.: 96.375 CLS Loss: 0.134 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 1.891 +2025-09-22 19:10:51,556 INFO Epoch 8 Batch 4199 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.135 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.905 +2025-09-22 19:13:03,544 INFO Epoch 8 Batch 4299 LR : 0.00007 Top1 Acc.: 96.664 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.887 +2025-09-22 19:15:15,599 INFO Epoch 8 Batch 4399 LR : 0.00007 Top1 Acc.: 96.289 CLS Loss: 0.133 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.872 +2025-09-22 19:17:27,554 INFO Epoch 8 Batch 4499 LR : 0.00007 Top1 Acc.: 96.336 CLS Loss: 0.135 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.882 +2025-09-22 19:19:39,513 INFO Epoch 8 Batch 4599 LR : 0.00007 Top1 Acc.: 96.328 CLS Loss: 0.135 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.863 +2025-09-22 19:21:51,491 INFO Epoch 8 Batch 4699 LR : 0.00007 Top1 Acc.: 96.422 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.870 +2025-09-22 19:24:03,484 INFO Epoch 8 Batch 4799 LR : 0.00007 Top1 Acc.: 96.078 CLS Loss: 0.136 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.894 +2025-09-22 19:26:15,426 INFO Epoch 8 Batch 4899 LR : 0.00007 Top1 Acc.: 96.125 CLS Loss: 0.142 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.909 +2025-09-22 19:28:27,344 INFO Epoch 8 Batch 4999 LR : 0.00007 Top1 Acc.: 96.320 CLS Loss: 0.131 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.853 +2025-09-22 19:29:20,045 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 82.002 FPR: 58.140 AUROC: 88.050 AUPR: 61.218 AURC: 43.938 EAURC: 26.671 AUPR Succ.: 96.869 ECE: 4.364 NLL: 6.921 Brier: 25.815 +2025-09-22 19:30:03,936 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 82.010 FPR: 58.177 AUROC: 88.078 AUPR: 61.435 AURC: 43.901 EAURC: 26.650 AUPR Succ.: 96.871 ECE: 4.343 NLL: 6.917 Brier: 25.797 +2025-09-22 19:30:03,944 INFO ####### --- Training Epoch 9 --- ####### +2025-09-22 19:33:28,209 INFO Epoch 9 Batch 99 LR : 0.00007 Top1 Acc.: 96.359 CLS Loss: 0.134 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.907 +2025-09-22 19:35:39,378 INFO Epoch 9 Batch 199 LR : 0.00007 Top1 Acc.: 96.570 CLS Loss: 0.131 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.881 +2025-09-22 19:37:50,800 INFO Epoch 9 Batch 299 LR : 0.00007 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 1.893 +2025-09-22 19:40:02,553 INFO Epoch 9 Batch 399 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.138 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.897 +2025-09-22 19:42:14,578 INFO Epoch 9 Batch 499 LR : 0.00006 Top1 Acc.: 96.430 CLS Loss: 0.131 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.877 +2025-09-22 19:44:26,620 INFO Epoch 9 Batch 599 LR : 0.00006 Top1 Acc.: 96.359 CLS Loss: 0.137 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.883 +2025-09-22 19:46:38,775 INFO Epoch 9 Batch 699 LR : 0.00006 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.861 +2025-09-22 19:48:50,265 INFO Epoch 9 Batch 799 LR : 0.00006 Top1 Acc.: 96.547 CLS Loss: 0.131 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.874 +2025-09-22 19:51:01,843 INFO Epoch 9 Batch 899 LR : 0.00006 Top1 Acc.: 96.188 CLS Loss: 0.133 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.888 +2025-09-22 19:53:13,642 INFO Epoch 9 Batch 999 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.877 +2025-09-22 19:55:25,557 INFO Epoch 9 Batch 1099 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.855 +2025-09-22 19:57:37,680 INFO Epoch 9 Batch 1199 LR : 0.00006 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.876 +2025-09-22 19:59:49,893 INFO Epoch 9 Batch 1299 LR : 0.00006 Top1 Acc.: 96.383 CLS Loss: 0.133 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 1.896 +2025-09-22 20:02:02,108 INFO Epoch 9 Batch 1399 LR : 0.00006 Top1 Acc.: 96.469 CLS Loss: 0.125 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.864 +2025-09-22 20:04:14,320 INFO Epoch 9 Batch 1499 LR : 0.00006 Top1 Acc.: 96.352 CLS Loss: 0.131 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.867 +2025-09-22 20:06:26,520 INFO Epoch 9 Batch 1599 LR : 0.00006 Top1 Acc.: 96.195 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.868 +2025-09-22 20:08:38,820 INFO Epoch 9 Batch 1699 LR : 0.00006 Top1 Acc.: 96.531 CLS Loss: 0.132 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.877 +2025-09-22 20:10:51,144 INFO Epoch 9 Batch 1799 LR : 0.00006 Top1 Acc.: 96.555 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.862 +2025-09-22 20:13:03,385 INFO Epoch 9 Batch 1899 LR : 0.00006 Top1 Acc.: 96.375 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.852 +2025-09-22 20:15:15,602 INFO Epoch 9 Batch 1999 LR : 0.00006 Top1 Acc.: 96.523 CLS Loss: 0.129 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.869 +2025-09-22 20:17:27,835 INFO Epoch 9 Batch 2099 LR : 0.00006 Top1 Acc.: 96.383 CLS Loss: 0.130 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 1.883 +2025-09-22 20:19:40,107 INFO Epoch 9 Batch 2199 LR : 0.00006 Top1 Acc.: 96.688 CLS Loss: 0.124 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.846 +2025-09-22 20:21:52,397 INFO Epoch 9 Batch 2299 LR : 0.00006 Top1 Acc.: 96.508 CLS Loss: 0.129 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.887 +2025-09-22 20:24:04,544 INFO Epoch 9 Batch 2399 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.128 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.871 +2025-09-22 20:26:16,739 INFO Epoch 9 Batch 2499 LR : 0.00006 Top1 Acc.: 96.219 CLS Loss: 0.135 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 1.901 +2025-09-22 20:28:28,928 INFO Epoch 9 Batch 2599 LR : 0.00006 Top1 Acc.: 96.656 CLS Loss: 0.124 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.860 +2025-09-22 20:30:41,181 INFO Epoch 9 Batch 2699 LR : 0.00006 Top1 Acc.: 96.578 CLS Loss: 0.123 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.843 +2025-09-22 20:32:53,369 INFO Epoch 9 Batch 2799 LR : 0.00006 Top1 Acc.: 96.250 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 1.888 +2025-09-22 20:35:05,570 INFO Epoch 9 Batch 2899 LR : 0.00006 Top1 Acc.: 96.531 CLS Loss: 0.131 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.898 +2025-09-22 20:37:17,845 INFO Epoch 9 Batch 2999 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.876 +2025-09-22 20:39:30,013 INFO Epoch 9 Batch 3099 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.130 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.869 +2025-09-22 20:41:42,240 INFO Epoch 9 Batch 3199 LR : 0.00006 Top1 Acc.: 96.344 CLS Loss: 0.130 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.866 +2025-09-22 20:43:54,502 INFO Epoch 9 Batch 3299 LR : 0.00006 Top1 Acc.: 96.398 CLS Loss: 0.136 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.892 +2025-09-22 20:46:06,780 INFO Epoch 9 Batch 3399 LR : 0.00006 Top1 Acc.: 96.625 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 1.864 +2025-09-22 20:48:18,993 INFO Epoch 9 Batch 3499 LR : 0.00006 Top1 Acc.: 96.656 CLS Loss: 0.123 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.831 +2025-09-22 20:50:31,159 INFO Epoch 9 Batch 3599 LR : 0.00006 Top1 Acc.: 96.250 CLS Loss: 0.135 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.890 +2025-09-22 20:52:43,468 INFO Epoch 9 Batch 3699 LR : 0.00006 Top1 Acc.: 96.484 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.862 +2025-09-22 20:54:55,677 INFO Epoch 9 Batch 3799 LR : 0.00006 Top1 Acc.: 96.188 CLS Loss: 0.136 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.898 +2025-09-22 20:57:07,885 INFO Epoch 9 Batch 3899 LR : 0.00006 Top1 Acc.: 96.461 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.883 +2025-09-22 20:59:20,101 INFO Epoch 9 Batch 3999 LR : 0.00006 Top1 Acc.: 96.922 CLS Loss: 0.117 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.845 +2025-09-22 21:01:32,383 INFO Epoch 9 Batch 4099 LR : 0.00006 Top1 Acc.: 96.273 CLS Loss: 0.133 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.854 +2025-09-22 21:03:44,625 INFO Epoch 9 Batch 4199 LR : 0.00006 Top1 Acc.: 96.391 CLS Loss: 0.133 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.884 +2025-09-22 21:05:56,884 INFO Epoch 9 Batch 4299 LR : 0.00006 Top1 Acc.: 96.625 CLS Loss: 0.132 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.883 +2025-09-22 21:08:09,114 INFO Epoch 9 Batch 4399 LR : 0.00006 Top1 Acc.: 96.398 CLS Loss: 0.132 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.861 +2025-09-22 21:10:21,366 INFO Epoch 9 Batch 4499 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.133 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.873 +2025-09-22 21:12:33,619 INFO Epoch 9 Batch 4599 LR : 0.00006 Top1 Acc.: 96.367 CLS Loss: 0.134 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.855 +2025-09-22 21:14:45,829 INFO Epoch 9 Batch 4699 LR : 0.00006 Top1 Acc.: 96.391 CLS Loss: 0.128 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.864 +2025-09-22 21:16:58,000 INFO Epoch 9 Batch 4799 LR : 0.00006 Top1 Acc.: 96.227 CLS Loss: 0.135 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.877 +2025-09-22 21:19:10,232 INFO Epoch 9 Batch 4899 LR : 0.00006 Top1 Acc.: 96.211 CLS Loss: 0.140 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.880 +2025-09-22 21:21:22,513 INFO Epoch 9 Batch 4999 LR : 0.00006 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.856 +2025-09-22 21:22:12,991 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 82.014 FPR: 58.434 AUROC: 88.027 AUPR: 61.126 AURC: 43.888 EAURC: 26.646 AUPR Succ.: 96.873 ECE: 4.335 NLL: 6.924 Brier: 25.835 +2025-09-22 21:23:16,695 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 82.006 FPR: 58.175 AUROC: 88.069 AUPR: 61.329 AURC: 43.862 EAURC: 26.603 AUPR Succ.: 96.877 ECE: 4.354 NLL: 6.920 Brier: 25.815 +2025-09-22 21:23:16,703 INFO ####### --- Training Epoch 10 --- ####### +2025-09-22 21:26:39,280 INFO Epoch 10 Batch 99 LR : 0.00006 Top1 Acc.: 96.469 CLS Loss: 0.133 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.887 +2025-09-22 21:28:50,361 INFO Epoch 10 Batch 199 LR : 0.00006 Top1 Acc.: 96.570 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 1.886 +2025-09-22 21:31:01,740 INFO Epoch 10 Batch 299 LR : 0.00006 Top1 Acc.: 96.406 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.860 +2025-09-22 21:33:13,416 INFO Epoch 10 Batch 399 LR : 0.00006 Top1 Acc.: 96.414 CLS Loss: 0.138 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.877 +2025-09-22 21:35:25,252 INFO Epoch 10 Batch 499 LR : 0.00006 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.868 +2025-09-22 21:37:37,373 INFO Epoch 10 Batch 599 LR : 0.00006 Top1 Acc.: 96.297 CLS Loss: 0.136 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.878 +2025-09-22 21:39:49,444 INFO Epoch 10 Batch 699 LR : 0.00006 Top1 Acc.: 96.461 CLS Loss: 0.131 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.864 +2025-09-22 21:42:01,058 INFO Epoch 10 Batch 799 LR : 0.00006 Top1 Acc.: 96.547 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.876 +2025-09-22 21:44:12,690 INFO Epoch 10 Batch 899 LR : 0.00006 Top1 Acc.: 96.211 CLS Loss: 0.132 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.880 +2025-09-22 21:46:24,381 INFO Epoch 10 Batch 999 LR : 0.00006 Top1 Acc.: 96.422 CLS Loss: 0.129 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.855 +2025-09-22 21:48:36,220 INFO Epoch 10 Batch 1099 LR : 0.00006 Top1 Acc.: 96.516 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.845 +2025-09-22 21:50:48,190 INFO Epoch 10 Batch 1199 LR : 0.00006 Top1 Acc.: 96.648 CLS Loss: 0.124 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.845 +2025-09-22 21:53:00,223 INFO Epoch 10 Batch 1299 LR : 0.00006 Top1 Acc.: 96.391 CLS Loss: 0.133 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.895 +2025-09-22 21:55:12,337 INFO Epoch 10 Batch 1399 LR : 0.00006 Top1 Acc.: 96.438 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.867 +2025-09-22 21:57:24,445 INFO Epoch 10 Batch 1499 LR : 0.00006 Top1 Acc.: 96.383 CLS Loss: 0.130 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.860 +2025-09-22 21:59:36,607 INFO Epoch 10 Batch 1599 LR : 0.00006 Top1 Acc.: 96.180 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.854 +2025-09-22 22:01:48,801 INFO Epoch 10 Batch 1699 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.873 +2025-09-22 22:04:00,970 INFO Epoch 10 Batch 1799 LR : 0.00006 Top1 Acc.: 96.359 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.849 +2025-09-22 22:06:13,151 INFO Epoch 10 Batch 1899 LR : 0.00005 Top1 Acc.: 96.445 CLS Loss: 0.125 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.856 +2025-09-22 22:08:25,302 INFO Epoch 10 Batch 1999 LR : 0.00005 Top1 Acc.: 96.547 CLS Loss: 0.128 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.868 +2025-09-22 22:10:37,423 INFO Epoch 10 Batch 2099 LR : 0.00005 Top1 Acc.: 96.391 CLS Loss: 0.129 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.878 +2025-09-22 22:12:49,584 INFO Epoch 10 Batch 2199 LR : 0.00005 Top1 Acc.: 96.742 CLS Loss: 0.123 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.848 +2025-09-22 22:15:01,712 INFO Epoch 10 Batch 2299 LR : 0.00005 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.860 +2025-09-22 22:17:13,953 INFO Epoch 10 Batch 2399 LR : 0.00005 Top1 Acc.: 96.500 CLS Loss: 0.127 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.855 +2025-09-22 22:19:26,072 INFO Epoch 10 Batch 2499 LR : 0.00005 Top1 Acc.: 96.281 CLS Loss: 0.134 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.908 +2025-09-22 22:21:38,287 INFO Epoch 10 Batch 2599 LR : 0.00005 Top1 Acc.: 96.633 CLS Loss: 0.123 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.852 +2025-09-22 22:23:50,526 INFO Epoch 10 Batch 2699 LR : 0.00005 Top1 Acc.: 96.555 CLS Loss: 0.123 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.857 +2025-09-22 22:26:02,657 INFO Epoch 10 Batch 2799 LR : 0.00005 Top1 Acc.: 96.273 CLS Loss: 0.130 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.852 +2025-09-22 22:28:14,803 INFO Epoch 10 Batch 2899 LR : 0.00005 Top1 Acc.: 96.586 CLS Loss: 0.131 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.900 +2025-09-22 22:30:26,988 INFO Epoch 10 Batch 2999 LR : 0.00005 Top1 Acc.: 96.344 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.860 +2025-09-22 22:32:39,116 INFO Epoch 10 Batch 3099 LR : 0.00005 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.865 +2025-09-22 22:34:51,268 INFO Epoch 10 Batch 3199 LR : 0.00005 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.845 +2025-09-22 22:37:03,349 INFO Epoch 10 Batch 3299 LR : 0.00005 Top1 Acc.: 96.461 CLS Loss: 0.134 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.889 +2025-09-22 22:39:15,484 INFO Epoch 10 Batch 3399 LR : 0.00005 Top1 Acc.: 96.625 CLS Loss: 0.126 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.853 +2025-09-22 22:41:27,603 INFO Epoch 10 Batch 3499 LR : 0.00005 Top1 Acc.: 96.656 CLS Loss: 0.122 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.846 +2025-09-22 22:43:39,793 INFO Epoch 10 Batch 3599 LR : 0.00005 Top1 Acc.: 96.336 CLS Loss: 0.134 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.876 +2025-09-22 22:45:52,005 INFO Epoch 10 Batch 3699 LR : 0.00005 Top1 Acc.: 96.492 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.857 +2025-09-22 22:48:04,181 INFO Epoch 10 Batch 3799 LR : 0.00005 Top1 Acc.: 96.344 CLS Loss: 0.135 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.889 +2025-09-22 22:50:16,367 INFO Epoch 10 Batch 3899 LR : 0.00005 Top1 Acc.: 96.578 CLS Loss: 0.130 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 1.900 +2025-09-22 22:52:28,537 INFO Epoch 10 Batch 3999 LR : 0.00005 Top1 Acc.: 96.906 CLS Loss: 0.117 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.827 +2025-09-22 22:54:40,717 INFO Epoch 10 Batch 4099 LR : 0.00005 Top1 Acc.: 96.289 CLS Loss: 0.132 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.869 +2025-09-22 22:56:52,806 INFO Epoch 10 Batch 4199 LR : 0.00005 Top1 Acc.: 96.477 CLS Loss: 0.132 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.887 +2025-09-22 22:59:04,925 INFO Epoch 10 Batch 4299 LR : 0.00005 Top1 Acc.: 96.750 CLS Loss: 0.131 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.857 +2025-09-22 23:01:17,102 INFO Epoch 10 Batch 4399 LR : 0.00005 Top1 Acc.: 96.375 CLS Loss: 0.131 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.870 +2025-09-22 23:03:29,229 INFO Epoch 10 Batch 4499 LR : 0.00005 Top1 Acc.: 96.391 CLS Loss: 0.133 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.871 +2025-09-22 23:05:41,344 INFO Epoch 10 Batch 4599 LR : 0.00005 Top1 Acc.: 96.297 CLS Loss: 0.132 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.857 +2025-09-22 23:07:53,452 INFO Epoch 10 Batch 4699 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.126 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.860 +2025-09-22 23:10:05,545 INFO Epoch 10 Batch 4799 LR : 0.00005 Top1 Acc.: 96.266 CLS Loss: 0.134 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.879 +2025-09-22 23:12:17,553 INFO Epoch 10 Batch 4899 LR : 0.00005 Top1 Acc.: 96.195 CLS Loss: 0.140 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.891 +2025-09-22 23:14:29,319 INFO Epoch 10 Batch 4999 LR : 0.00005 Top1 Acc.: 96.383 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.851 +2025-09-22 23:15:21,799 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 81.992 FPR: 58.163 AUROC: 88.073 AUPR: 61.460 AURC: 43.828 EAURC: 26.542 AUPR Succ.: 96.884 ECE: 4.392 NLL: 6.922 Brier: 25.827 +2025-09-22 23:16:11,267 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 82.018 FPR: 58.203 AUROC: 88.050 AUPR: 61.286 AURC: 43.822 EAURC: 26.587 AUPR Succ.: 96.880 ECE: 4.363 NLL: 6.920 Brier: 25.821 +2025-09-22 23:16:11,275 INFO ####### --- Training Epoch 11 --- ####### +2025-09-22 23:19:34,588 INFO Epoch 11 Batch 99 LR : 0.00005 Top1 Acc.: 96.453 CLS Loss: 0.132 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.876 +2025-09-22 23:21:45,898 INFO Epoch 11 Batch 199 LR : 0.00005 Top1 Acc.: 96.594 CLS Loss: 0.130 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.871 +2025-09-22 23:23:57,619 INFO Epoch 11 Batch 299 LR : 0.00005 Top1 Acc.: 96.445 CLS Loss: 0.128 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.868 +2025-09-22 23:26:09,415 INFO Epoch 11 Batch 399 LR : 0.00005 Top1 Acc.: 96.398 CLS Loss: 0.137 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 1.894 +2025-09-22 23:28:21,382 INFO Epoch 11 Batch 499 LR : 0.00005 Top1 Acc.: 96.562 CLS Loss: 0.129 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.860 +2025-09-22 23:30:33,531 INFO Epoch 11 Batch 599 LR : 0.00005 Top1 Acc.: 96.305 CLS Loss: 0.135 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.876 +2025-09-22 23:32:45,432 INFO Epoch 11 Batch 699 LR : 0.00005 Top1 Acc.: 96.516 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.859 +2025-09-22 23:34:56,997 INFO Epoch 11 Batch 799 LR : 0.00005 Top1 Acc.: 96.500 CLS Loss: 0.130 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.875 +2025-09-22 23:37:08,423 INFO Epoch 11 Batch 899 LR : 0.00005 Top1 Acc.: 96.258 CLS Loss: 0.132 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.878 +2025-09-22 23:39:20,016 INFO Epoch 11 Batch 999 LR : 0.00005 Top1 Acc.: 96.430 CLS Loss: 0.128 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.833 +2025-09-22 23:41:31,712 INFO Epoch 11 Batch 1099 LR : 0.00005 Top1 Acc.: 96.508 CLS Loss: 0.128 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.853 +2025-09-22 23:43:43,498 INFO Epoch 11 Batch 1199 LR : 0.00005 Top1 Acc.: 96.688 CLS Loss: 0.124 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.850 +2025-09-22 23:45:55,468 INFO Epoch 11 Batch 1299 LR : 0.00005 Top1 Acc.: 96.500 CLS Loss: 0.132 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.884 +2025-09-22 23:48:07,526 INFO Epoch 11 Batch 1399 LR : 0.00005 Top1 Acc.: 96.539 CLS Loss: 0.124 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.828 +2025-09-22 23:50:19,625 INFO Epoch 11 Batch 1499 LR : 0.00005 Top1 Acc.: 96.344 CLS Loss: 0.129 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.873 +2025-09-22 23:52:31,723 INFO Epoch 11 Batch 1599 LR : 0.00005 Top1 Acc.: 96.242 CLS Loss: 0.129 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.852 +2025-09-22 23:54:43,886 INFO Epoch 11 Batch 1699 LR : 0.00005 Top1 Acc.: 96.648 CLS Loss: 0.130 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.876 +2025-09-22 23:56:56,038 INFO Epoch 11 Batch 1799 LR : 0.00005 Top1 Acc.: 96.508 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.851 +2025-09-22 23:59:08,290 INFO Epoch 11 Batch 1899 LR : 0.00005 Top1 Acc.: 96.445 CLS Loss: 0.124 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.854 +2025-09-23 00:01:20,521 INFO Epoch 11 Batch 1999 LR : 0.00005 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.853 +2025-09-23 00:03:32,633 INFO Epoch 11 Batch 2099 LR : 0.00005 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.863 +2025-09-23 00:05:44,813 INFO Epoch 11 Batch 2199 LR : 0.00005 Top1 Acc.: 96.828 CLS Loss: 0.122 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.826 +2025-09-23 00:07:56,958 INFO Epoch 11 Batch 2299 LR : 0.00005 Top1 Acc.: 96.586 CLS Loss: 0.126 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.872 +2025-09-23 00:10:09,106 INFO Epoch 11 Batch 2399 LR : 0.00005 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.853 +2025-09-23 00:12:21,197 INFO Epoch 11 Batch 2499 LR : 0.00005 Top1 Acc.: 96.320 CLS Loss: 0.134 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.889 +2025-09-23 00:14:33,285 INFO Epoch 11 Batch 2599 LR : 0.00005 Top1 Acc.: 96.734 CLS Loss: 0.122 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.829 +2025-09-23 00:16:45,390 INFO Epoch 11 Batch 2699 LR : 0.00005 Top1 Acc.: 96.625 CLS Loss: 0.122 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.859 +2025-09-23 00:18:57,522 INFO Epoch 11 Batch 2799 LR : 0.00005 Top1 Acc.: 96.320 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.861 +2025-09-23 00:21:09,756 INFO Epoch 11 Batch 2899 LR : 0.00005 Top1 Acc.: 96.586 CLS Loss: 0.130 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.891 +2025-09-23 00:23:21,905 INFO Epoch 11 Batch 2999 LR : 0.00005 Top1 Acc.: 96.305 CLS Loss: 0.131 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 1.868 +2025-09-23 00:25:33,990 INFO Epoch 11 Batch 3099 LR : 0.00005 Top1 Acc.: 96.570 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.839 +2025-09-23 00:27:46,082 INFO Epoch 11 Batch 3199 LR : 0.00005 Top1 Acc.: 96.391 CLS Loss: 0.128 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.870 +2025-09-23 00:29:58,165 INFO Epoch 11 Batch 3299 LR : 0.00004 Top1 Acc.: 96.492 CLS Loss: 0.133 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.875 +2025-09-23 00:32:10,260 INFO Epoch 11 Batch 3399 LR : 0.00004 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.861 +2025-09-23 00:34:22,357 INFO Epoch 11 Batch 3499 LR : 0.00004 Top1 Acc.: 96.750 CLS Loss: 0.121 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.828 +2025-09-23 00:36:34,425 INFO Epoch 11 Batch 3599 LR : 0.00004 Top1 Acc.: 96.414 CLS Loss: 0.133 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.873 +2025-09-23 00:38:46,572 INFO Epoch 11 Batch 3699 LR : 0.00004 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.844 +2025-09-23 00:40:58,664 INFO Epoch 11 Batch 3799 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.134 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 1.886 +2025-09-23 00:43:10,839 INFO Epoch 11 Batch 3899 LR : 0.00004 Top1 Acc.: 96.500 CLS Loss: 0.129 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.875 +2025-09-23 00:45:22,955 INFO Epoch 11 Batch 3999 LR : 0.00004 Top1 Acc.: 96.875 CLS Loss: 0.116 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.819 +2025-09-23 00:47:35,113 INFO Epoch 11 Batch 4099 LR : 0.00004 Top1 Acc.: 96.477 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.866 +2025-09-23 00:49:47,224 INFO Epoch 11 Batch 4199 LR : 0.00004 Top1 Acc.: 96.516 CLS Loss: 0.131 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.867 +2025-09-23 00:51:59,386 INFO Epoch 11 Batch 4299 LR : 0.00004 Top1 Acc.: 96.703 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.843 +2025-09-23 00:54:11,524 INFO Epoch 11 Batch 4399 LR : 0.00004 Top1 Acc.: 96.367 CLS Loss: 0.130 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.854 +2025-09-23 00:56:23,645 INFO Epoch 11 Batch 4499 LR : 0.00004 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.856 +2025-09-23 00:58:35,739 INFO Epoch 11 Batch 4599 LR : 0.00004 Top1 Acc.: 96.414 CLS Loss: 0.132 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.858 +2025-09-23 01:00:47,934 INFO Epoch 11 Batch 4699 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.844 +2025-09-23 01:02:59,985 INFO Epoch 11 Batch 4799 LR : 0.00004 Top1 Acc.: 96.211 CLS Loss: 0.133 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.875 +2025-09-23 01:05:11,741 INFO Epoch 11 Batch 4899 LR : 0.00004 Top1 Acc.: 96.289 CLS Loss: 0.139 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.882 +2025-09-23 01:07:23,623 INFO Epoch 11 Batch 4999 LR : 0.00004 Top1 Acc.: 96.406 CLS Loss: 0.128 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.846 +2025-09-23 01:08:13,091 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 81.954 FPR: 57.974 AUROC: 88.108 AUPR: 61.509 AURC: 43.857 EAURC: 26.496 AUPR Succ.: 96.888 ECE: 4.434 NLL: 6.926 Brier: 25.848 +2025-09-23 01:08:55,176 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 82.000 FPR: 57.944 AUROC: 88.067 AUPR: 61.382 AURC: 43.810 EAURC: 26.540 AUPR Succ.: 96.885 ECE: 4.392 NLL: 6.923 Brier: 25.833 +2025-09-23 01:08:55,183 INFO ####### --- Training Epoch 12 --- ####### +2025-09-23 01:12:19,588 INFO Epoch 12 Batch 99 LR : 0.00004 Top1 Acc.: 96.523 CLS Loss: 0.131 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.867 +2025-09-23 01:14:30,822 INFO Epoch 12 Batch 199 LR : 0.00004 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.852 +2025-09-23 01:16:42,382 INFO Epoch 12 Batch 299 LR : 0.00004 Top1 Acc.: 96.492 CLS Loss: 0.126 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.865 +2025-09-23 01:18:54,185 INFO Epoch 12 Batch 399 LR : 0.00004 Top1 Acc.: 96.414 CLS Loss: 0.136 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.886 +2025-09-23 01:21:06,144 INFO Epoch 12 Batch 499 LR : 0.00004 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.856 +2025-09-23 01:23:18,225 INFO Epoch 12 Batch 599 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.134 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.879 +2025-09-23 01:25:30,209 INFO Epoch 12 Batch 699 LR : 0.00004 Top1 Acc.: 96.594 CLS Loss: 0.128 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.849 +2025-09-23 01:27:41,819 INFO Epoch 12 Batch 799 LR : 0.00004 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.861 +2025-09-23 01:29:53,347 INFO Epoch 12 Batch 899 LR : 0.00004 Top1 Acc.: 96.289 CLS Loss: 0.131 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.872 +2025-09-23 01:32:05,039 INFO Epoch 12 Batch 999 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.858 +2025-09-23 01:34:16,882 INFO Epoch 12 Batch 1099 LR : 0.00004 Top1 Acc.: 96.578 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.832 +2025-09-23 01:36:28,807 INFO Epoch 12 Batch 1199 LR : 0.00004 Top1 Acc.: 96.680 CLS Loss: 0.123 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.835 +2025-09-23 01:38:40,785 INFO Epoch 12 Batch 1299 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.132 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.885 +2025-09-23 01:40:52,936 INFO Epoch 12 Batch 1399 LR : 0.00004 Top1 Acc.: 96.539 CLS Loss: 0.124 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.828 +2025-09-23 01:43:04,995 INFO Epoch 12 Batch 1499 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.852 +2025-09-23 01:45:17,003 INFO Epoch 12 Batch 1599 LR : 0.00004 Top1 Acc.: 96.250 CLS Loss: 0.128 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.849 +2025-09-23 01:47:29,031 INFO Epoch 12 Batch 1699 LR : 0.00004 Top1 Acc.: 96.625 CLS Loss: 0.129 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.844 +2025-09-23 01:49:41,068 INFO Epoch 12 Batch 1799 LR : 0.00004 Top1 Acc.: 96.438 CLS Loss: 0.128 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.865 +2025-09-23 01:51:53,047 INFO Epoch 12 Batch 1899 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.123 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 1.821 +2025-09-23 01:54:05,084 INFO Epoch 12 Batch 1999 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.848 +2025-09-23 01:56:17,164 INFO Epoch 12 Batch 2099 LR : 0.00004 Top1 Acc.: 96.422 CLS Loss: 0.128 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.846 +2025-09-23 01:58:29,288 INFO Epoch 12 Batch 2199 LR : 0.00004 Top1 Acc.: 96.797 CLS Loss: 0.121 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.830 +2025-09-23 02:00:41,394 INFO Epoch 12 Batch 2299 LR : 0.00004 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.858 +2025-09-23 02:02:53,422 INFO Epoch 12 Batch 2399 LR : 0.00004 Top1 Acc.: 96.523 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.830 +2025-09-23 02:05:05,414 INFO Epoch 12 Batch 2499 LR : 0.00004 Top1 Acc.: 96.336 CLS Loss: 0.133 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.888 +2025-09-23 02:07:17,522 INFO Epoch 12 Batch 2599 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.121 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.852 +2025-09-23 02:09:29,571 INFO Epoch 12 Batch 2699 LR : 0.00004 Top1 Acc.: 96.578 CLS Loss: 0.121 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.843 +2025-09-23 02:11:41,629 INFO Epoch 12 Batch 2799 LR : 0.00004 Top1 Acc.: 96.336 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.850 +2025-09-23 02:13:53,711 INFO Epoch 12 Batch 2899 LR : 0.00004 Top1 Acc.: 96.617 CLS Loss: 0.129 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.882 +2025-09-23 02:16:05,825 INFO Epoch 12 Batch 2999 LR : 0.00004 Top1 Acc.: 96.422 CLS Loss: 0.131 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.868 +2025-09-23 02:18:17,918 INFO Epoch 12 Batch 3099 LR : 0.00004 Top1 Acc.: 96.609 CLS Loss: 0.128 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.860 +2025-09-23 02:20:30,050 INFO Epoch 12 Batch 3199 LR : 0.00004 Top1 Acc.: 96.492 CLS Loss: 0.127 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.849 +2025-09-23 02:22:42,183 INFO Epoch 12 Batch 3299 LR : 0.00004 Top1 Acc.: 96.562 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.866 +2025-09-23 02:24:54,314 INFO Epoch 12 Batch 3399 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.124 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.834 +2025-09-23 02:27:06,364 INFO Epoch 12 Batch 3499 LR : 0.00004 Top1 Acc.: 96.758 CLS Loss: 0.121 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.839 +2025-09-23 02:29:18,411 INFO Epoch 12 Batch 3599 LR : 0.00004 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.867 +2025-09-23 02:31:30,434 INFO Epoch 12 Batch 3699 LR : 0.00004 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.857 +2025-09-23 02:33:42,526 INFO Epoch 12 Batch 3799 LR : 0.00004 Top1 Acc.: 96.383 CLS Loss: 0.133 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.878 +2025-09-23 02:35:54,694 INFO Epoch 12 Batch 3899 LR : 0.00004 Top1 Acc.: 96.586 CLS Loss: 0.128 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.856 +2025-09-23 02:38:06,750 INFO Epoch 12 Batch 3999 LR : 0.00004 Top1 Acc.: 96.945 CLS Loss: 0.115 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.824 +2025-09-23 02:40:18,868 INFO Epoch 12 Batch 4099 LR : 0.00004 Top1 Acc.: 96.414 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.859 +2025-09-23 02:42:30,928 INFO Epoch 12 Batch 4199 LR : 0.00004 Top1 Acc.: 96.477 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.868 +2025-09-23 02:44:43,012 INFO Epoch 12 Batch 4299 LR : 0.00004 Top1 Acc.: 96.789 CLS Loss: 0.129 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.848 +2025-09-23 02:46:55,062 INFO Epoch 12 Batch 4399 LR : 0.00004 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.869 +2025-09-23 02:49:07,154 INFO Epoch 12 Batch 4499 LR : 0.00004 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.846 +2025-09-23 02:51:19,271 INFO Epoch 12 Batch 4599 LR : 0.00004 Top1 Acc.: 96.336 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.844 +2025-09-23 02:53:31,235 INFO Epoch 12 Batch 4699 LR : 0.00004 Top1 Acc.: 96.562 CLS Loss: 0.125 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.828 +2025-09-23 02:55:43,269 INFO Epoch 12 Batch 4799 LR : 0.00003 Top1 Acc.: 96.242 CLS Loss: 0.132 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.848 +2025-09-23 02:57:55,171 INFO Epoch 12 Batch 4899 LR : 0.00003 Top1 Acc.: 96.289 CLS Loss: 0.138 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.862 +2025-09-23 03:00:06,502 INFO Epoch 12 Batch 4999 LR : 0.00003 Top1 Acc.: 96.383 CLS Loss: 0.128 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.843 +2025-09-23 03:01:00,446 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 81.958 FPR: 57.931 AUROC: 88.086 AUPR: 61.391 AURC: 43.887 EAURC: 26.533 AUPR Succ.: 96.884 ECE: 4.443 NLL: 6.930 Brier: 25.863 +2025-09-23 03:01:54,569 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 81.956 FPR: 57.615 AUROC: 88.113 AUPR: 61.584 AURC: 43.842 EAURC: 26.484 AUPR Succ.: 96.890 ECE: 4.433 NLL: 6.927 Brier: 25.848 +2025-09-23 03:01:54,576 INFO ####### --- Training Epoch 13 --- ####### +2025-09-23 03:05:18,428 INFO Epoch 13 Batch 99 LR : 0.00003 Top1 Acc.: 96.508 CLS Loss: 0.130 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.867 +2025-09-23 03:07:29,718 INFO Epoch 13 Batch 199 LR : 0.00003 Top1 Acc.: 96.562 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.841 +2025-09-23 03:09:41,352 INFO Epoch 13 Batch 299 LR : 0.00003 Top1 Acc.: 96.398 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.840 +2025-09-23 03:11:53,012 INFO Epoch 13 Batch 399 LR : 0.00003 Top1 Acc.: 96.344 CLS Loss: 0.136 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.866 +2025-09-23 03:14:04,751 INFO Epoch 13 Batch 499 LR : 0.00003 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.863 +2025-09-23 03:16:16,660 INFO Epoch 13 Batch 599 LR : 0.00003 Top1 Acc.: 96.398 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.867 +2025-09-23 03:18:28,427 INFO Epoch 13 Batch 699 LR : 0.00003 Top1 Acc.: 96.570 CLS Loss: 0.128 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.838 +2025-09-23 03:20:39,697 INFO Epoch 13 Batch 799 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.857 +2025-09-23 03:22:51,291 INFO Epoch 13 Batch 899 LR : 0.00003 Top1 Acc.: 96.320 CLS Loss: 0.130 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 1.883 +2025-09-23 03:25:02,896 INFO Epoch 13 Batch 999 LR : 0.00003 Top1 Acc.: 96.461 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.848 +2025-09-23 03:27:14,658 INFO Epoch 13 Batch 1099 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.856 +2025-09-23 03:29:26,387 INFO Epoch 13 Batch 1199 LR : 0.00003 Top1 Acc.: 96.695 CLS Loss: 0.122 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.829 +2025-09-23 03:31:38,210 INFO Epoch 13 Batch 1299 LR : 0.00003 Top1 Acc.: 96.469 CLS Loss: 0.131 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.868 +2025-09-23 03:33:50,128 INFO Epoch 13 Batch 1399 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.123 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.844 +2025-09-23 03:36:02,102 INFO Epoch 13 Batch 1499 LR : 0.00003 Top1 Acc.: 96.484 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.859 +2025-09-23 03:38:13,997 INFO Epoch 13 Batch 1599 LR : 0.00003 Top1 Acc.: 96.203 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.838 +2025-09-23 03:40:25,948 INFO Epoch 13 Batch 1699 LR : 0.00003 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.867 +2025-09-23 03:42:37,907 INFO Epoch 13 Batch 1799 LR : 0.00003 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.848 +2025-09-23 03:44:49,816 INFO Epoch 13 Batch 1899 LR : 0.00003 Top1 Acc.: 96.539 CLS Loss: 0.122 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.833 +2025-09-23 03:47:01,741 INFO Epoch 13 Batch 1999 LR : 0.00003 Top1 Acc.: 96.633 CLS Loss: 0.125 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.844 +2025-09-23 03:49:13,801 INFO Epoch 13 Batch 2099 LR : 0.00003 Top1 Acc.: 96.555 CLS Loss: 0.127 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.855 +2025-09-23 03:51:25,798 INFO Epoch 13 Batch 2199 LR : 0.00003 Top1 Acc.: 96.797 CLS Loss: 0.120 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.818 +2025-09-23 03:53:37,782 INFO Epoch 13 Batch 2299 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.856 +2025-09-23 03:55:49,867 INFO Epoch 13 Batch 2399 LR : 0.00003 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.828 +2025-09-23 03:58:01,810 INFO Epoch 13 Batch 2499 LR : 0.00003 Top1 Acc.: 96.398 CLS Loss: 0.132 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.888 +2025-09-23 04:00:13,811 INFO Epoch 13 Batch 2599 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.120 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.843 +2025-09-23 04:02:25,821 INFO Epoch 13 Batch 2699 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.120 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.841 +2025-09-23 04:04:37,722 INFO Epoch 13 Batch 2799 LR : 0.00003 Top1 Acc.: 96.359 CLS Loss: 0.128 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.851 +2025-09-23 04:06:49,706 INFO Epoch 13 Batch 2899 LR : 0.00003 Top1 Acc.: 96.602 CLS Loss: 0.129 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.888 +2025-09-23 04:09:01,660 INFO Epoch 13 Batch 2999 LR : 0.00003 Top1 Acc.: 96.414 CLS Loss: 0.130 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.873 +2025-09-23 04:11:13,632 INFO Epoch 13 Batch 3099 LR : 0.00003 Top1 Acc.: 96.617 CLS Loss: 0.126 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.843 +2025-09-23 04:13:25,680 INFO Epoch 13 Batch 3199 LR : 0.00003 Top1 Acc.: 96.469 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.848 +2025-09-23 04:15:37,678 INFO Epoch 13 Batch 3299 LR : 0.00003 Top1 Acc.: 96.523 CLS Loss: 0.132 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.864 +2025-09-23 04:17:49,646 INFO Epoch 13 Batch 3399 LR : 0.00003 Top1 Acc.: 96.758 CLS Loss: 0.123 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 1.821 +2025-09-23 04:20:01,562 INFO Epoch 13 Batch 3499 LR : 0.00003 Top1 Acc.: 96.758 CLS Loss: 0.120 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.832 +2025-09-23 04:22:13,514 INFO Epoch 13 Batch 3599 LR : 0.00003 Top1 Acc.: 96.406 CLS Loss: 0.132 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.851 +2025-09-23 04:24:25,434 INFO Epoch 13 Batch 3699 LR : 0.00003 Top1 Acc.: 96.539 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.838 +2025-09-23 04:26:37,458 INFO Epoch 13 Batch 3799 LR : 0.00003 Top1 Acc.: 96.359 CLS Loss: 0.133 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.875 +2025-09-23 04:28:49,317 INFO Epoch 13 Batch 3899 LR : 0.00003 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.869 +2025-09-23 04:31:01,253 INFO Epoch 13 Batch 3999 LR : 0.00003 Top1 Acc.: 96.961 CLS Loss: 0.115 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.831 +2025-09-23 04:33:13,260 INFO Epoch 13 Batch 4099 LR : 0.00003 Top1 Acc.: 96.367 CLS Loss: 0.129 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.857 +2025-09-23 04:35:25,245 INFO Epoch 13 Batch 4199 LR : 0.00003 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.845 +2025-09-23 04:37:37,143 INFO Epoch 13 Batch 4299 LR : 0.00003 Top1 Acc.: 96.797 CLS Loss: 0.128 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.865 +2025-09-23 04:39:49,082 INFO Epoch 13 Batch 4399 LR : 0.00003 Top1 Acc.: 96.430 CLS Loss: 0.129 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.837 +2025-09-23 04:42:01,079 INFO Epoch 13 Batch 4499 LR : 0.00003 Top1 Acc.: 96.492 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.866 +2025-09-23 04:44:13,010 INFO Epoch 13 Batch 4599 LR : 0.00003 Top1 Acc.: 96.430 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.848 +2025-09-23 04:46:24,989 INFO Epoch 13 Batch 4699 LR : 0.00003 Top1 Acc.: 96.500 CLS Loss: 0.125 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.856 +2025-09-23 04:48:36,961 INFO Epoch 13 Batch 4799 LR : 0.00003 Top1 Acc.: 96.281 CLS Loss: 0.132 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.879 +2025-09-23 04:50:48,381 INFO Epoch 13 Batch 4899 LR : 0.00003 Top1 Acc.: 96.320 CLS Loss: 0.137 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.859 +2025-09-23 04:52:59,618 INFO Epoch 13 Batch 4999 LR : 0.00003 Top1 Acc.: 96.391 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.832 +2025-09-23 04:53:50,057 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 81.980 FPR: 58.169 AUROC: 88.065 AUPR: 61.345 AURC: 43.816 EAURC: 26.506 AUPR Succ.: 96.888 ECE: 4.431 NLL: 6.932 Brier: 25.868 +2025-09-23 04:54:33,003 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 81.966 FPR: 57.735 AUROC: 88.091 AUPR: 61.434 AURC: 43.830 EAURC: 26.492 AUPR Succ.: 96.889 ECE: 4.446 NLL: 6.929 Brier: 25.859 +2025-09-23 04:54:33,010 INFO ####### --- Training Epoch 14 --- ####### +2025-09-23 04:57:56,393 INFO Epoch 14 Batch 99 LR : 0.00003 Top1 Acc.: 96.602 CLS Loss: 0.130 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.852 +2025-09-23 05:00:07,588 INFO Epoch 14 Batch 199 LR : 0.00003 Top1 Acc.: 96.680 CLS Loss: 0.127 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.866 +2025-09-23 05:02:19,201 INFO Epoch 14 Batch 299 LR : 0.00003 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.856 +2025-09-23 05:04:30,905 INFO Epoch 14 Batch 399 LR : 0.00003 Top1 Acc.: 96.508 CLS Loss: 0.134 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 1.888 +2025-09-23 05:06:42,743 INFO Epoch 14 Batch 499 LR : 0.00003 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.846 +2025-09-23 05:08:54,937 INFO Epoch 14 Batch 599 LR : 0.00003 Top1 Acc.: 96.461 CLS Loss: 0.133 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 1.872 +2025-09-23 05:11:06,925 INFO Epoch 14 Batch 699 LR : 0.00003 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.832 +2025-09-23 05:13:18,492 INFO Epoch 14 Batch 799 LR : 0.00003 Top1 Acc.: 96.680 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.848 +2025-09-23 05:15:30,001 INFO Epoch 14 Batch 899 LR : 0.00003 Top1 Acc.: 96.352 CLS Loss: 0.130 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.868 +2025-09-23 05:17:41,597 INFO Epoch 14 Batch 999 LR : 0.00003 Top1 Acc.: 96.531 CLS Loss: 0.126 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 1.833 +2025-09-23 05:19:53,258 INFO Epoch 14 Batch 1099 LR : 0.00003 Top1 Acc.: 96.594 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.843 +2025-09-23 05:22:05,133 INFO Epoch 14 Batch 1199 LR : 0.00003 Top1 Acc.: 96.734 CLS Loss: 0.121 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.824 +2025-09-23 05:24:17,196 INFO Epoch 14 Batch 1299 LR : 0.00003 Top1 Acc.: 96.492 CLS Loss: 0.130 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.860 +2025-09-23 05:26:29,338 INFO Epoch 14 Batch 1399 LR : 0.00003 Top1 Acc.: 96.641 CLS Loss: 0.122 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.834 +2025-09-23 05:28:41,378 INFO Epoch 14 Batch 1499 LR : 0.00003 Top1 Acc.: 96.422 CLS Loss: 0.127 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.874 +2025-09-23 05:30:53,609 INFO Epoch 14 Batch 1599 LR : 0.00003 Top1 Acc.: 96.250 CLS Loss: 0.128 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.841 +2025-09-23 05:33:05,736 INFO Epoch 14 Batch 1699 LR : 0.00003 Top1 Acc.: 96.680 CLS Loss: 0.128 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.853 +2025-09-23 05:35:17,916 INFO Epoch 14 Batch 1799 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.833 +2025-09-23 05:37:30,126 INFO Epoch 14 Batch 1899 LR : 0.00002 Top1 Acc.: 96.523 CLS Loss: 0.122 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.840 +2025-09-23 05:39:42,272 INFO Epoch 14 Batch 1999 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.841 +2025-09-23 05:41:54,425 INFO Epoch 14 Batch 2099 LR : 0.00002 Top1 Acc.: 96.508 CLS Loss: 0.126 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.851 +2025-09-23 05:44:06,496 INFO Epoch 14 Batch 2199 LR : 0.00002 Top1 Acc.: 96.828 CLS Loss: 0.120 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.825 +2025-09-23 05:46:18,556 INFO Epoch 14 Batch 2299 LR : 0.00002 Top1 Acc.: 96.602 CLS Loss: 0.124 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.843 +2025-09-23 05:48:30,663 INFO Epoch 14 Batch 2399 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.872 +2025-09-23 05:50:42,867 INFO Epoch 14 Batch 2499 LR : 0.00002 Top1 Acc.: 96.422 CLS Loss: 0.132 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.874 +2025-09-23 05:52:54,995 INFO Epoch 14 Batch 2599 LR : 0.00002 Top1 Acc.: 96.789 CLS Loss: 0.120 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.851 +2025-09-23 05:55:07,106 INFO Epoch 14 Batch 2699 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.119 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.824 +2025-09-23 05:57:19,295 INFO Epoch 14 Batch 2799 LR : 0.00002 Top1 Acc.: 96.359 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.833 +2025-09-23 05:59:31,382 INFO Epoch 14 Batch 2899 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.128 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.875 +2025-09-23 06:01:43,551 INFO Epoch 14 Batch 2999 LR : 0.00002 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.849 +2025-09-23 06:03:55,690 INFO Epoch 14 Batch 3099 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.851 +2025-09-23 06:06:07,782 INFO Epoch 14 Batch 3199 LR : 0.00002 Top1 Acc.: 96.539 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.847 +2025-09-23 06:08:19,831 INFO Epoch 14 Batch 3299 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.879 +2025-09-23 06:10:31,903 INFO Epoch 14 Batch 3399 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.123 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.841 +2025-09-23 06:12:44,045 INFO Epoch 14 Batch 3499 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.120 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 1.822 +2025-09-23 06:14:56,244 INFO Epoch 14 Batch 3599 LR : 0.00002 Top1 Acc.: 96.328 CLS Loss: 0.131 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.856 +2025-09-23 06:17:08,453 INFO Epoch 14 Batch 3699 LR : 0.00002 Top1 Acc.: 96.555 CLS Loss: 0.126 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.857 +2025-09-23 06:19:20,588 INFO Epoch 14 Batch 3799 LR : 0.00002 Top1 Acc.: 96.422 CLS Loss: 0.132 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.874 +2025-09-23 06:21:32,764 INFO Epoch 14 Batch 3899 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.127 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.849 +2025-09-23 06:23:44,894 INFO Epoch 14 Batch 3999 LR : 0.00002 Top1 Acc.: 96.953 CLS Loss: 0.114 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.814 +2025-09-23 06:25:57,011 INFO Epoch 14 Batch 4099 LR : 0.00002 Top1 Acc.: 96.391 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.856 +2025-09-23 06:28:09,075 INFO Epoch 14 Batch 4199 LR : 0.00002 Top1 Acc.: 96.539 CLS Loss: 0.130 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.868 +2025-09-23 06:30:21,113 INFO Epoch 14 Batch 4299 LR : 0.00002 Top1 Acc.: 96.859 CLS Loss: 0.128 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.856 +2025-09-23 06:32:33,171 INFO Epoch 14 Batch 4399 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.835 +2025-09-23 06:34:45,224 INFO Epoch 14 Batch 4499 LR : 0.00002 Top1 Acc.: 96.383 CLS Loss: 0.130 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.858 +2025-09-23 06:36:57,355 INFO Epoch 14 Batch 4599 LR : 0.00002 Top1 Acc.: 96.406 CLS Loss: 0.130 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.840 +2025-09-23 06:39:09,144 INFO Epoch 14 Batch 4699 LR : 0.00002 Top1 Acc.: 96.516 CLS Loss: 0.124 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.851 +2025-09-23 06:41:20,625 INFO Epoch 14 Batch 4799 LR : 0.00002 Top1 Acc.: 96.336 CLS Loss: 0.131 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.860 +2025-09-23 06:43:31,717 INFO Epoch 14 Batch 4899 LR : 0.00002 Top1 Acc.: 96.398 CLS Loss: 0.137 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.889 +2025-09-23 06:45:42,969 INFO Epoch 14 Batch 4999 LR : 0.00002 Top1 Acc.: 96.461 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.848 +2025-09-23 06:46:47,759 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 81.962 FPR: 58.044 AUROC: 88.088 AUPR: 61.387 AURC: 43.809 EAURC: 26.463 AUPR Succ.: 96.893 ECE: 4.453 NLL: 6.933 Brier: 25.871 +2025-09-23 06:47:50,579 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 81.968 FPR: 57.886 AUROC: 88.083 AUPR: 61.358 AURC: 43.812 EAURC: 26.478 AUPR Succ.: 96.891 ECE: 4.448 NLL: 6.931 Brier: 25.866 +2025-09-23 06:47:50,587 INFO ####### --- Training Epoch 15 --- ####### +2025-09-23 06:51:14,498 INFO Epoch 15 Batch 99 LR : 0.00002 Top1 Acc.: 96.500 CLS Loss: 0.130 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.878 +2025-09-23 06:53:25,741 INFO Epoch 15 Batch 199 LR : 0.00002 Top1 Acc.: 96.680 CLS Loss: 0.126 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.842 +2025-09-23 06:55:37,326 INFO Epoch 15 Batch 299 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.125 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.833 +2025-09-23 06:57:49,187 INFO Epoch 15 Batch 399 LR : 0.00002 Top1 Acc.: 96.477 CLS Loss: 0.134 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.887 +2025-09-23 07:00:01,211 INFO Epoch 15 Batch 499 LR : 0.00002 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.859 +2025-09-23 07:02:13,488 INFO Epoch 15 Batch 599 LR : 0.00002 Top1 Acc.: 96.484 CLS Loss: 0.133 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.855 +2025-09-23 07:04:25,300 INFO Epoch 15 Batch 699 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.842 +2025-09-23 07:06:36,716 INFO Epoch 15 Batch 799 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.853 +2025-09-23 07:08:48,334 INFO Epoch 15 Batch 899 LR : 0.00002 Top1 Acc.: 96.328 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.862 +2025-09-23 07:11:00,161 INFO Epoch 15 Batch 999 LR : 0.00002 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.835 +2025-09-23 07:13:12,079 INFO Epoch 15 Batch 1099 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.125 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.847 +2025-09-23 07:15:24,176 INFO Epoch 15 Batch 1199 LR : 0.00002 Top1 Acc.: 96.797 CLS Loss: 0.121 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.847 +2025-09-23 07:17:36,350 INFO Epoch 15 Batch 1299 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.129 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.862 +2025-09-23 07:19:48,536 INFO Epoch 15 Batch 1399 LR : 0.00002 Top1 Acc.: 96.562 CLS Loss: 0.122 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.828 +2025-09-23 07:22:00,673 INFO Epoch 15 Batch 1499 LR : 0.00002 Top1 Acc.: 96.469 CLS Loss: 0.127 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.852 +2025-09-23 07:24:12,899 INFO Epoch 15 Batch 1599 LR : 0.00002 Top1 Acc.: 96.312 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.847 +2025-09-23 07:26:25,084 INFO Epoch 15 Batch 1699 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.842 +2025-09-23 07:28:37,297 INFO Epoch 15 Batch 1799 LR : 0.00002 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.849 +2025-09-23 07:30:49,527 INFO Epoch 15 Batch 1899 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.121 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.833 +2025-09-23 07:33:01,708 INFO Epoch 15 Batch 1999 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.839 +2025-09-23 07:35:13,869 INFO Epoch 15 Batch 2099 LR : 0.00002 Top1 Acc.: 96.492 CLS Loss: 0.127 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.839 +2025-09-23 07:37:26,123 INFO Epoch 15 Batch 2199 LR : 0.00002 Top1 Acc.: 96.859 CLS Loss: 0.119 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.829 +2025-09-23 07:39:38,327 INFO Epoch 15 Batch 2299 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.124 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.844 +2025-09-23 07:41:50,521 INFO Epoch 15 Batch 2399 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.124 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.841 +2025-09-23 07:44:02,740 INFO Epoch 15 Batch 2499 LR : 0.00002 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.876 +2025-09-23 07:46:15,017 INFO Epoch 15 Batch 2599 LR : 0.00002 Top1 Acc.: 96.828 CLS Loss: 0.120 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.839 +2025-09-23 07:48:27,303 INFO Epoch 15 Batch 2699 LR : 0.00002 Top1 Acc.: 96.672 CLS Loss: 0.119 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.831 +2025-09-23 07:50:39,478 INFO Epoch 15 Batch 2799 LR : 0.00002 Top1 Acc.: 96.344 CLS Loss: 0.127 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.832 +2025-09-23 07:52:51,604 INFO Epoch 15 Batch 2899 LR : 0.00002 Top1 Acc.: 96.648 CLS Loss: 0.127 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.880 +2025-09-23 07:55:03,811 INFO Epoch 15 Batch 2999 LR : 0.00002 Top1 Acc.: 96.445 CLS Loss: 0.130 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.841 +2025-09-23 07:57:16,005 INFO Epoch 15 Batch 3099 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.862 +2025-09-23 07:59:28,196 INFO Epoch 15 Batch 3199 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.839 +2025-09-23 08:01:40,452 INFO Epoch 15 Batch 3299 LR : 0.00002 Top1 Acc.: 96.539 CLS Loss: 0.131 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.854 +2025-09-23 08:03:52,644 INFO Epoch 15 Batch 3399 LR : 0.00002 Top1 Acc.: 96.781 CLS Loss: 0.122 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.838 +2025-09-23 08:06:04,814 INFO Epoch 15 Batch 3499 LR : 0.00002 Top1 Acc.: 96.859 CLS Loss: 0.119 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.827 +2025-09-23 08:08:17,092 INFO Epoch 15 Batch 3599 LR : 0.00002 Top1 Acc.: 96.453 CLS Loss: 0.131 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.844 +2025-09-23 08:10:29,328 INFO Epoch 15 Batch 3699 LR : 0.00002 Top1 Acc.: 96.508 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.849 +2025-09-23 08:12:41,566 INFO Epoch 15 Batch 3799 LR : 0.00002 Top1 Acc.: 96.406 CLS Loss: 0.132 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.874 +2025-09-23 08:14:53,799 INFO Epoch 15 Batch 3899 LR : 0.00002 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.855 +2025-09-23 08:17:06,089 INFO Epoch 15 Batch 3999 LR : 0.00002 Top1 Acc.: 96.945 CLS Loss: 0.114 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.811 +2025-09-23 08:19:18,267 INFO Epoch 15 Batch 4099 LR : 0.00002 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.849 +2025-09-23 08:21:30,437 INFO Epoch 15 Batch 4199 LR : 0.00002 Top1 Acc.: 96.586 CLS Loss: 0.129 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.857 +2025-09-23 08:23:42,691 INFO Epoch 15 Batch 4299 LR : 0.00002 Top1 Acc.: 96.766 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.854 +2025-09-23 08:25:54,952 INFO Epoch 15 Batch 4399 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.851 +2025-09-23 08:28:07,118 INFO Epoch 15 Batch 4499 LR : 0.00002 Top1 Acc.: 96.531 CLS Loss: 0.129 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.862 +2025-09-23 08:30:19,345 INFO Epoch 15 Batch 4599 LR : 0.00002 Top1 Acc.: 96.461 CLS Loss: 0.130 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.833 +2025-09-23 08:32:31,164 INFO Epoch 15 Batch 4699 LR : 0.00002 Top1 Acc.: 96.570 CLS Loss: 0.124 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.854 +2025-09-23 08:34:42,475 INFO Epoch 15 Batch 4799 LR : 0.00001 Top1 Acc.: 96.258 CLS Loss: 0.131 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.852 +2025-09-23 08:36:54,216 INFO Epoch 15 Batch 4899 LR : 0.00001 Top1 Acc.: 96.414 CLS Loss: 0.136 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.885 +2025-09-23 08:39:06,000 INFO Epoch 15 Batch 4999 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.820 +2025-09-23 08:40:09,189 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 81.976 FPR: 58.222 AUROC: 88.067 AUPR: 61.259 AURC: 43.796 EAURC: 26.478 AUPR Succ.: 96.892 ECE: 4.462 NLL: 6.932 Brier: 25.870 +2025-09-23 08:40:53,648 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 81.960 FPR: 57.905 AUROC: 88.092 AUPR: 61.399 AURC: 43.802 EAURC: 26.453 AUPR Succ.: 96.894 ECE: 4.462 NLL: 6.932 Brier: 25.870 +2025-09-23 08:40:53,655 INFO ####### --- Training Epoch 16 --- ####### +2025-09-23 08:44:16,697 INFO Epoch 16 Batch 99 LR : 0.00001 Top1 Acc.: 96.602 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.844 +2025-09-23 08:46:28,047 INFO Epoch 16 Batch 199 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.127 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.830 +2025-09-23 08:48:39,690 INFO Epoch 16 Batch 299 LR : 0.00001 Top1 Acc.: 96.523 CLS Loss: 0.125 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.856 +2025-09-23 08:50:51,361 INFO Epoch 16 Batch 399 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.134 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.879 +2025-09-23 08:53:03,288 INFO Epoch 16 Batch 499 LR : 0.00001 Top1 Acc.: 96.680 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.852 +2025-09-23 08:55:15,345 INFO Epoch 16 Batch 599 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.132 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.853 +2025-09-23 08:57:27,038 INFO Epoch 16 Batch 699 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.127 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.843 +2025-09-23 08:59:38,605 INFO Epoch 16 Batch 799 LR : 0.00001 Top1 Acc.: 96.695 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.854 +2025-09-23 09:01:50,329 INFO Epoch 16 Batch 899 LR : 0.00001 Top1 Acc.: 96.273 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.862 +2025-09-23 09:04:02,190 INFO Epoch 16 Batch 999 LR : 0.00001 Top1 Acc.: 96.508 CLS Loss: 0.126 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.852 +2025-09-23 09:06:14,149 INFO Epoch 16 Batch 1099 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.834 +2025-09-23 09:08:26,142 INFO Epoch 16 Batch 1199 LR : 0.00001 Top1 Acc.: 96.758 CLS Loss: 0.121 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.830 +2025-09-23 09:10:38,111 INFO Epoch 16 Batch 1299 LR : 0.00001 Top1 Acc.: 96.508 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.855 +2025-09-23 09:12:50,141 INFO Epoch 16 Batch 1399 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.122 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.819 +2025-09-23 09:15:02,215 INFO Epoch 16 Batch 1499 LR : 0.00001 Top1 Acc.: 96.523 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.833 +2025-09-23 09:17:14,247 INFO Epoch 16 Batch 1599 LR : 0.00001 Top1 Acc.: 96.297 CLS Loss: 0.127 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.827 +2025-09-23 09:19:26,275 INFO Epoch 16 Batch 1699 LR : 0.00001 Top1 Acc.: 96.664 CLS Loss: 0.127 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.873 +2025-09-23 09:21:38,333 INFO Epoch 16 Batch 1799 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 1.821 +2025-09-23 09:23:50,329 INFO Epoch 16 Batch 1899 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.122 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.829 +2025-09-23 09:26:02,388 INFO Epoch 16 Batch 1999 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.829 +2025-09-23 09:28:14,417 INFO Epoch 16 Batch 2099 LR : 0.00001 Top1 Acc.: 96.492 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.857 +2025-09-23 09:30:26,380 INFO Epoch 16 Batch 2199 LR : 0.00001 Top1 Acc.: 96.789 CLS Loss: 0.120 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.824 +2025-09-23 09:32:38,372 INFO Epoch 16 Batch 2299 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.124 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.836 +2025-09-23 09:34:50,304 INFO Epoch 16 Batch 2399 LR : 0.00001 Top1 Acc.: 96.602 CLS Loss: 0.124 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.837 +2025-09-23 09:37:02,310 INFO Epoch 16 Batch 2499 LR : 0.00001 Top1 Acc.: 96.367 CLS Loss: 0.132 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 1.897 +2025-09-23 09:39:14,278 INFO Epoch 16 Batch 2599 LR : 0.00001 Top1 Acc.: 96.789 CLS Loss: 0.120 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.837 +2025-09-23 09:41:26,256 INFO Epoch 16 Batch 2699 LR : 0.00001 Top1 Acc.: 96.742 CLS Loss: 0.119 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.839 +2025-09-23 09:43:38,207 INFO Epoch 16 Batch 2799 LR : 0.00001 Top1 Acc.: 96.367 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.829 +2025-09-23 09:45:50,096 INFO Epoch 16 Batch 2899 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.127 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.881 +2025-09-23 09:48:02,021 INFO Epoch 16 Batch 2999 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.868 +2025-09-23 09:50:13,987 INFO Epoch 16 Batch 3099 LR : 0.00001 Top1 Acc.: 96.680 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.830 +2025-09-23 09:52:26,081 INFO Epoch 16 Batch 3199 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.829 +2025-09-23 09:54:38,111 INFO Epoch 16 Batch 3299 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.861 +2025-09-23 09:56:50,083 INFO Epoch 16 Batch 3399 LR : 0.00001 Top1 Acc.: 96.820 CLS Loss: 0.123 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.845 +2025-09-23 09:59:02,162 INFO Epoch 16 Batch 3499 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.119 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.820 +2025-09-23 10:01:14,156 INFO Epoch 16 Batch 3599 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 1.881 +2025-09-23 10:03:26,224 INFO Epoch 16 Batch 3699 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.846 +2025-09-23 10:05:38,316 INFO Epoch 16 Batch 3799 LR : 0.00001 Top1 Acc.: 96.430 CLS Loss: 0.132 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.856 +2025-09-23 10:07:50,345 INFO Epoch 16 Batch 3899 LR : 0.00001 Top1 Acc.: 96.633 CLS Loss: 0.127 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.853 +2025-09-23 10:10:02,380 INFO Epoch 16 Batch 3999 LR : 0.00001 Top1 Acc.: 97.070 CLS Loss: 0.114 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.814 +2025-09-23 10:12:14,497 INFO Epoch 16 Batch 4099 LR : 0.00001 Top1 Acc.: 96.445 CLS Loss: 0.127 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.836 +2025-09-23 10:14:26,541 INFO Epoch 16 Batch 4199 LR : 0.00001 Top1 Acc.: 96.555 CLS Loss: 0.129 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.840 +2025-09-23 10:16:38,524 INFO Epoch 16 Batch 4299 LR : 0.00001 Top1 Acc.: 96.742 CLS Loss: 0.127 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.853 +2025-09-23 10:18:50,503 INFO Epoch 16 Batch 4399 LR : 0.00001 Top1 Acc.: 96.477 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.851 +2025-09-23 10:21:02,788 INFO Epoch 16 Batch 4499 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.129 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.840 +2025-09-23 10:23:14,552 INFO Epoch 16 Batch 4599 LR : 0.00001 Top1 Acc.: 96.477 CLS Loss: 0.129 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.841 +2025-09-23 10:25:25,792 INFO Epoch 16 Batch 4699 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.123 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.842 +2025-09-23 10:27:37,138 INFO Epoch 16 Batch 4799 LR : 0.00001 Top1 Acc.: 96.305 CLS Loss: 0.131 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.862 +2025-09-23 10:29:48,714 INFO Epoch 16 Batch 4899 LR : 0.00001 Top1 Acc.: 96.414 CLS Loss: 0.136 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.866 +2025-09-23 10:32:00,466 INFO Epoch 16 Batch 4999 LR : 0.00001 Top1 Acc.: 96.430 CLS Loss: 0.126 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.847 +2025-09-23 10:32:54,244 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 81.950 FPR: 57.806 AUROC: 88.106 AUPR: 61.495 AURC: 43.790 EAURC: 26.421 AUPR Succ.: 96.898 ECE: 4.464 NLL: 6.931 Brier: 25.872 +2025-09-23 10:33:36,784 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 81.962 FPR: 58.022 AUROC: 88.089 AUPR: 61.386 AURC: 43.794 EAURC: 26.449 AUPR Succ.: 96.895 ECE: 4.458 NLL: 6.932 Brier: 25.870 +2025-09-23 10:33:36,791 INFO ####### --- Training Epoch 17 --- ####### +2025-09-23 10:37:00,241 INFO Epoch 17 Batch 99 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.129 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.855 +2025-09-23 10:39:11,491 INFO Epoch 17 Batch 199 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.830 +2025-09-23 10:41:23,047 INFO Epoch 17 Batch 299 LR : 0.00001 Top1 Acc.: 96.492 CLS Loss: 0.124 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.841 +2025-09-23 10:43:34,706 INFO Epoch 17 Batch 399 LR : 0.00001 Top1 Acc.: 96.445 CLS Loss: 0.134 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.869 +2025-09-23 10:45:46,653 INFO Epoch 17 Batch 499 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.126 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.850 +2025-09-23 10:47:58,690 INFO Epoch 17 Batch 599 LR : 0.00001 Top1 Acc.: 96.414 CLS Loss: 0.132 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.848 +2025-09-23 10:50:09,950 INFO Epoch 17 Batch 699 LR : 0.00001 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.841 +2025-09-23 10:52:21,354 INFO Epoch 17 Batch 799 LR : 0.00001 Top1 Acc.: 96.656 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.838 +2025-09-23 10:54:32,979 INFO Epoch 17 Batch 899 LR : 0.00001 Top1 Acc.: 96.344 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.850 +2025-09-23 10:56:44,710 INFO Epoch 17 Batch 999 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.845 +2025-09-23 10:58:56,484 INFO Epoch 17 Batch 1099 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.125 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.830 +2025-09-23 11:01:08,443 INFO Epoch 17 Batch 1199 LR : 0.00001 Top1 Acc.: 96.781 CLS Loss: 0.120 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.816 +2025-09-23 11:03:20,500 INFO Epoch 17 Batch 1299 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.865 +2025-09-23 11:05:32,582 INFO Epoch 17 Batch 1399 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.122 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.822 +2025-09-23 11:07:44,683 INFO Epoch 17 Batch 1499 LR : 0.00001 Top1 Acc.: 96.469 CLS Loss: 0.126 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.846 +2025-09-23 11:09:56,822 INFO Epoch 17 Batch 1599 LR : 0.00001 Top1 Acc.: 96.297 CLS Loss: 0.127 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.834 +2025-09-23 11:12:08,914 INFO Epoch 17 Batch 1699 LR : 0.00001 Top1 Acc.: 96.695 CLS Loss: 0.128 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.852 +2025-09-23 11:14:20,987 INFO Epoch 17 Batch 1799 LR : 0.00001 Top1 Acc.: 96.617 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.831 +2025-09-23 11:16:33,042 INFO Epoch 17 Batch 1899 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.121 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.827 +2025-09-23 11:18:45,223 INFO Epoch 17 Batch 1999 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.125 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.848 +2025-09-23 11:20:57,308 INFO Epoch 17 Batch 2099 LR : 0.00001 Top1 Acc.: 96.523 CLS Loss: 0.126 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.852 +2025-09-23 11:23:09,399 INFO Epoch 17 Batch 2199 LR : 0.00001 Top1 Acc.: 96.914 CLS Loss: 0.119 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.826 +2025-09-23 11:25:21,523 INFO Epoch 17 Batch 2299 LR : 0.00001 Top1 Acc.: 96.695 CLS Loss: 0.123 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.845 +2025-09-23 11:27:33,599 INFO Epoch 17 Batch 2399 LR : 0.00001 Top1 Acc.: 96.617 CLS Loss: 0.124 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.847 +2025-09-23 11:29:45,681 INFO Epoch 17 Batch 2499 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.871 +2025-09-23 11:31:57,784 INFO Epoch 17 Batch 2599 LR : 0.00001 Top1 Acc.: 96.789 CLS Loss: 0.120 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.829 +2025-09-23 11:34:09,891 INFO Epoch 17 Batch 2699 LR : 0.00001 Top1 Acc.: 96.664 CLS Loss: 0.119 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.833 +2025-09-23 11:36:21,958 INFO Epoch 17 Batch 2799 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.840 +2025-09-23 11:38:33,992 INFO Epoch 17 Batch 2899 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.127 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.873 +2025-09-23 11:40:46,152 INFO Epoch 17 Batch 2999 LR : 0.00001 Top1 Acc.: 96.391 CLS Loss: 0.129 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.848 +2025-09-23 11:42:58,363 INFO Epoch 17 Batch 3099 LR : 0.00001 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.839 +2025-09-23 11:45:10,537 INFO Epoch 17 Batch 3199 LR : 0.00001 Top1 Acc.: 96.539 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.841 +2025-09-23 11:47:22,709 INFO Epoch 17 Batch 3299 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.866 +2025-09-23 11:49:34,857 INFO Epoch 17 Batch 3399 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.123 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.840 +2025-09-23 11:51:47,031 INFO Epoch 17 Batch 3499 LR : 0.00001 Top1 Acc.: 96.758 CLS Loss: 0.119 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 1.812 +2025-09-23 11:53:59,169 INFO Epoch 17 Batch 3599 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 1.872 +2025-09-23 11:56:11,333 INFO Epoch 17 Batch 3699 LR : 0.00001 Top1 Acc.: 96.648 CLS Loss: 0.126 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.850 +2025-09-23 11:58:23,426 INFO Epoch 17 Batch 3799 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.131 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.867 +2025-09-23 12:00:35,533 INFO Epoch 17 Batch 3899 LR : 0.00001 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.844 +2025-09-23 12:02:47,622 INFO Epoch 17 Batch 3999 LR : 0.00001 Top1 Acc.: 96.922 CLS Loss: 0.113 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.812 +2025-09-23 12:04:59,721 INFO Epoch 17 Batch 4099 LR : 0.00001 Top1 Acc.: 96.461 CLS Loss: 0.128 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.852 +2025-09-23 12:07:11,820 INFO Epoch 17 Batch 4199 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.129 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.867 +2025-09-23 12:09:23,886 INFO Epoch 17 Batch 4299 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.127 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.839 +2025-09-23 12:11:36,402 INFO Epoch 17 Batch 4399 LR : 0.00001 Top1 Acc.: 96.445 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.833 +2025-09-23 12:13:48,497 INFO Epoch 17 Batch 4499 LR : 0.00001 Top1 Acc.: 96.469 CLS Loss: 0.128 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.865 +2025-09-23 12:15:59,993 INFO Epoch 17 Batch 4599 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.129 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 1.835 +2025-09-23 12:18:11,354 INFO Epoch 17 Batch 4699 LR : 0.00001 Top1 Acc.: 96.570 CLS Loss: 0.123 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.843 +2025-09-23 12:20:22,713 INFO Epoch 17 Batch 4799 LR : 0.00001 Top1 Acc.: 96.352 CLS Loss: 0.130 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.850 +2025-09-23 12:22:34,381 INFO Epoch 17 Batch 4899 LR : 0.00001 Top1 Acc.: 96.336 CLS Loss: 0.137 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.860 +2025-09-23 12:24:46,142 INFO Epoch 17 Batch 4999 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.822 +2025-09-23 12:26:10,283 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 81.962 FPR: 58.055 AUROC: 88.089 AUPR: 61.408 AURC: 43.776 EAURC: 26.430 AUPR Succ.: 96.897 ECE: 4.476 NLL: 6.933 Brier: 25.876 +2025-09-23 12:27:14,289 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 81.966 FPR: 58.002 AUROC: 88.082 AUPR: 61.373 AURC: 43.790 EAURC: 26.452 AUPR Succ.: 96.895 ECE: 4.477 NLL: 6.933 Brier: 25.873 +2025-09-23 12:27:14,296 INFO ####### --- Training Epoch 18 --- ####### +2025-09-23 12:30:37,666 INFO Epoch 18 Batch 99 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.846 +2025-09-23 12:32:48,857 INFO Epoch 18 Batch 199 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.839 +2025-09-23 12:35:00,371 INFO Epoch 18 Batch 299 LR : 0.00001 Top1 Acc.: 96.586 CLS Loss: 0.124 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.839 +2025-09-23 12:37:11,986 INFO Epoch 18 Batch 399 LR : 0.00001 Top1 Acc.: 96.484 CLS Loss: 0.134 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.875 +2025-09-23 12:39:23,795 INFO Epoch 18 Batch 499 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.126 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.857 +2025-09-23 12:41:35,493 INFO Epoch 18 Batch 599 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.131 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.865 +2025-09-23 12:43:46,725 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.126 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.835 +2025-09-23 12:45:58,052 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 96.758 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.842 +2025-09-23 12:48:09,582 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.128 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.849 +2025-09-23 12:50:21,488 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.125 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.834 +2025-09-23 12:52:33,530 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.125 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.842 +2025-09-23 12:54:45,647 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 96.789 CLS Loss: 0.120 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.832 +2025-09-23 12:56:57,869 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.129 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.868 +2025-09-23 12:59:10,185 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.121 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.810 +2025-09-23 13:01:22,464 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.126 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 1.835 +2025-09-23 13:03:34,792 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.126 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.845 +2025-09-23 13:05:47,159 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.127 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.858 +2025-09-23 13:07:59,480 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.126 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.856 +2025-09-23 13:10:11,845 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.122 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.834 +2025-09-23 13:12:24,157 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.125 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 1.817 +2025-09-23 13:14:36,430 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.126 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.840 +2025-09-23 13:16:48,797 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.120 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.411 Tot. Loss: 1.805 +2025-09-23 13:19:01,201 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.124 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.863 +2025-09-23 13:21:13,599 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.124 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.839 +2025-09-23 13:23:25,936 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.131 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.868 +2025-09-23 13:25:38,281 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 96.805 CLS Loss: 0.119 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.833 +2025-09-23 13:27:50,657 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 96.727 CLS Loss: 0.119 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.834 +2025-09-23 13:30:02,969 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.828 +2025-09-23 13:32:15,319 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.127 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.867 +2025-09-23 13:34:27,668 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.871 +2025-09-23 13:36:40,011 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.846 +2025-09-23 13:38:52,432 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.125 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.838 +2025-09-23 13:41:04,842 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.854 +2025-09-23 13:43:17,189 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 96.773 CLS Loss: 0.122 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 1.815 +2025-09-23 13:45:29,491 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 96.867 CLS Loss: 0.119 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.832 +2025-09-23 13:47:41,826 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.846 +2025-09-23 13:49:54,168 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.841 +2025-09-23 13:52:06,515 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.877 +2025-09-23 13:54:18,828 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.126 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.848 +2025-09-23 13:56:31,221 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.113 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.816 +2025-09-23 13:58:43,501 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.128 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.833 +2025-09-23 14:00:55,793 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.129 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.863 +2025-09-23 14:03:08,186 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.850 +2025-09-23 14:05:20,158 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.844 +2025-09-23 14:07:31,798 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.849 +2025-09-23 14:09:43,345 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.129 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.853 +2025-09-23 14:11:54,921 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.124 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.828 +2025-09-23 14:14:06,837 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.130 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.864 +2025-09-23 14:16:18,853 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.136 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.887 +2025-09-23 14:18:30,991 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.826 +2025-09-23 14:19:28,466 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 81.958 FPR: 58.042 AUROC: 88.094 AUPR: 61.450 AURC: 43.780 EAURC: 26.426 AUPR Succ.: 96.897 ECE: 4.473 NLL: 6.933 Brier: 25.876 +2025-09-23 14:20:30,652 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 81.972 FPR: 58.032 AUROC: 88.075 AUPR: 61.344 AURC: 43.778 EAURC: 26.453 AUPR Succ.: 96.895 ECE: 4.462 NLL: 6.933 Brier: 25.874 +2025-09-23 14:20:30,660 INFO ####### --- Training Epoch 19 --- ####### +2025-09-23 14:23:53,603 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.129 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.879 +2025-09-23 14:26:04,967 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.821 +2025-09-23 14:28:16,497 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.124 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.845 +2025-09-23 14:30:28,230 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.133 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.861 +2025-09-23 14:32:40,018 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.126 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.850 +2025-09-23 14:34:51,464 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 96.406 CLS Loss: 0.132 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.850 +2025-09-23 14:37:02,844 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.861 +2025-09-23 14:39:14,553 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.127 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.836 +2025-09-23 14:41:26,401 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 96.367 CLS Loss: 0.128 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.858 +2025-09-23 14:43:38,386 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 96.523 CLS Loss: 0.125 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.825 +2025-09-23 14:45:50,506 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.832 +2025-09-23 14:48:02,768 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 96.773 CLS Loss: 0.119 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.843 +2025-09-23 14:50:15,001 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.128 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.859 +2025-09-23 14:52:27,239 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.121 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.833 +2025-09-23 14:54:39,461 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.832 +2025-09-23 14:56:51,652 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 96.320 CLS Loss: 0.126 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.830 +2025-09-23 14:59:03,874 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.840 +2025-09-23 15:01:16,131 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.854 +2025-09-23 15:03:28,391 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.121 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.840 +2025-09-23 15:05:40,619 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.839 +2025-09-23 15:07:52,891 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.839 +2025-09-23 15:10:05,144 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.120 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.821 +2025-09-23 15:12:17,410 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.123 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.835 +2025-09-23 15:14:29,635 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 96.727 CLS Loss: 0.123 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.840 +2025-09-23 15:16:41,947 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.130 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 1.881 +2025-09-23 15:18:54,169 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.817 +2025-09-23 15:21:06,557 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.119 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.836 +2025-09-23 15:23:18,816 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 96.352 CLS Loss: 0.126 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.839 +2025-09-23 15:25:31,063 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 96.664 CLS Loss: 0.127 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.862 +2025-09-23 15:27:43,338 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.129 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.846 +2025-09-23 15:29:55,512 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.841 +2025-09-23 15:32:07,807 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.125 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.830 +2025-09-23 15:34:20,000 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.131 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.853 +2025-09-23 15:36:32,251 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.122 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.825 +2025-09-23 15:38:44,566 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 96.789 CLS Loss: 0.118 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.825 +2025-09-23 15:40:56,780 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 96.391 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.856 +2025-09-23 15:43:08,978 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.125 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.821 +2025-09-23 15:45:21,287 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.131 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.865 +2025-09-23 15:47:33,527 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.853 +2025-09-23 15:49:45,742 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.113 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.813 +2025-09-23 15:51:57,986 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.128 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.853 +2025-09-23 15:54:10,290 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.128 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.848 +2025-09-23 15:56:22,401 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 96.742 CLS Loss: 0.127 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.839 +2025-09-23 15:58:34,159 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.852 +2025-09-23 16:00:45,847 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 96.477 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.857 +2025-09-23 16:02:57,748 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.129 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.830 +2025-09-23 16:05:09,860 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.122 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.821 +2025-09-23 16:07:22,100 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.130 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.862 +2025-09-23 16:09:34,426 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.136 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.869 +2025-09-23 16:11:46,654 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.125 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.846 +2025-09-23 16:12:37,821 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 81.958 FPR: 58.031 AUROC: 88.093 AUPR: 61.458 AURC: 43.780 EAURC: 26.427 AUPR Succ.: 96.897 ECE: 4.475 NLL: 6.933 Brier: 25.876 +2025-09-23 16:13:22,816 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 81.964 FPR: 58.017 AUROC: 88.086 AUPR: 61.410 AURC: 43.785 EAURC: 26.443 AUPR Succ.: 96.895 ECE: 4.458 NLL: 6.933 Brier: 25.875 +2025-09-23 16:13:22,823 INFO ####### --- Training Epoch 20 --- ####### +2025-09-23 16:16:45,845 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.129 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.864 +2025-09-23 16:18:57,312 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 96.695 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.829 +2025-09-23 16:21:09,044 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.124 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.838 +2025-09-23 16:23:20,830 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 96.461 CLS Loss: 0.134 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.849 +2025-09-23 16:25:32,738 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.862 +2025-09-23 16:27:44,142 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.131 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.849 +2025-09-23 16:29:55,528 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.126 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.827 +2025-09-23 16:32:07,094 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.850 +2025-09-23 16:34:18,791 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 96.398 CLS Loss: 0.128 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.847 +2025-09-23 16:36:30,441 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 96.523 CLS Loss: 0.126 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.829 +2025-09-23 16:38:42,189 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.125 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.826 +2025-09-23 16:40:54,078 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 96.836 CLS Loss: 0.120 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.831 +2025-09-23 16:43:05,969 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.129 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.863 +2025-09-23 16:45:17,850 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.122 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 1.810 +2025-09-23 16:47:29,665 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.126 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.842 +2025-09-23 16:49:41,560 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 96.328 CLS Loss: 0.126 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.849 +2025-09-23 16:51:53,437 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.850 +2025-09-23 16:54:05,292 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.847 +2025-09-23 16:56:17,167 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 96.555 CLS Loss: 0.121 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 1.817 +2025-09-23 16:58:29,050 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.125 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.834 +2025-09-23 17:00:40,955 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.125 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.841 +2025-09-23 17:02:52,809 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 96.805 CLS Loss: 0.120 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 1.813 +2025-09-23 17:05:04,611 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.123 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.842 +2025-09-23 17:07:16,460 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.123 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.818 +2025-09-23 17:09:28,240 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.857 +2025-09-23 17:11:40,125 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.119 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.819 +2025-09-23 17:13:52,060 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.119 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.837 +2025-09-23 17:16:03,919 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 96.430 CLS Loss: 0.127 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.831 +2025-09-23 17:18:15,760 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.126 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.866 +2025-09-23 17:20:27,632 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.129 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.862 +2025-09-23 17:22:39,421 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 96.680 CLS Loss: 0.126 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 1.837 +2025-09-23 17:24:51,306 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.125 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.828 +2025-09-23 17:27:03,125 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.131 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.857 +2025-09-23 17:29:15,007 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 96.789 CLS Loss: 0.122 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.822 +2025-09-23 17:31:26,859 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.816 +2025-09-23 17:33:38,638 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 96.438 CLS Loss: 0.130 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.864 +2025-09-23 17:35:50,488 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.125 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 1.851 +2025-09-23 17:38:02,386 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.131 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 1.884 +2025-09-23 17:40:14,326 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.847 +2025-09-23 17:42:26,148 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 97.008 CLS Loss: 0.114 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.801 +2025-09-23 17:44:38,064 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.856 +2025-09-23 17:46:49,954 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.129 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.849 +2025-09-23 17:49:01,591 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 96.867 CLS Loss: 0.126 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.845 +2025-09-23 17:51:12,761 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 96.523 CLS Loss: 0.127 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 1.819 +2025-09-23 17:53:24,310 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 1.845 +2025-09-23 17:55:35,822 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.477 CLS Loss: 0.129 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.857 +2025-09-23 17:57:47,402 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.123 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.834 +2025-09-23 17:59:59,210 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 96.367 CLS Loss: 0.130 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 1.869 +2025-09-23 18:02:11,087 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.136 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.872 +2025-09-23 18:04:23,012 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 96.320 CLS Loss: 0.126 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 1.835 +2025-09-23 18:05:16,914 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 81.958 FPR: 58.053 AUROC: 88.093 AUPR: 61.443 AURC: 43.779 EAURC: 26.425 AUPR Succ.: 96.897 ECE: 4.478 NLL: 6.933 Brier: 25.876 +2025-09-23 18:06:03,304 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 81.966 FPR: 57.990 AUROC: 88.083 AUPR: 61.388 AURC: 43.784 EAURC: 26.446 AUPR Succ.: 96.895 ECE: 4.456 NLL: 6.933 Brier: 25.875 +2025-09-23 18:06:03,311 INFO ####### --- Training Epoch 21 --- ####### +2025-09-23 18:09:25,481 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.128 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 1.861 +2025-09-23 18:11:36,737 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.126 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.846 +2025-09-23 18:13:48,193 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.124 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.850 +2025-09-23 18:16:00,067 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.133 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.859 +2025-09-23 18:18:12,157 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.125 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.850 +2025-09-23 18:20:23,791 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 96.430 CLS Loss: 0.132 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 1.876 +2025-09-23 18:22:35,091 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.126 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.846 +2025-09-23 18:24:46,555 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 96.727 CLS Loss: 0.126 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 1.835 +2025-09-23 18:26:58,344 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 96.328 CLS Loss: 0.129 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.847 +2025-09-23 18:29:10,283 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.126 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.847 +2025-09-23 18:31:22,353 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.125 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.828 +2025-09-23 18:33:34,673 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.120 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.843 +2025-09-23 18:35:46,922 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.129 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.862 +2025-09-23 18:37:59,179 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.122 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 1.821 +2025-09-23 18:40:11,449 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 96.508 CLS Loss: 0.126 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 1.851 +2025-09-23 18:42:23,637 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 96.289 CLS Loss: 0.127 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 1.848 +2025-09-23 18:44:35,797 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.127 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.849 +2025-09-23 18:46:47,980 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.126 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.837 +2025-09-23 18:49:00,097 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.121 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.840 +2025-09-23 18:51:12,302 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 96.602 CLS Loss: 0.125 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 1.847 +2025-09-23 18:53:24,446 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.539 CLS Loss: 0.126 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.855 +2025-09-23 18:55:36,544 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 96.805 CLS Loss: 0.119 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 1.837 +2025-09-23 18:57:48,696 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.124 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.849 +2025-09-23 19:00:00,949 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 96.711 CLS Loss: 0.123 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.842 +2025-09-23 19:02:13,059 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 96.383 CLS Loss: 0.131 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 1.859 +2025-09-23 19:04:25,267 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 96.742 CLS Loss: 0.120 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 1.818 +2025-09-23 19:06:37,419 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 96.633 CLS Loss: 0.119 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 1.833 +2025-09-23 19:08:49,416 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.127 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.834 +2025-09-23 19:11:01,523 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.127 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 1.873 +2025-09-23 19:13:13,647 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.128 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.849 +2025-09-23 19:15:25,756 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 1.825 +2025-09-23 19:17:37,914 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 96.617 CLS Loss: 0.125 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 1.854 +2025-09-23 19:19:50,020 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.869 +2025-09-23 19:22:02,098 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 96.773 CLS Loss: 0.122 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 1.843 +2025-09-23 19:24:14,180 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 96.805 CLS Loss: 0.119 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 1.812 +2025-09-23 19:26:26,297 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 1.854 +2025-09-23 19:28:38,432 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 96.586 CLS Loss: 0.125 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 1.831 +2025-09-23 19:30:50,532 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 96.445 CLS Loss: 0.131 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 1.864 +2025-09-23 19:33:02,625 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.127 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.861 +2025-09-23 19:35:14,603 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 96.984 CLS Loss: 0.113 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 1.817 +2025-09-23 19:37:27,036 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.127 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 1.850 +2025-09-23 19:39:39,392 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 1.882 +2025-09-23 19:41:51,288 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 96.742 CLS Loss: 0.127 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 1.853 +2025-09-23 19:44:03,174 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 96.492 CLS Loss: 0.128 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 1.850 +2025-09-23 19:46:15,129 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 96.469 CLS Loss: 0.129 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 1.838 +2025-09-23 19:48:27,048 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.130 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 1.820 +2025-09-23 19:50:38,966 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 96.570 CLS Loss: 0.123 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 1.828 +2025-09-23 19:52:50,865 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 96.320 CLS Loss: 0.130 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 1.863 +2025-09-23 19:55:02,785 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 96.406 CLS Loss: 0.136 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 1.873 +2025-09-23 19:57:14,685 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 96.414 CLS Loss: 0.125 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 1.831 +2025-09-23 19:58:47,175 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 81.960 FPR: 58.038 AUROC: 88.089 AUPR: 61.407 AURC: 43.781 EAURC: 26.431 AUPR Succ.: 96.897 ECE: 4.471 NLL: 6.933 Brier: 25.876 +2025-09-23 19:59:29,090 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 81.964 FPR: 58.028 AUROC: 88.085 AUPR: 61.396 AURC: 43.786 EAURC: 26.444 AUPR Succ.: 96.895 ECE: 4.461 NLL: 6.933 Brier: 25.875