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Loss: 4.341 +2025-09-30 17:03:58,086 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.145 CLS Loss: 4.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.518 Tot. Loss: 4.281 +2025-09-30 17:05:42,680 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.027 CLS Loss: 4.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.451 Tot. Loss: 4.199 +2025-09-30 17:07:27,357 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 79.324 CLS Loss: 4.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.394 Tot. Loss: 4.141 +2025-09-30 17:09:11,881 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 79.055 CLS Loss: 4.087 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.343 Tot. Loss: 4.087 +2025-09-30 17:10:56,453 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.695 CLS Loss: 4.008 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.271 Tot. Loss: 4.008 +2025-09-30 17:12:19,953 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/ce_1e-5_adamw", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-09-30 17:12:22,021 INFO #################################################################################################### +1 / 1 Running +2025-09-30 17:12:25,209 INFO ####### --- Training Epoch 1 --- ####### +2025-09-30 17:14:16,102 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.188 CLS Loss: 6.911 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.913 Tot. Loss: 6.911 +2025-09-30 17:16:00,438 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.465 CLS Loss: 6.834 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.841 Tot. Loss: 6.834 +2025-09-30 17:17:44,787 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.906 CLS Loss: 6.760 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.774 Tot. Loss: 6.760 +2025-09-30 17:19:29,240 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 2.070 CLS Loss: 6.682 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.703 Tot. Loss: 6.682 +2025-09-30 17:21:13,568 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.453 CLS Loss: 6.608 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.635 Tot. Loss: 6.608 +2025-09-30 17:22:57,895 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.105 CLS Loss: 6.532 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.567 Tot. Loss: 6.532 +2025-09-30 17:24:42,277 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.391 CLS Loss: 6.462 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.503 Tot. Loss: 6.462 +2025-09-30 17:26:26,649 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.957 CLS Loss: 6.388 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.437 Tot. Loss: 6.388 +2025-09-30 17:28:11,054 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 19.266 CLS Loss: 6.312 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.368 Tot. Loss: 6.312 +2025-09-30 17:29:55,522 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.246 CLS Loss: 6.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.299 Tot. Loss: 6.237 +2025-09-30 17:31:39,898 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.254 CLS Loss: 6.158 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.226 Tot. Loss: 6.158 +2025-09-30 17:33:24,302 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 37.641 CLS Loss: 6.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.161 Tot. Loss: 6.084 +2025-09-30 17:35:08,714 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 42.895 CLS Loss: 6.014 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.097 Tot. Loss: 6.014 +2025-09-30 17:36:53,572 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 48.398 CLS Loss: 5.935 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.024 Tot. Loss: 5.935 +2025-09-30 17:38:38,004 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.688 CLS Loss: 5.863 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.963 Tot. Loss: 5.863 +2025-09-30 17:40:22,356 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 56.773 CLS Loss: 5.788 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.893 Tot. Loss: 5.788 +2025-09-30 17:42:22,168 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 1024, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/ce_1e-5_adamw", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-09-30 17:42:22,991 INFO #################################################################################################### +1 / 1 Running +2025-09-30 17:42:26,273 INFO ####### --- Training Epoch 1 --- ####### +2025-09-30 17:49:36,694 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.302 CLS Loss: 6.881 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.884 Tot. Loss: 6.881 +2025-09-30 17:56:25,775 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 1.002 CLS Loss: 6.751 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.766 Tot. Loss: 6.751 +2025-09-30 18:03:14,777 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 3.258 CLS Loss: 6.620 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.648 Tot. Loss: 6.620 +2025-09-30 18:10:03,819 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 8.021 CLS Loss: 6.490 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.530 Tot. Loss: 6.490 +2025-09-30 18:16:52,839 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 15.868 CLS Loss: 6.359 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.410 Tot. Loss: 6.359 +2025-09-30 18:23:41,842 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 25.783 CLS Loss: 6.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.294 Tot. Loss: 6.230 +2025-09-30 18:30:30,818 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 36.339 CLS Loss: 6.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.178 Tot. Loss: 6.101 +2025-09-30 18:37:19,833 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 45.809 CLS Loss: 5.973 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.061 Tot. Loss: 5.973 +2025-09-30 18:44:08,868 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 53.759 CLS Loss: 5.845 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.945 Tot. Loss: 5.845 +2025-09-30 18:50:57,886 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 59.859 CLS Loss: 5.718 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.829 Tot. Loss: 5.718 +2025-09-30 18:57:46,875 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 64.496 CLS Loss: 5.590 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.712 Tot. Loss: 5.590 +2025-09-30 19:04:35,916 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 67.714 CLS Loss: 5.467 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.601 Tot. Loss: 5.467 +2025-09-30 19:10:09,903 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 68.094 FPR: 59.512 AUROC: 81.802 AUPR: 70.656 AURC: 137.456 EAURC: 80.068 AUPR Succ.: 89.114 ECE: 67.462 NLL: 53.739 Brier: 98.949 +2025-09-30 19:12:13,428 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 68.090 FPR: 59.511 AUROC: 81.796 AUPR: 70.648 AURC: 137.505 EAURC: 80.102 AUPR Succ.: 89.109 ECE: 67.459 NLL: 53.749 Brier: 98.950 +2025-09-30 19:12:13,434 INFO Original Model Accuracy improved from 0.00 to 68.09!!! +2025-09-30 19:12:14,610 INFO EMA Model Accuracy improved from 0.00 to 68.09!!! +2025-09-30 19:12:15,855 INFO ####### --- Training Epoch 2 --- ####### +2025-10-01 16:36:11,594 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/ce_1e-5_adamw", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-01 16:37:07,321 INFO #################################################################################################### +1 / 1 Running +2025-10-01 16:37:23,652 INFO ####### --- Training Epoch 1 --- ####### +2025-10-01 18:37:30,637 INFO { + "activation": "relu", + "alpha": 0.5, + "batch_size": 256, + "cos_temp": 64, + "crl_weight": 0.0, + "cutmix_beta": 1.0, + "cutmix_prob": 1.0, + "cutmix_weight": 0.0, + "data_name": "imagenet1k", + "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth", + "dinov3_path": "./pretrained_model/dinov3_vitl16_pretrain_lvd1689m-8aa4cbdd.pth", + "dinov3_repo": "../dinov3", + "epochs": 20, + "fine_tune_epochs": 20, + "fine_tune_lr": 0.01, + "gpu": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7 + ], + "imb_factor": 1.0, + "label_smoothing": 0.0, + "lmbda": 0.8, + "loss": "ce", + "lr": 1e-05, + "mixup_beta": 10.0, + "mixup_weight": 0.0, + "model_name": "dinov3_l16", + "momentum": 0.9, + "nb_cls": 1000, + "nb_run": 1, + "nb_worker": 4, + "optim_name": "baseline", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 0.0, + "rebn": false, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/ce_1e-5_adamw", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-01 18:38:08,464 INFO #################################################################################################### +1 / 1 Running +2025-10-01 18:38:24,921 INFO ####### --- Training Epoch 1 --- ####### +2025-10-01 18:40:05,605 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 6.908 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.910 Tot. Loss: 6.908 +2025-10-01 18:40:24,453 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 6.827 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.838 Tot. Loss: 6.827 +2025-10-01 18:40:43,181 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.844 CLS Loss: 6.765 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.778 Tot. Loss: 6.765 +2025-10-01 18:41:01,925 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.688 CLS Loss: 6.683 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.703 Tot. Loss: 6.683 +2025-10-01 18:41:20,564 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.312 CLS Loss: 6.611 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.643 Tot. Loss: 6.611 +2025-10-01 18:41:39,253 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.531 CLS Loss: 6.528 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.566 Tot. Loss: 6.528 +2025-10-01 18:41:57,838 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 10.312 CLS Loss: 6.458 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.499 Tot. Loss: 6.458 +2025-10-01 18:42:17,013 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.250 CLS Loss: 6.397 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.443 Tot. Loss: 6.397 +2025-10-01 18:42:35,637 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 19.094 CLS Loss: 6.315 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.372 Tot. Loss: 6.315 +2025-10-01 18:42:54,272 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.438 CLS Loss: 6.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.298 Tot. Loss: 6.240 +2025-10-01 18:43:12,963 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.906 CLS Loss: 6.155 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.222 Tot. Loss: 6.155 +2025-10-01 18:43:31,593 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 37.250 CLS Loss: 6.083 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.161 Tot. Loss: 6.083 +2025-10-01 18:43:50,744 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 41.875 CLS Loss: 6.019 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.106 Tot. Loss: 6.019 +2025-10-01 18:44:09,424 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 49.188 CLS Loss: 5.929 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.022 Tot. Loss: 5.929 +2025-10-01 18:44:28,113 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.969 CLS Loss: 5.864 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.957 Tot. Loss: 5.864 +2025-10-01 18:44:46,693 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 56.094 CLS Loss: 5.792 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.901 Tot. Loss: 5.792 +2025-10-01 18:45:05,294 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 59.531 CLS Loss: 5.716 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.830 Tot. Loss: 5.716 +2025-10-01 18:45:23,873 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.969 CLS Loss: 5.645 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.760 Tot. Loss: 5.645 +2025-10-01 18:45:42,461 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 64.750 CLS Loss: 5.568 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.700 Tot. Loss: 5.568 +2025-10-01 18:46:01,160 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 68.188 CLS Loss: 5.489 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.614 Tot. Loss: 5.489 +2025-10-01 18:46:20,603 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.625 CLS Loss: 5.432 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.572 Tot. Loss: 5.432 +2025-10-01 18:46:39,766 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.812 CLS Loss: 5.345 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.474 Tot. Loss: 5.345 +2025-10-01 18:46:58,420 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 71.094 CLS Loss: 5.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.421 Tot. Loss: 5.278 +2025-10-01 18:47:17,158 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 72.062 CLS Loss: 5.193 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.362 Tot. Loss: 5.193 +2025-10-01 18:47:35,874 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 72.062 CLS Loss: 5.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.295 Tot. Loss: 5.136 +2025-10-01 18:47:54,556 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 73.125 CLS Loss: 5.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.226 Tot. Loss: 5.054 +2025-10-01 18:48:13,225 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.844 CLS Loss: 4.989 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.168 Tot. Loss: 4.989 +2025-10-01 18:48:31,833 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.656 CLS Loss: 4.915 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.100 Tot. Loss: 4.915 +2025-10-01 18:48:50,542 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 75.125 CLS Loss: 4.864 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.050 Tot. Loss: 4.864 +2025-10-01 18:49:09,612 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 75.406 CLS Loss: 4.794 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.981 Tot. Loss: 4.794 +2025-10-01 18:49:28,307 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 77.312 CLS Loss: 4.686 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.896 Tot. Loss: 4.686 +2025-10-01 18:49:46,966 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.406 CLS Loss: 4.625 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.842 Tot. Loss: 4.625 +2025-10-01 18:50:05,617 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 78.094 CLS Loss: 4.553 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.764 Tot. Loss: 4.553 +2025-10-01 18:50:24,250 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.812 CLS Loss: 4.476 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.692 Tot. Loss: 4.476 +2025-10-01 18:50:43,679 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.812 CLS Loss: 4.433 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.671 Tot. Loss: 4.433 +2025-10-01 18:51:02,354 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 79.094 CLS Loss: 4.317 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.567 Tot. Loss: 4.317 +2025-10-01 18:51:20,996 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 79.094 CLS Loss: 4.266 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.511 Tot. Loss: 4.266 +2025-10-01 18:51:39,617 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.656 CLS Loss: 4.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.439 Tot. Loss: 4.201 +2025-10-01 18:51:58,246 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.688 CLS Loss: 4.152 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.423 Tot. Loss: 4.152 +2025-10-01 18:52:16,944 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.094 CLS Loss: 4.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.349 Tot. Loss: 4.104 +2025-10-01 18:52:35,590 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.812 CLS Loss: 4.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.285 Tot. Loss: 4.026 +2025-10-01 18:52:54,195 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.500 CLS Loss: 3.925 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.205 Tot. Loss: 3.925 +2025-10-01 18:53:13,704 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 80.125 CLS Loss: 3.858 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.143 Tot. Loss: 3.858 +2025-10-01 18:53:32,512 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.906 CLS Loss: 3.794 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.077 Tot. Loss: 3.794 +2025-10-01 18:53:51,149 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.375 CLS Loss: 3.727 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.005 Tot. Loss: 3.727 +2025-10-01 18:54:09,724 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.281 CLS Loss: 3.696 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.987 Tot. Loss: 3.696 +2025-10-01 18:54:28,317 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.188 CLS Loss: 3.662 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.936 Tot. Loss: 3.662 +2025-10-01 18:54:46,954 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.250 CLS Loss: 3.528 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.843 Tot. Loss: 3.528 +2025-10-01 18:55:05,612 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.531 CLS Loss: 3.493 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.794 Tot. Loss: 3.493 +2025-10-01 18:55:24,083 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 82.156 CLS Loss: 3.422 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.735 Tot. Loss: 3.422 +2025-10-01 18:57:42,501 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 79.112 FPR: 71.486 AUROC: 77.905 AUPR: 51.264 AURC: 88.360 EAURC: 64.844 AUPR Succ.: 92.241 ECE: 72.039 NLL: 34.795 Brier: 87.870 +2025-10-01 18:59:52,174 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 79.076 FPR: 71.373 AUROC: 77.940 AUPR: 51.406 AURC: 88.455 EAURC: 64.854 AUPR Succ.: 92.237 ECE: 72.060 NLL: 34.861 Brier: 87.960 +2025-10-01 18:59:52,180 INFO Original Model Accuracy improved from 0.00 to 79.11!!! +2025-10-01 18:59:53,347 INFO EMA Model Accuracy improved from 0.00 to 79.08!!! +2025-10-01 18:59:55,267 INFO ####### --- Training Epoch 2 --- ####### +2025-10-01 19:02:03,332 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.875 CLS Loss: 2.799 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.175 Tot. Loss: 2.799 +2025-10-01 19:02:52,224 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.375 CLS Loss: 2.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.631 Tot. Loss: 2.289 +2025-10-01 19:03:40,631 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.562 CLS Loss: 2.016 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.367 Tot. Loss: 2.016 +2025-10-01 19:04:29,053 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.594 CLS Loss: 1.780 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.137 Tot. Loss: 1.780 +2025-10-01 19:05:17,530 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 82.250 CLS Loss: 1.612 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.030 Tot. Loss: 1.612 +2025-10-01 19:06:06,494 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.125 CLS Loss: 1.480 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.876 Tot. Loss: 1.480 +2025-10-01 19:06:54,920 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 84.562 CLS Loss: 1.321 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.742 Tot. Loss: 1.321 +2025-10-01 19:07:43,538 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 84.094 CLS Loss: 1.224 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.649 Tot. Loss: 1.224 +2025-10-01 19:08:32,898 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.750 CLS Loss: 1.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.541 Tot. Loss: 1.118 +2025-10-01 19:09:21,462 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 85.031 CLS Loss: 1.056 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.477 Tot. Loss: 1.056 +2025-10-01 19:10:09,957 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.406 CLS Loss: 0.979 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.366 Tot. Loss: 0.979 +2025-10-01 19:10:59,264 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.875 CLS Loss: 0.992 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.405 Tot. Loss: 0.992 +2025-10-01 19:11:47,809 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.894 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.292 Tot. Loss: 0.894 +2025-10-01 19:12:36,377 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.969 CLS Loss: 0.837 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.211 Tot. Loss: 0.837 +2025-10-01 19:13:25,253 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.812 CLS Loss: 0.803 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.212 Tot. Loss: 0.803 +2025-10-01 19:14:14,301 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.797 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.216 Tot. Loss: 0.797 +2025-10-01 19:15:02,914 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.281 CLS Loss: 0.773 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.184 Tot. Loss: 0.773 +2025-10-01 19:15:51,646 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.709 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.128 Tot. Loss: 0.709 +2025-10-01 19:16:40,457 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.812 CLS Loss: 0.708 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.071 Tot. Loss: 0.708 +2025-10-01 19:17:29,595 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.686 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.116 Tot. Loss: 0.686 +2025-10-01 19:18:18,121 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.750 CLS Loss: 0.671 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.076 Tot. Loss: 0.671 +2025-10-01 19:19:06,791 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.652 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.074 Tot. Loss: 0.652 +2025-10-01 19:19:56,193 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.375 CLS Loss: 0.665 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.028 Tot. Loss: 0.665 +2025-10-01 19:20:44,684 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.626 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.000 Tot. Loss: 0.626 +2025-10-01 19:21:33,180 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.655 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.059 Tot. Loss: 0.655 +2025-10-01 19:22:22,494 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.613 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.974 Tot. Loss: 0.613 +2025-10-01 19:23:11,039 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.574 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.967 Tot. Loss: 0.574 +2025-10-01 19:23:59,548 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.568 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.960 Tot. Loss: 0.568 +2025-10-01 19:24:48,337 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.586 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.943 Tot. Loss: 0.586 +2025-10-01 19:25:37,412 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.589 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.973 Tot. Loss: 0.589 +2025-10-01 19:26:25,938 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.549 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.929 Tot. Loss: 0.549 +2025-10-01 19:27:14,616 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.546 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.967 Tot. Loss: 0.546 +2025-10-01 19:28:03,301 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.545 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 0.545 +2025-10-01 19:28:52,512 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.539 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 0.539 +2025-10-01 19:29:41,103 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.561 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.999 Tot. Loss: 0.561 +2025-10-01 19:30:29,784 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.522 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 0.522 +2025-10-01 19:31:19,031 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.515 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 0.515 +2025-10-01 19:32:07,562 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.524 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 0.524 +2025-10-01 19:32:56,209 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.519 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.907 Tot. Loss: 0.519 +2025-10-01 19:33:45,726 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.526 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 0.526 +2025-10-01 19:34:34,306 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.517 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.906 Tot. Loss: 0.517 +2025-10-01 19:35:22,888 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.504 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.900 Tot. Loss: 0.504 +2025-10-01 19:36:11,750 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.515 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.923 Tot. Loss: 0.515 +2025-10-01 19:37:00,835 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.497 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.902 Tot. Loss: 0.497 +2025-10-01 19:37:49,482 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.481 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 0.481 +2025-10-01 19:38:38,097 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.438 CLS Loss: 0.467 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 0.467 +2025-10-01 19:39:26,885 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.502 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.502 +2025-10-01 19:40:15,692 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.464 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 0.464 +2025-10-01 19:41:04,519 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.511 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 0.511 +2025-10-01 19:41:53,156 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.453 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 0.453 +2025-10-01 19:44:14,719 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.402 FPR: 61.288 AUROC: 87.006 AUPR: 49.771 AURC: 31.260 EAURC: 21.565 AUPR Succ.: 97.579 ECE: 4.052 NLL: 5.399 Brier: 20.479 +2025-10-01 19:46:25,812 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.522 FPR: 61.270 AUROC: 86.977 AUPR: 49.082 AURC: 30.929 EAURC: 21.408 AUPR Succ.: 97.599 ECE: 4.261 NLL: 5.389 Brier: 20.395 +2025-10-01 19:46:25,818 INFO Original Model Accuracy improved from 79.11 to 86.40!!! +2025-10-01 19:46:27,058 INFO EMA Model Accuracy improved from 79.08 to 86.52!!! +2025-10-01 19:46:28,280 INFO ####### --- Training Epoch 3 --- ####### +2025-10-01 19:48:26,682 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.457 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.457 +2025-10-01 19:49:15,619 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.433 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 0.433 +2025-10-01 19:50:04,125 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.472 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 0.472 +2025-10-01 19:50:52,696 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.444 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.865 Tot. Loss: 0.444 +2025-10-01 19:51:41,165 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 88.906 CLS Loss: 0.451 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 0.451 +2025-10-01 19:52:30,233 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.480 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 0.480 +2025-10-01 19:53:18,916 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.438 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.438 +2025-10-01 19:54:07,410 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.441 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.441 +2025-10-01 19:54:56,482 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.414 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 0.414 +2025-10-01 19:55:45,067 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.411 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 0.411 +2025-10-01 19:56:33,995 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.419 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.419 +2025-10-01 19:57:23,102 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.449 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 0.449 +2025-10-01 19:58:11,650 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.410 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.410 +2025-10-01 19:59:00,263 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.416 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.416 +2025-10-01 19:59:48,991 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.404 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.404 +2025-10-01 20:00:37,988 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.429 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.429 +2025-10-01 20:01:26,739 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.421 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 0.421 +2025-10-01 20:02:15,484 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.373 +2025-10-01 20:03:04,044 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.391 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.391 +2025-10-01 20:03:53,037 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.375 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.375 +2025-10-01 20:04:41,867 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.387 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.891 Tot. Loss: 0.387 +2025-10-01 20:05:30,440 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.388 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.388 +2025-10-01 20:06:19,489 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.408 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.408 +2025-10-01 20:07:08,036 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.371 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.371 +2025-10-01 20:07:56,857 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.421 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.421 +2025-10-01 20:08:46,021 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.385 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.385 +2025-10-01 20:09:34,613 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.358 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.358 +2025-10-01 20:10:23,284 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.366 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.366 +2025-10-01 20:11:11,980 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.382 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.382 +2025-10-01 20:12:01,012 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.397 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.397 +2025-10-01 20:12:49,693 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.362 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.362 +2025-10-01 20:13:38,417 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.365 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.365 +2025-10-01 20:14:26,950 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.368 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 0.368 +2025-10-01 20:15:16,012 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.369 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.369 +2025-10-01 20:16:04,810 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.384 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.384 +2025-10-01 20:16:53,367 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.365 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 0.365 +2025-10-01 20:17:42,534 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.355 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.355 +2025-10-01 20:18:31,111 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.370 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.370 +2025-10-01 20:19:19,842 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.366 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.366 +2025-10-01 20:20:08,887 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.377 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 0.377 +2025-10-01 20:20:57,350 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.373 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.373 +2025-10-01 20:21:45,980 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.368 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.368 +2025-10-01 20:22:34,720 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.377 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.377 +2025-10-01 20:23:23,765 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.369 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.369 +2025-10-01 20:24:12,438 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.352 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.352 +2025-10-01 20:25:01,243 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.338 +2025-10-01 20:25:49,870 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.374 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 0.374 +2025-10-01 20:26:39,141 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.353 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.353 +2025-10-01 20:27:28,186 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.377 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.377 +2025-10-01 20:28:16,715 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.343 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.343 +2025-10-01 20:30:37,919 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.086 FPR: 59.548 AUROC: 87.767 AUPR: 50.023 AURC: 27.816 EAURC: 19.093 AUPR Succ.: 97.869 ECE: 0.785 NLL: 4.761 Brier: 19.099 +2025-10-01 20:32:50,792 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.216 FPR: 57.744 AUROC: 87.925 AUPR: 50.364 AURC: 27.172 EAURC: 18.629 AUPR Succ.: 97.923 ECE: 0.672 NLL: 4.733 Brier: 18.882 +2025-10-01 20:32:50,798 INFO Original Model Accuracy improved from 86.40 to 87.09!!! +2025-10-01 20:32:52,004 INFO EMA Model Accuracy improved from 86.52 to 87.22!!! +2025-10-01 20:32:53,272 INFO ####### --- Training Epoch 4 --- ####### +2025-10-01 20:34:53,245 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.341 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.341 +2025-10-01 20:35:41,613 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.316 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.316 +2025-10-01 20:36:30,233 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.360 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.360 +2025-10-01 20:37:18,769 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.331 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.331 +2025-10-01 20:38:07,446 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.340 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.340 +2025-10-01 20:38:56,216 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.372 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.372 +2025-10-01 20:39:44,959 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.343 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.343 +2025-10-01 20:40:34,034 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.339 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.712 Tot. Loss: 0.339 +2025-10-01 20:41:22,801 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.311 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.311 +2025-10-01 20:42:11,298 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.319 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.319 +2025-10-01 20:43:00,473 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 0.322 +2025-10-01 20:43:49,223 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.357 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.357 +2025-10-01 20:44:37,898 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.312 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.312 +2025-10-01 20:45:26,569 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.328 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.328 +2025-10-01 20:46:15,575 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.322 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.322 +2025-10-01 20:47:04,394 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.338 +2025-10-01 20:47:53,263 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.325 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.325 +2025-10-01 20:48:42,090 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.282 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 0.282 +2025-10-01 20:49:30,905 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.308 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.308 +2025-10-01 20:50:20,092 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.293 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.293 +2025-10-01 20:51:08,940 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.306 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.306 +2025-10-01 20:51:57,886 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.320 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.320 +2025-10-01 20:52:46,732 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.336 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.336 +2025-10-01 20:53:35,331 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.298 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.298 +2025-10-01 20:54:24,505 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.338 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.338 +2025-10-01 20:55:13,306 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.307 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.307 +2025-10-01 20:56:01,993 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.287 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.287 +2025-10-01 20:56:50,706 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.681 Tot. Loss: 0.291 +2025-10-01 20:57:39,563 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.312 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.312 +2025-10-01 20:58:28,362 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.323 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.323 +2025-10-01 20:59:17,392 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.290 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.290 +2025-10-01 21:00:06,254 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.289 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.289 +2025-10-01 21:00:54,920 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.294 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.294 +2025-10-01 21:01:44,106 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.296 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.296 +2025-10-01 21:02:33,255 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.301 +2025-10-01 21:03:21,927 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.279 +2025-10-01 21:04:11,064 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.280 +2025-10-01 21:04:59,620 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.302 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.302 +2025-10-01 21:05:48,930 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.300 +2025-10-01 21:06:37,740 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.299 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.299 +2025-10-01 21:07:26,483 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.310 +2025-10-01 21:08:15,132 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.300 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.300 +2025-10-01 21:09:03,683 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.312 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.312 +2025-10-01 21:09:52,776 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.295 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 0.295 +2025-10-01 21:10:41,635 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.288 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.288 +2025-10-01 21:11:30,205 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.279 +2025-10-01 21:12:19,196 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.301 +2025-10-01 21:13:08,341 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.291 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.291 +2025-10-01 21:13:57,277 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.310 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.310 +2025-10-01 21:14:45,997 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.271 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.665 Tot. Loss: 0.271 +2025-10-01 21:17:07,123 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.404 FPR: 60.003 AUROC: 87.642 AUPR: 49.264 AURC: 27.114 EAURC: 18.826 AUPR Succ.: 97.905 ECE: 1.769 NLL: 4.656 Brier: 18.841 +2025-10-01 21:19:17,306 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.464 FPR: 57.610 AUROC: 87.998 AUPR: 50.553 AURC: 26.394 EAURC: 18.186 AUPR Succ.: 97.976 ECE: 1.192 NLL: 4.609 Brier: 18.560 +2025-10-01 21:19:17,313 INFO Original Model Accuracy improved from 87.09 to 87.40!!! +2025-10-01 21:19:18,512 INFO EMA Model Accuracy improved from 87.22 to 87.46!!! +2025-10-01 21:19:19,718 INFO ####### --- Training Epoch 5 --- ####### +2025-10-01 21:21:18,400 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.712 Tot. Loss: 0.281 +2025-10-01 21:22:06,937 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.255 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.255 +2025-10-01 21:22:55,590 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.298 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.298 +2025-10-01 21:23:44,098 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.273 +2025-10-01 21:24:33,218 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.281 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.281 +2025-10-01 21:25:22,070 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.304 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.304 +2025-10-01 21:26:10,521 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.279 +2025-10-01 21:26:59,880 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.280 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.280 +2025-10-01 21:27:48,666 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.251 +2025-10-01 21:28:37,322 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.261 +2025-10-01 21:29:26,487 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.272 +2025-10-01 21:30:15,330 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.301 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.301 +2025-10-01 21:31:04,373 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.258 +2025-10-01 21:31:53,225 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.273 +2025-10-01 21:32:42,652 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.273 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.273 +2025-10-01 21:33:31,524 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.279 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.279 +2025-10-01 21:34:20,284 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.272 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.272 +2025-10-01 21:35:09,258 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.228 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.228 +2025-10-01 21:35:58,526 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.257 +2025-10-01 21:36:47,515 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.236 +2025-10-01 21:37:36,225 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 0.250 +2025-10-01 21:38:25,670 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.264 +2025-10-01 21:39:14,428 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.278 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 0.278 +2025-10-01 21:40:03,118 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.237 +2025-10-01 21:40:52,254 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.275 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.275 +2025-10-01 21:41:40,894 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.257 +2025-10-01 21:42:29,793 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.245 +2025-10-01 21:43:18,720 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.240 +2025-10-01 21:44:07,908 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.264 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.264 +2025-10-01 21:44:56,676 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.276 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.276 +2025-10-01 21:45:45,444 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.234 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.234 +2025-10-01 21:46:34,276 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.241 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.241 +2025-10-01 21:47:23,554 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.237 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.237 +2025-10-01 21:48:12,310 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.245 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.245 +2025-10-01 21:49:01,072 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.247 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 0.247 +2025-10-01 21:49:50,501 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.231 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.231 +2025-10-01 21:50:39,353 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 0.233 +2025-10-01 21:51:28,031 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.254 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.254 +2025-10-01 21:52:17,075 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.257 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.257 +2025-10-01 21:53:05,630 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.239 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.239 +2025-10-01 21:53:54,316 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.258 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.258 +2025-10-01 21:54:43,309 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.251 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.251 +2025-10-01 21:55:32,407 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.252 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.252 +2025-10-01 21:56:21,140 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.242 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.242 +2025-10-01 21:57:10,008 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.243 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.243 +2025-10-01 21:57:58,841 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.230 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.230 +2025-10-01 21:58:48,232 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.250 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.250 +2025-10-01 21:59:37,043 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.240 +2025-10-01 22:00:25,841 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.261 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.261 +2025-10-01 22:01:15,008 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.223 +2025-10-01 22:03:38,281 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.310 FPR: 59.212 AUROC: 87.740 AUPR: 50.284 AURC: 27.272 EAURC: 18.856 AUPR Succ.: 97.899 ECE: 2.717 NLL: 4.730 Brier: 18.992 +2025-10-01 22:05:51,717 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.608 FPR: 58.150 AUROC: 87.927 AUPR: 50.103 AURC: 26.083 EAURC: 18.067 AUPR Succ.: 97.993 ECE: 2.021 NLL: 4.593 Brier: 18.498 +2025-10-01 22:05:51,723 INFO EMA Model Accuracy improved from 87.46 to 87.61!!! +2025-10-01 22:05:52,915 INFO ####### --- Training Epoch 6 --- ####### +2025-10-01 22:07:56,301 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.233 +2025-10-01 22:08:45,055 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.207 +2025-10-01 22:09:33,362 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.242 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.242 +2025-10-01 22:10:22,725 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.223 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.223 +2025-10-01 22:11:11,581 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.694 Tot. Loss: 0.235 +2025-10-01 22:12:00,075 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.244 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.244 +2025-10-01 22:12:49,073 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.235 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.235 +2025-10-01 22:13:38,182 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.240 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.240 +2025-10-01 22:14:26,883 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.205 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 0.205 +2025-10-01 22:15:15,718 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.211 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.211 +2025-10-01 22:16:04,430 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.221 +2025-10-01 22:16:53,562 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.246 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.246 +2025-10-01 22:17:42,346 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.220 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.220 +2025-10-01 22:18:31,391 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.222 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.222 +2025-10-01 22:19:20,354 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.228 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.228 +2025-10-01 22:20:09,303 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.232 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 0.232 +2025-10-01 22:20:57,897 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.229 +2025-10-01 22:21:47,265 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 94.938 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.188 +2025-10-01 22:22:36,234 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.710 Tot. Loss: 0.202 +2025-10-01 22:23:24,817 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.195 +2025-10-01 22:24:13,851 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.210 +2025-10-01 22:25:03,015 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.222 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.222 +2025-10-01 22:25:51,849 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.236 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.236 +2025-10-01 22:26:40,845 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.195 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.195 +2025-10-01 22:27:29,623 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.233 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.233 +2025-10-01 22:28:18,843 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.202 +2025-10-01 22:29:07,609 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.214 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.214 +2025-10-01 22:29:56,688 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.201 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.201 +2025-10-01 22:30:45,706 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.217 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.217 +2025-10-01 22:31:34,751 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.238 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.238 +2025-10-01 22:32:23,379 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 0.190 +2025-10-01 22:33:12,715 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.203 +2025-10-01 22:34:01,680 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.196 +2025-10-01 22:34:50,313 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.208 +2025-10-01 22:35:39,265 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.213 +2025-10-01 22:36:28,482 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.187 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.187 +2025-10-01 22:37:17,268 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.203 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.203 +2025-10-01 22:38:06,075 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.210 +2025-10-01 22:38:54,826 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.210 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.710 Tot. Loss: 0.210 +2025-10-01 22:39:43,683 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.199 +2025-10-01 22:40:32,732 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.213 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.701 Tot. Loss: 0.213 +2025-10-01 22:41:21,715 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.212 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.212 +2025-10-01 22:42:10,478 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.216 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.216 +2025-10-01 22:42:59,678 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.196 +2025-10-01 22:43:48,221 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.199 +2025-10-01 22:44:37,380 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.188 +2025-10-01 22:45:26,513 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.208 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.208 +2025-10-01 22:46:15,080 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 0.200 +2025-10-01 22:47:04,058 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.221 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.221 +2025-10-01 22:47:52,801 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.188 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.188 +2025-10-01 22:50:13,607 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.188 FPR: 60.381 AUROC: 87.517 AUPR: 50.182 AURC: 28.017 EAURC: 19.435 AUPR Succ.: 97.833 ECE: 3.650 NLL: 4.883 Brier: 19.383 +2025-10-01 22:52:23,513 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.652 FPR: 60.398 AUROC: 87.757 AUPR: 49.725 AURC: 26.226 EAURC: 18.268 AUPR Succ.: 97.972 ECE: 2.782 NLL: 4.658 Brier: 18.653 +2025-10-01 22:52:23,519 INFO EMA Model Accuracy improved from 87.61 to 87.65!!! +2025-10-01 22:52:24,658 INFO ####### --- Training Epoch 7 --- ####### +2025-10-01 22:54:24,755 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.190 +2025-10-01 22:55:13,125 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 94.969 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.716 Tot. Loss: 0.172 +2025-10-01 22:56:02,096 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.196 +2025-10-01 22:56:50,774 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 94.906 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.191 +2025-10-01 22:57:39,311 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.198 +2025-10-01 22:58:28,196 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.202 +2025-10-01 22:59:16,828 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 94.875 CLS Loss: 0.196 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.196 +2025-10-01 23:00:05,629 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.200 +2025-10-01 23:00:54,651 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.162 +2025-10-01 23:01:43,330 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.181 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.181 +2025-10-01 23:02:32,031 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.177 +2025-10-01 23:03:21,064 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.202 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.202 +2025-10-01 23:04:09,971 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.175 +2025-10-01 23:04:58,857 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.182 +2025-10-01 23:05:48,066 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.182 +2025-10-01 23:06:36,626 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 94.781 CLS Loss: 0.182 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.182 +2025-10-01 23:07:26,045 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 94.938 CLS Loss: 0.199 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.199 +2025-10-01 23:08:14,991 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 95.750 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 0.162 +2025-10-01 23:09:03,700 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.175 +2025-10-01 23:09:52,886 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 95.688 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.166 +2025-10-01 23:10:41,453 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 95.219 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.179 +2025-10-01 23:11:30,640 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 94.844 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.191 +2025-10-01 23:12:19,626 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 95.031 CLS Loss: 0.190 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.190 +2025-10-01 23:13:08,470 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 95.938 CLS Loss: 0.152 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.712 Tot. Loss: 0.152 +2025-10-01 23:13:57,266 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 94.938 CLS Loss: 0.191 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.191 +2025-10-01 23:14:46,524 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.169 +2025-10-01 23:15:35,482 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.172 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.172 +2025-10-01 23:16:24,384 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 95.812 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.164 +2025-10-01 23:17:13,541 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.183 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.183 +2025-10-01 23:18:02,127 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.200 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.200 +2025-10-01 23:18:51,297 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.158 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.158 +2025-10-01 23:19:40,389 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 95.094 CLS Loss: 0.169 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.169 +2025-10-01 23:20:29,197 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.170 +2025-10-01 23:21:18,419 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.174 +2025-10-01 23:22:07,006 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.174 +2025-10-01 23:22:55,886 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.159 +2025-10-01 23:23:45,146 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 95.562 CLS Loss: 0.164 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.164 +2025-10-01 23:24:33,955 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.177 +2025-10-01 23:25:22,554 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.175 +2025-10-01 23:26:11,747 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.162 +2025-10-01 23:27:00,693 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.175 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.175 +2025-10-01 23:27:49,646 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 94.906 CLS Loss: 0.178 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.178 +2025-10-01 23:28:38,673 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.173 +2025-10-01 23:29:27,270 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 95.000 CLS Loss: 0.166 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.166 +2025-10-01 23:30:16,431 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 95.188 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.160 +2025-10-01 23:31:05,509 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 95.438 CLS Loss: 0.152 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.152 +2025-10-01 23:31:54,229 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 95.406 CLS Loss: 0.173 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.173 +2025-10-01 23:32:43,384 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 95.219 CLS Loss: 0.168 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.168 +2025-10-01 23:33:31,986 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.185 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.185 +2025-10-01 23:34:20,803 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 0.145 +2025-10-01 23:36:41,989 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 86.974 FPR: 58.805 AUROC: 87.602 AUPR: 50.973 AURC: 28.559 EAURC: 19.681 AUPR Succ.: 97.800 ECE: 4.581 NLL: 5.058 Brier: 19.733 +2025-10-01 23:38:52,651 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 87.458 FPR: 59.863 AUROC: 87.746 AUPR: 49.703 AURC: 26.828 EAURC: 18.611 AUPR Succ.: 97.930 ECE: 3.752 NLL: 4.794 Brier: 19.002 +2025-10-01 23:38:52,660 INFO ####### --- Training Epoch 8 --- ####### +2025-10-01 23:40:52,282 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.160 +2025-10-01 23:41:40,811 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 96.031 CLS Loss: 0.143 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.667 Tot. Loss: 0.143 +2025-10-01 23:42:29,656 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 95.281 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 0.162 +2025-10-01 23:43:18,574 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 96.000 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.150 +2025-10-01 23:44:07,594 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 0.163 +2025-10-01 23:44:56,237 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.170 +2025-10-01 23:45:45,512 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 95.500 CLS Loss: 0.162 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.162 +2025-10-01 23:46:34,154 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.174 +2025-10-01 23:47:23,139 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 95.875 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.135 +2025-10-01 23:48:11,735 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.146 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.146 +2025-10-01 23:49:00,877 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 95.312 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.149 +2025-10-01 23:49:49,991 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 95.375 CLS Loss: 0.167 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.167 +2025-10-01 23:50:38,854 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 95.594 CLS Loss: 0.147 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.147 +2025-10-01 23:51:27,754 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 95.938 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.150 +2025-10-01 23:52:16,966 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 95.781 CLS Loss: 0.157 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.157 +2025-10-01 23:53:05,978 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 95.812 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.145 +2025-10-01 23:53:54,841 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 95.562 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.170 +2025-10-01 23:54:44,003 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 96.344 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.126 +2025-10-01 23:55:32,991 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 95.531 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.145 +2025-10-01 23:56:21,546 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.124 +2025-10-01 23:57:10,798 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 96.219 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.150 +2025-10-01 23:57:59,651 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 95.844 CLS Loss: 0.160 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.160 +2025-10-01 23:58:48,660 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 95.844 CLS Loss: 0.156 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.156 +2025-10-01 23:59:37,275 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 96.938 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.133 +2025-10-02 00:00:26,331 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 95.906 CLS Loss: 0.155 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.155 +2025-10-02 00:01:15,539 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.136 +2025-10-02 00:02:04,217 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 96.250 CLS Loss: 0.146 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.146 +2025-10-02 00:02:53,170 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 96.219 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 0.141 +2025-10-02 00:03:42,360 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 95.688 CLS Loss: 0.155 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.155 +2025-10-02 00:04:31,196 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 95.281 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.170 +2025-10-02 00:05:20,029 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 96.344 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.131 +2025-10-02 00:06:09,015 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 96.000 CLS Loss: 0.142 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.142 +2025-10-02 00:06:58,311 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 96.031 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.137 +2025-10-02 00:07:46,952 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 0.136 +2025-10-02 00:08:36,172 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 95.906 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.139 +2025-10-02 00:09:24,950 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 96.281 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.124 +2025-10-02 00:10:14,040 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 96.094 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.141 +2025-10-02 00:11:02,601 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 95.625 CLS Loss: 0.146 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.686 Tot. Loss: 0.146 +2025-10-02 00:11:51,410 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 95.938 CLS Loss: 0.152 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.152 +2025-10-02 00:12:40,719 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 96.438 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.693 Tot. Loss: 0.134 +2025-10-02 00:13:29,515 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 95.281 CLS Loss: 0.148 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.148 +2025-10-02 00:14:18,404 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 95.906 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.145 +2025-10-02 00:15:07,613 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 96.031 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.144 +2025-10-02 00:15:56,585 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 96.281 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.131 +2025-10-02 00:16:45,524 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 95.719 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.139 +2025-10-02 00:17:34,465 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 96.156 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.132 +2025-10-02 00:18:23,679 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 95.688 CLS Loss: 0.148 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.148 +2025-10-02 00:19:12,231 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 96.000 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.130 +2025-10-02 00:20:01,289 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 95.844 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.150 +2025-10-02 00:20:50,091 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 96.188 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.125 +2025-10-02 00:23:13,317 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 86.768 FPR: 60.006 AUROC: 87.487 AUPR: 51.120 AURC: 29.418 EAURC: 20.250 AUPR Succ.: 97.732 ECE: 5.354 NLL: 5.286 Brier: 20.285 +2025-10-02 00:25:30,007 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 87.250 FPR: 59.639 AUROC: 87.682 AUPR: 49.925 AURC: 27.575 EAURC: 19.078 AUPR Succ.: 97.874 ECE: 4.570 NLL: 4.977 Brier: 19.449 +2025-10-02 00:25:30,014 INFO ####### --- Training Epoch 9 --- ####### +2025-10-02 00:27:27,407 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 96.406 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.128 +2025-10-02 00:28:16,241 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.125 +2025-10-02 00:29:05,142 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 96.344 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.122 +2025-10-02 00:29:53,694 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.125 +2025-10-02 00:30:42,694 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.127 +2025-10-02 00:31:31,221 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 95.781 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 0.150 +2025-10-02 00:32:20,119 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 96.125 CLS Loss: 0.142 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.142 +2025-10-02 00:33:08,847 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 96.219 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.141 +2025-10-02 00:33:57,662 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 0.116 +2025-10-02 00:34:46,324 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 96.469 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.120 +2025-10-02 00:35:35,531 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 96.562 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.118 +2025-10-02 00:36:24,374 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 96.125 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.136 +2025-10-02 00:37:12,871 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.122 +2025-10-02 00:38:02,186 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.127 +2025-10-02 00:38:51,143 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 96.250 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.134 +2025-10-02 00:39:39,959 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.124 +2025-10-02 00:40:29,175 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 0.136 +2025-10-02 00:41:17,826 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 97.188 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.105 +2025-10-02 00:42:06,850 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 96.469 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.119 +2025-10-02 00:42:55,596 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 97.250 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.105 +2025-10-02 00:43:44,643 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.122 +2025-10-02 00:44:33,454 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.739 Tot. Loss: 0.133 +2025-10-02 00:45:22,153 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 95.969 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.135 +2025-10-02 00:46:11,080 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 97.125 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.714 Tot. Loss: 0.110 +2025-10-02 00:47:00,067 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 96.844 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.127 +2025-10-02 00:47:49,053 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 96.875 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.113 +2025-10-02 00:48:37,585 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.117 +2025-10-02 00:49:27,001 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 97.031 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.118 +2025-10-02 00:50:15,975 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.127 +2025-10-02 00:51:04,544 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 96.312 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.136 +2025-10-02 00:51:54,035 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.104 +2025-10-02 00:52:42,712 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.110 +2025-10-02 00:53:31,716 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 96.938 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.111 +2025-10-02 00:54:20,467 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.126 +2025-10-02 00:55:09,513 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.111 +2025-10-02 00:55:58,266 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 97.406 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.706 Tot. Loss: 0.101 +2025-10-02 00:56:46,859 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.121 +2025-10-02 00:57:35,939 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 0.120 +2025-10-02 00:58:25,006 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 96.531 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 0.124 +2025-10-02 00:59:13,835 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 97.125 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.107 +2025-10-02 01:00:02,590 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.119 +2025-10-02 01:00:51,842 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 96.562 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.113 +2025-10-02 01:01:41,063 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 96.812 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.123 +2025-10-02 01:02:29,629 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 96.812 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.109 +2025-10-02 01:03:19,143 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.697 Tot. Loss: 0.111 +2025-10-02 01:04:07,815 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.109 +2025-10-02 01:04:56,423 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.115 +2025-10-02 01:05:45,653 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 97.156 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.103 +2025-10-02 01:06:34,484 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 96.406 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 0.127 +2025-10-02 01:07:23,294 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 97.156 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 0.101 +2025-10-02 01:09:45,626 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 86.544 FPR: 59.914 AUROC: 87.223 AUPR: 51.666 AURC: 30.719 EAURC: 21.230 AUPR Succ.: 97.617 ECE: 6.156 NLL: 5.521 Brier: 20.818 +2025-10-02 01:11:55,412 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 87.034 FPR: 60.065 AUROC: 87.501 AUPR: 50.324 AURC: 28.614 EAURC: 19.819 AUPR Succ.: 97.786 ECE: 5.379 NLL: 5.213 Brier: 19.985 +2025-10-02 01:11:55,420 INFO ####### --- Training Epoch 10 --- ####### +2025-10-02 01:13:53,808 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 97.062 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.108 +2025-10-02 01:14:42,507 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 97.188 CLS Loss: 0.092 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.092 +2025-10-02 01:15:31,281 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 96.812 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.114 +2025-10-02 01:16:20,073 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 97.188 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 0.096 +2025-10-02 01:17:08,886 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.105 +2025-10-02 01:17:57,660 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 96.812 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 0.118 +2025-10-02 01:18:46,273 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 96.938 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.114 +2025-10-02 01:19:35,371 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 96.938 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.112 +2025-10-02 01:20:23,867 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 97.531 CLS Loss: 0.090 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.090 +2025-10-02 01:21:12,615 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.096 +2025-10-02 01:22:01,877 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 97.312 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.732 Tot. Loss: 0.098 +2025-10-02 01:22:50,640 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.681 Tot. Loss: 0.111 +2025-10-02 01:23:39,770 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 97.250 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.096 +2025-10-02 01:24:28,770 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.104 +2025-10-02 01:25:17,886 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 97.156 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.103 +2025-10-02 01:26:06,948 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.713 Tot. Loss: 0.097 +2025-10-02 01:26:55,871 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.113 +2025-10-02 01:27:44,847 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.084 +2025-10-02 01:28:33,665 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 97.312 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.097 +2025-10-02 01:29:22,557 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 97.938 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.076 +2025-10-02 01:30:11,582 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.094 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.094 +2025-10-02 01:31:00,493 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 97.125 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.112 +2025-10-02 01:31:49,190 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.105 +2025-10-02 01:32:37,890 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 97.562 CLS Loss: 0.092 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.092 +2025-10-02 01:33:27,094 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 97.344 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.109 +2025-10-02 01:34:15,715 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.090 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.090 +2025-10-02 01:35:04,869 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.098 +2025-10-02 01:35:54,017 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.704 Tot. Loss: 0.101 +2025-10-02 01:36:43,055 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 97.500 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.102 +2025-10-02 01:37:32,087 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 97.250 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.114 +2025-10-02 01:38:21,017 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 97.469 CLS Loss: 0.090 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.090 +2025-10-02 01:39:09,764 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 97.531 CLS Loss: 0.093 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.093 +2025-10-02 01:39:58,628 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 97.375 CLS Loss: 0.095 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.095 +2025-10-02 01:40:47,357 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.102 +2025-10-02 01:41:36,717 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 97.469 CLS Loss: 0.091 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.091 +2025-10-02 01:42:25,812 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 97.812 CLS Loss: 0.085 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.085 +2025-10-02 01:43:14,548 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 97.531 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.698 Tot. Loss: 0.098 +2025-10-02 01:44:03,302 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 97.219 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.101 +2025-10-02 01:44:52,445 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 97.281 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 0.103 +2025-10-02 01:45:41,108 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.089 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.726 Tot. Loss: 0.089 +2025-10-02 01:46:30,235 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 97.312 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.096 +2025-10-02 01:47:19,192 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.094 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.094 +2025-10-02 01:48:08,020 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 97.344 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.097 +2025-10-02 01:48:57,080 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 97.594 CLS Loss: 0.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.084 +2025-10-02 01:49:46,134 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 97.812 CLS Loss: 0.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.084 +2025-10-02 01:50:34,837 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.088 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.671 Tot. Loss: 0.088 +2025-10-02 01:51:23,690 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 96.969 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.102 +2025-10-02 01:52:12,403 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 97.719 CLS Loss: 0.083 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.083 +2025-10-02 01:53:01,316 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 97.156 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.109 +2025-10-02 01:53:50,107 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.077 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.077 +2025-10-02 01:56:12,730 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 86.478 FPR: 61.160 AUROC: 86.985 AUPR: 50.826 AURC: 31.388 EAURC: 21.804 AUPR Succ.: 97.552 ECE: 6.682 NLL: 5.751 Brier: 21.259 +2025-10-02 01:58:22,344 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 86.808 FPR: 59.521 AUROC: 87.323 AUPR: 50.580 AURC: 29.668 EAURC: 20.557 AUPR Succ.: 97.699 ECE: 6.141 NLL: 5.462 Brier: 20.536 +2025-10-02 01:58:22,351 INFO ####### --- Training Epoch 11 --- ####### +2025-10-02 02:00:21,027 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 97.562 CLS Loss: 0.094 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.094 +2025-10-02 02:01:09,808 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 97.719 CLS Loss: 0.081 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.636 Tot. Loss: 0.081 +2025-10-02 02:01:59,001 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 97.250 CLS Loss: 0.090 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.090 +2025-10-02 02:02:47,557 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 97.812 CLS Loss: 0.081 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.694 Tot. Loss: 0.081 +2025-10-02 02:03:36,008 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 97.594 CLS Loss: 0.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.084 +2025-10-02 02:04:25,263 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.102 +2025-10-02 02:05:14,126 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 0.098 +2025-10-02 02:06:02,901 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.097 +2025-10-02 02:06:51,421 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 97.969 CLS Loss: 0.074 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.074 +2025-10-02 02:07:40,657 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 97.781 CLS Loss: 0.078 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.078 +2025-10-02 02:08:29,467 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 97.875 CLS Loss: 0.077 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.077 +2025-10-02 02:09:18,242 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.089 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.089 +2025-10-02 02:10:07,388 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 97.781 CLS Loss: 0.085 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.731 Tot. Loss: 0.085 +2025-10-02 02:10:56,510 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 97.781 CLS Loss: 0.082 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.709 Tot. Loss: 0.082 +2025-10-02 02:11:45,388 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 97.812 CLS Loss: 0.082 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.082 +2025-10-02 02:12:34,561 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.082 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 0.082 +2025-10-02 02:13:23,739 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 97.469 CLS Loss: 0.085 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.085 +2025-10-02 02:14:12,663 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 98.125 CLS Loss: 0.070 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.070 +2025-10-02 02:15:01,214 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.087 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.087 +2025-10-02 02:15:50,374 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 98.156 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 0.073 +2025-10-02 02:16:39,396 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 98.125 CLS Loss: 0.074 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.074 +2025-10-02 02:17:28,327 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 0.096 +2025-10-02 02:18:16,882 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 97.594 CLS Loss: 0.086 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 0.086 +2025-10-02 02:19:06,037 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 98.125 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 0.072 +2025-10-02 02:19:55,080 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 97.875 CLS Loss: 0.083 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.083 +2025-10-02 02:20:43,917 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.079 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 0.079 +2025-10-02 02:21:33,153 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 98.188 CLS Loss: 0.074 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.074 +2025-10-02 02:22:22,194 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 97.906 CLS Loss: 0.082 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.855 Tot. Loss: 0.082 +2025-10-02 02:23:11,131 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 97.719 CLS Loss: 0.086 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.086 +2025-10-02 02:24:00,072 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 97.625 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.099 +2025-10-02 02:24:49,223 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 97.969 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.703 Tot. Loss: 0.072 +2025-10-02 02:25:38,023 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 97.969 CLS Loss: 0.075 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.075 +2025-10-02 02:26:26,711 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 97.844 CLS Loss: 0.079 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.079 +2025-10-02 02:27:15,814 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 98.031 CLS Loss: 0.080 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 0.080 +2025-10-02 02:28:04,844 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 98.125 CLS Loss: 0.071 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.071 +2025-10-02 02:28:53,714 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 97.969 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.072 +2025-10-02 02:29:42,320 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 98.062 CLS Loss: 0.078 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.078 +2025-10-02 02:30:31,528 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 97.594 CLS Loss: 0.082 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.082 +2025-10-02 02:31:20,491 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 97.438 CLS Loss: 0.091 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.728 Tot. Loss: 0.091 +2025-10-02 02:32:09,401 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 98.312 CLS Loss: 0.069 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.069 +2025-10-02 02:32:58,382 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 97.656 CLS Loss: 0.084 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.084 +2025-10-02 02:33:47,364 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 97.906 CLS Loss: 0.079 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.079 +2025-10-02 02:34:36,442 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 97.781 CLS Loss: 0.086 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.086 +2025-10-02 02:35:25,366 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 98.125 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.073 +2025-10-02 02:36:14,670 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 98.250 CLS Loss: 0.068 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.068 +2025-10-02 02:37:03,495 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 97.750 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.076 +2025-10-02 02:37:52,062 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 97.938 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.072 +2025-10-02 02:38:40,972 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 98.250 CLS Loss: 0.066 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.066 +2025-10-02 02:39:30,174 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 97.406 CLS Loss: 0.087 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.087 +2025-10-02 02:40:19,051 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 98.531 CLS Loss: 0.057 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.057 +2025-10-02 02:42:41,631 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 86.198 FPR: 59.730 AUROC: 87.124 AUPR: 52.429 AURC: 32.077 EAURC: 22.081 AUPR Succ.: 97.513 ECE: 7.410 NLL: 5.998 Brier: 21.760 +2025-10-02 02:45:02,411 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 86.544 FPR: 59.290 AUROC: 87.337 AUPR: 51.585 AURC: 30.504 EAURC: 21.015 AUPR Succ.: 97.641 ECE: 6.849 NLL: 5.707 Brier: 21.080 +2025-10-02 02:45:02,419 INFO ####### --- Training Epoch 12 --- ####### +2025-10-02 02:47:00,444 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 97.969 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.072 +2025-10-02 02:47:49,395 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 98.188 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.062 +2025-10-02 02:48:38,510 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 97.844 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.076 +2025-10-02 02:49:27,026 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 98.344 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.065 +2025-10-02 02:50:15,524 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 98.000 CLS Loss: 0.069 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.069 +2025-10-02 02:51:04,618 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 97.781 CLS Loss: 0.083 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 0.083 +2025-10-02 02:51:53,656 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 98.125 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.076 +2025-10-02 02:52:42,131 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 97.875 CLS Loss: 0.075 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.075 +2025-10-02 02:53:30,683 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 98.250 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.062 +2025-10-02 02:54:20,072 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.060 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.060 +2025-10-02 02:55:09,123 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 98.125 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.065 +2025-10-02 02:55:57,769 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 98.031 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.862 Tot. Loss: 0.076 +2025-10-02 02:56:47,264 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 98.188 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.065 +2025-10-02 02:57:36,346 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 98.125 CLS Loss: 0.070 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 0.070 +2025-10-02 02:58:24,948 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 98.281 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.073 +2025-10-02 02:59:14,232 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.066 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.066 +2025-10-02 03:00:03,468 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 97.812 CLS Loss: 0.074 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.074 +2025-10-02 03:00:51,978 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 98.594 CLS Loss: 0.056 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.710 Tot. Loss: 0.056 +2025-10-02 03:01:40,490 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 97.719 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.076 +2025-10-02 03:02:29,504 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.054 +2025-10-02 03:03:18,878 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.062 +2025-10-02 03:04:07,424 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 98.000 CLS Loss: 0.081 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.081 +2025-10-02 03:04:55,995 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 97.969 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.073 +2025-10-02 03:05:45,301 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.058 +2025-10-02 03:06:34,621 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 97.969 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 0.072 +2025-10-02 03:07:23,194 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 98.062 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.065 +2025-10-02 03:08:12,753 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.062 +2025-10-02 03:09:01,949 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 98.438 CLS Loss: 0.061 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.061 +2025-10-02 03:09:50,544 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 98.094 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 0.073 +2025-10-02 03:10:39,701 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 98.125 CLS Loss: 0.078 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.723 Tot. Loss: 0.078 +2025-10-02 03:11:29,295 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.052 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.052 +2025-10-02 03:12:17,938 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.062 +2025-10-02 03:13:06,544 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 98.656 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.058 +2025-10-02 03:13:55,789 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.071 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.071 +2025-10-02 03:14:45,291 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.058 +2025-10-02 03:15:34,013 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.057 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.057 +2025-10-02 03:16:22,650 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 98.094 CLS Loss: 0.074 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.074 +2025-10-02 03:17:11,696 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.066 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.066 +2025-10-02 03:18:01,173 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 98.125 CLS Loss: 0.076 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.076 +2025-10-02 03:18:49,703 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.057 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.057 +2025-10-02 03:19:39,036 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.070 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.070 +2025-10-02 03:20:28,488 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.068 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.068 +2025-10-02 03:21:17,124 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.068 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.068 +2025-10-02 03:22:06,170 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 98.375 CLS Loss: 0.063 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.063 +2025-10-02 03:22:55,613 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 98.438 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.055 +2025-10-02 03:23:44,161 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 0.055 +2025-10-02 03:24:32,670 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 98.094 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.065 +2025-10-02 03:25:21,567 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.746 Tot. Loss: 0.055 +2025-10-02 03:26:11,128 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 97.906 CLS Loss: 0.073 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.073 +2025-10-02 03:26:59,639 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.050 +2025-10-02 03:29:23,578 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 86.130 FPR: 60.058 AUROC: 86.892 AUPR: 51.939 AURC: 32.694 EAURC: 22.597 AUPR Succ.: 97.454 ECE: 7.812 NLL: 6.204 Brier: 22.111 +2025-10-02 03:31:34,923 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 86.358 FPR: 59.727 AUROC: 87.207 AUPR: 51.621 AURC: 31.319 EAURC: 21.559 AUPR Succ.: 97.576 ECE: 7.456 NLL: 5.957 Brier: 21.601 +2025-10-02 03:31:34,931 INFO ####### --- Training Epoch 13 --- ####### +2025-10-02 03:33:33,815 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.064 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.699 Tot. Loss: 0.064 +2025-10-02 03:34:22,854 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.055 +2025-10-02 03:35:11,725 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.061 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.882 Tot. Loss: 0.061 +2025-10-02 03:36:00,090 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.054 +2025-10-02 03:36:48,692 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 98.406 CLS Loss: 0.060 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.060 +2025-10-02 03:37:37,532 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 97.938 CLS Loss: 0.069 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.069 +2025-10-02 03:38:26,572 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.065 +2025-10-02 03:39:15,319 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 98.344 CLS Loss: 0.069 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.069 +2025-10-02 03:40:03,979 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.048 +2025-10-02 03:40:53,226 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.049 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.049 +2025-10-02 03:41:42,128 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.055 +2025-10-02 03:42:30,991 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 98.406 CLS Loss: 0.063 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.063 +2025-10-02 03:43:20,217 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.058 +2025-10-02 03:44:09,204 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 0.054 +2025-10-02 03:44:57,734 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.062 +2025-10-02 03:45:46,882 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.053 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.053 +2025-10-02 03:46:36,256 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 98.281 CLS Loss: 0.065 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.065 +2025-10-02 03:47:24,779 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 98.656 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 0.048 +2025-10-02 03:48:13,515 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 98.250 CLS Loss: 0.057 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.057 +2025-10-02 03:49:02,534 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.049 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.049 +2025-10-02 03:49:51,682 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 0.048 +2025-10-02 03:50:40,438 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.068 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 0.068 +2025-10-02 03:51:29,160 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 98.469 CLS Loss: 0.059 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.059 +2025-10-02 03:52:18,102 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.052 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.052 +2025-10-02 03:53:07,199 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 98.344 CLS Loss: 0.059 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.059 +2025-10-02 03:53:56,122 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 98.531 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.050 +2025-10-02 03:54:45,381 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.051 +2025-10-02 03:55:34,314 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.050 +2025-10-02 03:56:22,876 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 98.438 CLS Loss: 0.060 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.060 +2025-10-02 03:57:12,025 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 98.344 CLS Loss: 0.072 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.072 +2025-10-02 03:58:01,332 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 98.250 CLS Loss: 0.052 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.052 +2025-10-02 03:58:49,894 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.774 Tot. Loss: 0.054 +2025-10-02 03:59:38,432 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.054 +2025-10-02 04:00:27,537 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 98.375 CLS Loss: 0.060 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.060 +2025-10-02 04:01:16,636 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.049 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.049 +2025-10-02 04:02:05,322 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.048 +2025-10-02 04:02:54,115 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 98.531 CLS Loss: 0.059 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.764 Tot. Loss: 0.059 +2025-10-02 04:03:43,189 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.054 +2025-10-02 04:04:32,315 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 98.219 CLS Loss: 0.062 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.062 +2025-10-02 04:05:21,126 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.046 +2025-10-02 04:06:10,405 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.054 +2025-10-02 04:06:59,661 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 98.656 CLS Loss: 0.053 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.749 Tot. Loss: 0.053 +2025-10-02 04:07:48,217 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.061 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 0.061 +2025-10-02 04:08:37,436 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.056 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.056 +2025-10-02 04:09:26,744 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 98.594 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.047 +2025-10-02 04:10:15,292 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 98.312 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.748 Tot. Loss: 0.055 +2025-10-02 04:11:03,888 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 98.656 CLS Loss: 0.053 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.053 +2025-10-02 04:11:52,821 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.043 +2025-10-02 04:12:42,187 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 98.531 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.058 +2025-10-02 04:13:30,696 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.044 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.713 Tot. Loss: 0.044 +2025-10-02 04:15:52,722 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 86.058 FPR: 60.967 AUROC: 86.716 AUPR: 50.986 AURC: 33.277 EAURC: 23.072 AUPR Succ.: 97.399 ECE: 8.230 NLL: 6.433 Brier: 22.478 +2025-10-02 04:18:04,803 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 86.172 FPR: 59.705 AUROC: 87.087 AUPR: 51.682 AURC: 32.198 EAURC: 22.164 AUPR Succ.: 97.503 ECE: 7.996 NLL: 6.204 Brier: 22.081 +2025-10-02 04:18:04,811 INFO ####### --- Training Epoch 14 --- ####### +2025-10-02 04:20:01,729 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.051 +2025-10-02 04:20:50,970 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 0.043 +2025-10-02 04:21:39,632 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.048 +2025-10-02 04:22:28,274 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.045 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.680 Tot. Loss: 0.045 +2025-10-02 04:23:16,702 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.046 +2025-10-02 04:24:06,113 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 98.281 CLS Loss: 0.058 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.058 +2025-10-02 04:24:54,976 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 98.531 CLS Loss: 0.055 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.055 +2025-10-02 04:25:43,460 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.056 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.056 +2025-10-02 04:26:32,206 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.037 +2025-10-02 04:27:21,374 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.040 +2025-10-02 04:28:10,309 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.041 +2025-10-02 04:28:58,991 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.051 +2025-10-02 04:29:48,370 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.052 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.052 +2025-10-02 04:30:37,088 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.050 +2025-10-02 04:31:25,817 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.051 +2025-10-02 04:32:15,231 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.047 +2025-10-02 04:33:03,993 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 98.594 CLS Loss: 0.056 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 0.056 +2025-10-02 04:33:52,808 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.037 +2025-10-02 04:34:41,311 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 98.406 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.050 +2025-10-02 04:35:30,503 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.759 Tot. Loss: 0.040 +2025-10-02 04:36:19,580 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.039 +2025-10-02 04:37:08,079 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.057 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.057 +2025-10-02 04:37:56,798 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 98.656 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.048 +2025-10-02 04:38:45,986 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.046 +2025-10-02 04:39:34,976 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.054 +2025-10-02 04:40:23,681 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.041 +2025-10-02 04:41:12,902 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.044 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 0.044 +2025-10-02 04:42:01,758 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.043 +2025-10-02 04:42:50,457 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 98.438 CLS Loss: 0.050 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.050 +2025-10-02 04:43:39,712 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 98.500 CLS Loss: 0.066 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 0.066 +2025-10-02 04:44:28,695 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.038 +2025-10-02 04:45:17,398 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.047 +2025-10-02 04:46:05,865 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.045 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.045 +2025-10-02 04:46:54,874 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.052 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.776 Tot. Loss: 0.052 +2025-10-02 04:47:44,060 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.039 +2025-10-02 04:48:32,527 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 0.040 +2025-10-02 04:49:21,172 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 0.047 +2025-10-02 04:50:10,202 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.047 +2025-10-02 04:50:59,415 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 98.594 CLS Loss: 0.053 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.053 +2025-10-02 04:51:48,164 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.037 +2025-10-02 04:52:37,479 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.046 +2025-10-02 04:53:26,304 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.039 +2025-10-02 04:54:14,967 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.049 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.049 +2025-10-02 04:55:04,028 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.042 +2025-10-02 04:55:53,051 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.038 +2025-10-02 04:56:41,794 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.046 +2025-10-02 04:57:30,329 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.781 Tot. Loss: 0.046 +2025-10-02 04:58:19,604 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.038 +2025-10-02 04:59:08,721 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 98.562 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.712 Tot. Loss: 0.054 +2025-10-02 04:59:57,287 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.037 +2025-10-02 05:02:19,673 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 85.832 FPR: 60.503 AUROC: 86.732 AUPR: 52.231 AURC: 34.140 EAURC: 23.593 AUPR Succ.: 97.333 ECE: 8.663 NLL: 6.633 Brier: 22.944 +2025-10-02 05:04:31,119 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 86.102 FPR: 60.757 AUROC: 86.860 AUPR: 50.998 AURC: 32.889 EAURC: 22.750 AUPR Succ.: 97.436 ECE: 8.368 NLL: 6.433 Brier: 22.494 +2025-10-02 05:04:31,129 INFO ####### --- Training Epoch 15 --- ####### +2025-10-02 05:06:29,087 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.041 +2025-10-02 05:07:18,087 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.040 +2025-10-02 05:08:06,710 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 0.040 +2025-10-02 05:08:55,087 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.667 Tot. Loss: 0.038 +2025-10-02 05:09:43,712 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 0.038 +2025-10-02 05:10:32,899 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.051 +2025-10-02 05:11:21,819 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.048 +2025-10-02 05:12:10,305 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 98.438 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.051 +2025-10-02 05:12:59,386 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.854 Tot. Loss: 0.036 +2025-10-02 05:13:48,848 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 0.038 +2025-10-02 05:14:37,515 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.035 +2025-10-02 05:15:26,229 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.036 +2025-10-02 05:16:15,788 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.762 Tot. Loss: 0.043 +2025-10-02 05:17:04,312 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.040 +2025-10-02 05:17:52,849 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.049 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.049 +2025-10-02 05:18:42,229 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.043 +2025-10-02 05:19:30,887 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 98.531 CLS Loss: 0.046 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.857 Tot. Loss: 0.046 +2025-10-02 05:20:19,440 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 0.036 +2025-10-02 05:21:08,098 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 0.042 +2025-10-02 05:21:57,422 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.034 +2025-10-02 05:22:46,294 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.040 +2025-10-02 05:23:34,873 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.051 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.747 Tot. Loss: 0.051 +2025-10-02 05:24:23,755 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 0.041 +2025-10-02 05:25:12,915 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.037 +2025-10-02 05:26:01,761 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.041 +2025-10-02 05:26:50,554 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.034 +2025-10-02 05:27:39,890 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.035 +2025-10-02 05:28:28,453 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.040 +2025-10-02 05:29:17,016 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 0.041 +2025-10-02 05:30:06,338 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.054 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 0.054 +2025-10-02 05:30:55,181 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 0.034 +2025-10-02 05:31:43,697 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.851 Tot. Loss: 0.034 +2025-10-02 05:32:32,432 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.036 +2025-10-02 05:33:21,650 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 98.719 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.047 +2025-10-02 05:34:10,443 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.868 Tot. Loss: 0.033 +2025-10-02 05:34:59,126 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 0.038 +2025-10-02 05:35:48,084 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.043 +2025-10-02 05:36:37,082 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 0.042 +2025-10-02 05:37:25,944 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 98.688 CLS Loss: 0.053 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.053 +2025-10-02 05:38:14,677 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.029 +2025-10-02 05:39:03,836 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.045 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.760 Tot. Loss: 0.045 +2025-10-02 05:39:52,734 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.034 +2025-10-02 05:40:41,298 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.045 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.045 +2025-10-02 05:41:30,627 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.036 +2025-10-02 05:42:19,457 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.729 Tot. Loss: 0.033 +2025-10-02 05:43:07,997 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.043 +2025-10-02 05:43:56,749 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 0.040 +2025-10-02 05:44:45,660 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.031 +2025-10-02 05:45:34,782 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 98.781 CLS Loss: 0.048 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.048 +2025-10-02 05:46:23,295 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.034 +2025-10-02 05:48:45,102 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 85.896 FPR: 61.061 AUROC: 86.576 AUPR: 51.449 AURC: 34.259 EAURC: 23.809 AUPR Succ.: 97.311 ECE: 8.806 NLL: 6.753 Brier: 23.033 +2025-10-02 05:50:55,866 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 86.034 FPR: 61.077 AUROC: 86.639 AUPR: 50.888 AURC: 33.612 EAURC: 23.371 AUPR Succ.: 97.364 ECE: 8.656 NLL: 6.631 Brier: 22.803 +2025-10-02 05:50:55,873 INFO ####### --- Training Epoch 16 --- ####### +2025-10-02 05:52:53,769 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.037 +2025-10-02 05:53:42,446 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.034 +2025-10-02 05:54:31,168 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 0.033 +2025-10-02 05:55:19,491 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.710 Tot. Loss: 0.029 +2025-10-02 05:56:08,151 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.034 +2025-10-02 05:56:57,445 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.040 +2025-10-02 05:57:46,036 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.044 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.044 +2025-10-02 05:58:34,696 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.039 +2025-10-02 05:59:23,863 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 0.028 +2025-10-02 06:00:12,775 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.033 +2025-10-02 06:01:01,462 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.706 Tot. Loss: 0.032 +2025-10-02 06:01:50,380 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.034 +2025-10-02 06:02:39,752 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.040 +2025-10-02 06:03:28,358 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.038 +2025-10-02 06:04:17,209 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.043 +2025-10-02 06:05:06,144 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.035 +2025-10-02 06:05:55,264 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.042 +2025-10-02 06:06:43,829 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.032 +2025-10-02 06:07:32,676 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 0.036 +2025-10-02 06:08:21,914 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.033 +2025-10-02 06:09:10,764 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 0.029 +2025-10-02 06:09:59,565 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.788 Tot. Loss: 0.043 +2025-10-02 06:10:48,898 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 0.032 +2025-10-02 06:11:38,042 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.037 +2025-10-02 06:12:26,774 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.038 +2025-10-02 06:13:15,638 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 0.029 +2025-10-02 06:14:05,232 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.031 +2025-10-02 06:14:53,855 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.033 +2025-10-02 06:15:42,722 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.040 +2025-10-02 06:16:31,798 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.047 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.047 +2025-10-02 06:17:20,802 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 0.030 +2025-10-02 06:18:09,511 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.030 +2025-10-02 06:18:58,402 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.035 +2025-10-02 06:19:47,743 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.734 Tot. Loss: 0.041 +2025-10-02 06:20:36,647 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.031 +2025-10-02 06:21:25,402 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 0.027 +2025-10-02 06:22:14,452 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.871 Tot. Loss: 0.039 +2025-10-02 06:23:03,617 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.035 +2025-10-02 06:23:52,386 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.042 +2025-10-02 06:24:41,220 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.806 Tot. Loss: 0.028 +2025-10-02 06:25:30,676 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.038 +2025-10-02 06:26:19,273 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 0.036 +2025-10-02 06:27:08,205 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.041 +2025-10-02 06:27:57,102 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.036 +2025-10-02 06:28:46,195 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 0.029 +2025-10-02 06:29:34,852 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.780 Tot. Loss: 0.036 +2025-10-02 06:30:23,801 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.032 +2025-10-02 06:31:12,912 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.026 +2025-10-02 06:32:01,977 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.041 +2025-10-02 06:32:50,637 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 0.029 +2025-10-02 06:35:12,747 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 85.734 FPR: 60.508 AUROC: 86.484 AUPR: 51.799 AURC: 35.087 EAURC: 24.390 AUPR Succ.: 97.241 ECE: 9.098 NLL: 6.938 Brier: 23.361 +2025-10-02 06:37:22,319 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 85.964 FPR: 61.670 AUROC: 86.492 AUPR: 50.630 AURC: 34.176 EAURC: 23.829 AUPR Succ.: 97.311 ECE: 8.927 NLL: 6.804 Brier: 23.064 +2025-10-02 06:37:22,328 INFO ####### --- Training Epoch 17 --- ####### +2025-10-02 06:39:19,906 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.773 Tot. Loss: 0.028 +2025-10-02 06:40:09,192 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.031 +2025-10-02 06:40:57,802 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.031 +2025-10-02 06:41:46,619 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.030 +2025-10-02 06:42:35,269 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.032 +2025-10-02 06:43:24,638 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.040 +2025-10-02 06:44:13,708 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.841 Tot. Loss: 0.038 +2025-10-02 06:45:02,464 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.839 Tot. Loss: 0.039 +2025-10-02 06:45:51,298 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.027 +2025-10-02 06:46:40,556 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.031 +2025-10-02 06:47:29,323 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.878 Tot. Loss: 0.026 +2025-10-02 06:48:18,287 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.894 Tot. Loss: 0.032 +2025-10-02 06:49:07,400 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 0.030 +2025-10-02 06:49:56,118 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.039 +2025-10-02 06:50:44,873 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.040 +2025-10-02 06:51:34,035 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.032 +2025-10-02 06:52:22,766 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 0.038 +2025-10-02 06:53:11,757 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 0.032 +2025-10-02 06:54:00,500 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.032 +2025-10-02 06:54:49,756 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.027 +2025-10-02 06:55:38,876 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 0.028 +2025-10-02 06:56:27,621 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.043 +2025-10-02 06:57:16,645 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.029 +2025-10-02 06:58:05,727 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.030 +2025-10-02 06:58:54,418 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.036 +2025-10-02 06:59:43,312 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.026 +2025-10-02 07:00:32,234 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.026 +2025-10-02 07:01:20,986 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 0.029 +2025-10-02 07:02:09,591 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.032 +2025-10-02 07:02:58,799 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.043 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.043 +2025-10-02 07:03:47,516 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.023 +2025-10-02 07:04:36,163 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.884 Tot. Loss: 0.030 +2025-10-02 07:05:25,232 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.777 Tot. Loss: 0.031 +2025-10-02 07:06:14,278 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 0.038 +2025-10-02 07:07:03,356 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 0.024 +2025-10-02 07:07:52,124 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 0.028 +2025-10-02 07:08:41,056 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.031 +2025-10-02 07:09:30,191 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.869 Tot. Loss: 0.036 +2025-10-02 07:10:18,973 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.042 +2025-10-02 07:11:08,053 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.023 +2025-10-02 07:11:57,100 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 98.844 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 0.032 +2025-10-02 07:12:45,792 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.030 +2025-10-02 07:13:34,563 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 0.034 +2025-10-02 07:14:23,685 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.778 Tot. Loss: 0.029 +2025-10-02 07:15:12,411 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 0.027 +2025-10-02 07:16:01,221 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.032 +2025-10-02 07:16:50,168 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 0.033 +2025-10-02 07:17:39,103 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.027 +2025-10-02 07:18:28,200 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 98.812 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 0.042 +2025-10-02 07:19:17,075 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.030 +2025-10-02 07:21:39,649 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 85.738 FPR: 61.408 AUROC: 86.415 AUPR: 51.562 AURC: 35.173 EAURC: 24.481 AUPR Succ.: 97.231 ECE: 9.230 NLL: 7.014 Brier: 23.472 +2025-10-02 07:23:50,453 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 85.890 FPR: 61.588 AUROC: 86.424 AUPR: 50.759 AURC: 34.607 EAURC: 24.148 AUPR Succ.: 97.273 ECE: 9.133 NLL: 6.937 Brier: 23.256 +2025-10-02 07:23:50,461 INFO ####### --- Training Epoch 18 --- ####### +2025-10-02 07:25:47,987 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.030 +2025-10-02 07:26:37,097 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.730 Tot. Loss: 0.029 +2025-10-02 07:27:26,082 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.029 +2025-10-02 07:28:14,568 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.761 Tot. Loss: 0.024 +2025-10-02 07:29:03,265 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.030 +2025-10-02 07:29:52,888 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 0.034 +2025-10-02 07:30:41,565 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.828 Tot. Loss: 0.035 +2025-10-02 07:31:30,217 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.033 +2025-10-02 07:32:19,337 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 0.027 +2025-10-02 07:33:08,657 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.819 Tot. Loss: 0.026 +2025-10-02 07:33:57,370 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.754 Tot. Loss: 0.026 +2025-10-02 07:34:46,162 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.861 Tot. Loss: 0.028 +2025-10-02 07:35:35,636 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.031 +2025-10-02 07:36:24,305 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 0.031 +2025-10-02 07:37:12,996 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.037 +2025-10-02 07:38:02,156 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.846 Tot. Loss: 0.028 +2025-10-02 07:38:51,280 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.845 Tot. Loss: 0.032 +2025-10-02 07:39:39,885 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.026 +2025-10-02 07:40:28,737 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.029 +2025-10-02 07:41:17,987 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.026 +2025-10-02 07:42:06,686 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.027 +2025-10-02 07:42:55,428 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.039 +2025-10-02 07:43:44,345 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.835 Tot. Loss: 0.028 +2025-10-02 07:44:33,483 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.024 +2025-10-02 07:45:22,193 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.033 +2025-10-02 07:46:10,883 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.877 Tot. Loss: 0.025 +2025-10-02 07:47:00,074 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.027 +2025-10-02 07:47:48,812 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 0.025 +2025-10-02 07:48:37,580 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.030 +2025-10-02 07:49:26,518 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.040 +2025-10-02 07:50:15,867 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.023 +2025-10-02 07:51:04,458 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 0.027 +2025-10-02 07:51:53,157 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.801 Tot. Loss: 0.028 +2025-10-02 07:52:42,465 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.037 +2025-10-02 07:53:31,131 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 99.562 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.023 +2025-10-02 07:54:19,660 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.025 +2025-10-02 07:55:08,637 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.029 +2025-10-02 07:55:57,786 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 0.030 +2025-10-02 07:56:46,460 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.039 +2025-10-02 07:57:35,139 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.021 +2025-10-02 07:58:24,268 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.029 +2025-10-02 07:59:13,073 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.738 Tot. Loss: 0.027 +2025-10-02 08:00:01,634 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.758 Tot. Loss: 0.033 +2025-10-02 08:00:50,875 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.030 +2025-10-02 08:01:39,853 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.848 Tot. Loss: 0.023 +2025-10-02 08:02:28,617 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 0.030 +2025-10-02 08:03:17,184 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.033 +2025-10-02 08:04:06,575 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.802 Tot. Loss: 0.023 +2025-10-02 08:04:55,505 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 0.035 +2025-10-02 08:05:44,016 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.025 +2025-10-02 08:08:04,760 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 85.802 FPR: 61.910 AUROC: 86.213 AUPR: 50.671 AURC: 35.368 EAURC: 24.775 AUPR Succ.: 97.200 ECE: 9.272 NLL: 7.096 Brier: 23.527 +2025-10-02 08:10:15,203 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 85.850 FPR: 61.329 AUROC: 86.338 AUPR: 50.905 AURC: 34.948 EAURC: 24.429 AUPR Succ.: 97.240 ECE: 9.260 NLL: 7.039 Brier: 23.395 +2025-10-02 08:10:15,211 INFO ####### --- Training Epoch 19 --- ####### +2025-10-02 08:12:13,993 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.028 +2025-10-02 08:13:03,197 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.028 +2025-10-02 08:13:51,638 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.913 Tot. Loss: 0.026 +2025-10-02 08:14:40,227 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.804 Tot. Loss: 0.028 +2025-10-02 08:15:29,075 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.803 Tot. Loss: 0.026 +2025-10-02 08:16:18,142 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.032 +2025-10-02 08:17:06,860 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.805 Tot. Loss: 0.035 +2025-10-02 08:17:55,691 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.035 +2025-10-02 08:18:44,255 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.028 +2025-10-02 08:19:33,546 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.026 +2025-10-02 08:20:22,132 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.026 +2025-10-02 08:21:11,141 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.928 Tot. Loss: 0.026 +2025-10-02 08:22:00,278 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.029 +2025-10-02 08:22:48,892 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 0.032 +2025-10-02 08:23:37,926 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.037 +2025-10-02 08:24:27,198 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.027 +2025-10-02 08:25:15,889 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 0.034 +2025-10-02 08:26:04,868 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.024 +2025-10-02 08:26:53,736 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.752 Tot. Loss: 0.032 +2025-10-02 08:27:42,950 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.792 Tot. Loss: 0.025 +2025-10-02 08:28:31,685 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.024 +2025-10-02 08:29:20,682 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.825 Tot. Loss: 0.035 +2025-10-02 08:30:09,380 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 0.028 +2025-10-02 08:30:58,526 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.756 Tot. Loss: 0.028 +2025-10-02 08:31:47,318 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 0.032 +2025-10-02 08:32:36,035 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.025 +2025-10-02 08:33:25,434 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.024 +2025-10-02 08:34:14,044 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.023 +2025-10-02 08:35:03,075 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.031 +2025-10-02 08:35:52,358 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.038 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.038 +2025-10-02 08:36:41,137 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.751 Tot. Loss: 0.023 +2025-10-02 08:37:30,100 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.025 +2025-10-02 08:38:18,887 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.782 Tot. Loss: 0.024 +2025-10-02 08:39:07,970 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.037 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.837 Tot. Loss: 0.037 +2025-10-02 08:39:56,844 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.022 +2025-10-02 08:40:45,760 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.765 Tot. Loss: 0.025 +2025-10-02 08:41:34,565 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.783 Tot. Loss: 0.025 +2025-10-02 08:42:23,773 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.876 Tot. Loss: 0.031 +2025-10-02 08:43:12,698 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.036 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.036 +2025-10-02 08:44:01,430 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.020 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 0.020 +2025-10-02 08:44:50,765 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.030 +2025-10-02 08:45:39,316 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.029 +2025-10-02 08:46:28,009 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 0.033 +2025-10-02 08:47:17,618 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 0.030 +2025-10-02 08:48:06,333 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.025 +2025-10-02 08:48:55,244 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.836 Tot. Loss: 0.024 +2025-10-02 08:49:44,084 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.818 Tot. Loss: 0.028 +2025-10-02 08:50:33,143 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 0.023 +2025-10-02 08:51:22,003 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 98.625 CLS Loss: 0.042 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.866 Tot. Loss: 0.042 +2025-10-02 08:52:10,715 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.025 +2025-10-02 08:54:31,544 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 85.760 FPR: 61.559 AUROC: 86.268 AUPR: 51.025 AURC: 35.430 EAURC: 24.772 AUPR Succ.: 97.199 ECE: 9.379 NLL: 7.141 Brier: 23.581 +2025-10-02 08:56:43,280 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 85.820 FPR: 61.269 AUROC: 86.305 AUPR: 51.077 AURC: 35.151 EAURC: 24.585 AUPR Succ.: 97.221 ECE: 9.343 NLL: 7.104 Brier: 23.478 +2025-10-02 08:56:43,288 INFO ####### --- Training Epoch 20 --- ####### +2025-10-02 08:58:40,919 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.736 Tot. Loss: 0.028 +2025-10-02 08:59:29,782 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.770 Tot. Loss: 0.027 +2025-10-02 09:00:18,560 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.030 +2025-10-02 09:01:07,331 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.768 Tot. Loss: 0.026 +2025-10-02 09:01:55,792 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.793 Tot. Loss: 0.026 +2025-10-02 09:02:45,257 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.034 +2025-10-02 09:03:33,712 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.813 Tot. Loss: 0.033 +2025-10-02 09:04:22,848 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.775 Tot. Loss: 0.033 +2025-10-02 09:05:11,464 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.023 +2025-10-02 09:06:00,630 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.025 +2025-10-02 09:06:49,365 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.027 +2025-10-02 09:07:38,497 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.025 +2025-10-02 09:08:27,584 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 0.027 +2025-10-02 09:09:16,290 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 0.031 +2025-10-02 09:10:05,537 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.794 Tot. Loss: 0.035 +2025-10-02 09:10:54,764 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 0.025 +2025-10-02 09:11:43,524 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 0.031 +2025-10-02 09:12:32,712 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.833 Tot. Loss: 0.026 +2025-10-02 09:13:21,254 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.028 +2025-10-02 09:14:10,549 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 0.022 +2025-10-02 09:14:59,378 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.826 Tot. Loss: 0.026 +2025-10-02 09:15:48,319 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 0.034 +2025-10-02 09:16:36,881 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 0.029 +2025-10-02 09:17:26,199 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 0.024 +2025-10-02 09:18:14,898 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.032 +2025-10-02 09:19:04,029 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 0.025 +2025-10-02 09:19:53,120 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.791 Tot. Loss: 0.024 +2025-10-02 09:20:41,795 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.834 Tot. Loss: 0.025 +2025-10-02 09:21:31,008 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.911 Tot. Loss: 0.033 +2025-10-02 09:22:20,072 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.035 +2025-10-02 09:23:08,959 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.867 Tot. Loss: 0.021 +2025-10-02 09:23:58,144 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.029 +2025-10-02 09:24:46,653 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.811 Tot. Loss: 0.029 +2025-10-02 09:25:35,832 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.797 Tot. Loss: 0.033 +2025-10-02 09:26:24,672 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.022 +2025-10-02 09:27:13,519 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.849 Tot. Loss: 0.021 +2025-10-02 09:28:02,075 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 98.906 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.808 Tot. Loss: 0.032 +2025-10-02 09:28:51,234 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.796 Tot. Loss: 0.030 +2025-10-02 09:29:40,039 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.034 +2025-10-02 09:30:28,877 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.856 Tot. Loss: 0.022 +2025-10-02 09:31:18,134 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.028 +2025-10-02 09:32:06,811 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.886 Tot. Loss: 0.026 +2025-10-02 09:32:55,903 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.787 Tot. Loss: 0.034 +2025-10-02 09:33:44,948 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.879 Tot. Loss: 0.026 +2025-10-02 09:34:33,863 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.779 Tot. Loss: 0.023 +2025-10-02 09:35:22,972 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.789 Tot. Loss: 0.026 +2025-10-02 09:36:11,506 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.807 Tot. Loss: 0.030 +2025-10-02 09:37:00,685 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.021 +2025-10-02 09:37:49,520 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 98.750 CLS Loss: 0.041 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 0.041 +2025-10-02 09:38:38,369 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.795 Tot. Loss: 0.024 +2025-10-02 09:40:59,768 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 85.804 FPR: 61.369 AUROC: 86.197 AUPR: 50.843 AURC: 35.437 EAURC: 24.847 AUPR Succ.: 97.191 ECE: 9.393 NLL: 7.172 Brier: 23.577 +2025-10-02 09:43:09,685 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 85.806 FPR: 61.322 AUROC: 86.282 AUPR: 51.034 AURC: 35.253 EAURC: 24.666 AUPR Succ.: 97.212 ECE: 9.397 NLL: 7.137 Brier: 23.522 +2025-10-02 09:43:09,693 INFO ####### --- Training Epoch 21 --- ####### +2025-10-02 09:45:06,674 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.798 Tot. Loss: 0.026 +2025-10-02 09:45:55,918 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.027 +2025-10-02 09:46:44,602 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.883 Tot. Loss: 0.028 +2025-10-02 09:47:32,990 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.733 Tot. Loss: 0.023 +2025-10-02 09:48:21,766 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.838 Tot. Loss: 0.025 +2025-10-02 09:49:10,773 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.814 Tot. Loss: 0.033 +2025-10-02 09:49:59,509 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 0.030 +2025-10-02 09:50:48,068 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 99.062 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.809 Tot. Loss: 0.032 +2025-10-02 09:51:37,130 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.023 +2025-10-02 09:52:25,934 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.832 Tot. Loss: 0.023 +2025-10-02 09:53:14,764 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.028 +2025-10-02 09:54:03,570 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.844 Tot. Loss: 0.026 +2025-10-02 09:54:52,812 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.830 Tot. Loss: 0.025 +2025-10-02 09:55:41,708 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.757 Tot. Loss: 0.029 +2025-10-02 09:56:30,236 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 98.969 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 0.035 +2025-10-02 09:57:19,449 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.784 Tot. Loss: 0.026 +2025-10-02 09:58:08,310 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.030 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.030 +2025-10-02 09:58:56,848 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.743 Tot. Loss: 0.026 +2025-10-02 09:59:45,727 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 99.188 CLS Loss: 0.031 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.821 Tot. Loss: 0.031 +2025-10-02 10:00:34,754 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.023 +2025-10-02 10:01:23,752 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 0.023 +2025-10-02 10:02:12,351 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 98.875 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.786 Tot. Loss: 0.035 +2025-10-02 10:03:01,365 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.820 Tot. Loss: 0.024 +2025-10-02 10:03:50,218 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 99.469 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.744 Tot. Loss: 0.021 +2025-10-02 10:04:39,173 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 0.028 +2025-10-02 10:05:27,921 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.740 Tot. Loss: 0.027 +2025-10-02 10:06:17,045 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.858 Tot. Loss: 0.026 +2025-10-02 10:07:06,059 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.023 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.701 Tot. Loss: 0.023 +2025-10-02 10:07:54,668 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.032 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 0.032 +2025-10-02 10:08:43,845 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 99.094 CLS Loss: 0.039 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.790 Tot. Loss: 0.039 +2025-10-02 10:09:32,780 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 99.344 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.816 Tot. Loss: 0.021 +2025-10-02 10:10:21,354 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 99.250 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 0.025 +2025-10-02 10:11:10,146 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.853 Tot. Loss: 0.027 +2025-10-02 10:11:58,992 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 99.000 CLS Loss: 0.034 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.799 Tot. Loss: 0.034 +2025-10-02 10:12:48,130 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 99.531 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.800 Tot. Loss: 0.022 +2025-10-02 10:13:36,653 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 99.312 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.859 Tot. Loss: 0.024 +2025-10-02 10:14:25,687 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 99.125 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.831 Tot. Loss: 0.026 +2025-10-02 10:15:14,445 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 99.219 CLS Loss: 0.029 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 0.029 +2025-10-02 10:16:03,331 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 99.031 CLS Loss: 0.035 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 0.035 +2025-10-02 10:16:52,331 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 99.562 CLS Loss: 0.018 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.850 Tot. Loss: 0.018 +2025-10-02 10:17:41,432 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.024 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.812 Tot. Loss: 0.024 +2025-10-02 10:18:30,531 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.026 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.870 Tot. Loss: 0.026 +2025-10-02 10:19:19,166 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 99.156 CLS Loss: 0.033 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.863 Tot. Loss: 0.033 +2025-10-02 10:20:08,335 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 99.500 CLS Loss: 0.027 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 0.027 +2025-10-02 10:20:57,224 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 99.438 CLS Loss: 0.021 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.847 Tot. Loss: 0.021 +2025-10-02 10:21:45,826 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 99.531 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 0.022 +2025-10-02 10:22:34,753 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 99.281 CLS Loss: 0.028 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.895 Tot. Loss: 0.028 +2025-10-02 10:23:23,606 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 99.406 CLS Loss: 0.022 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.881 Tot. Loss: 0.022 +2025-10-02 10:24:12,720 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 98.938 CLS Loss: 0.040 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 0.040 +2025-10-02 10:25:01,225 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 99.375 CLS Loss: 0.025 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.769 Tot. Loss: 0.025 +2025-10-02 10:27:21,846 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 85.782 FPR: 61.331 AUROC: 86.222 AUPR: 51.053 AURC: 35.466 EAURC: 24.842 AUPR Succ.: 97.191 ECE: 9.418 NLL: 7.179 Brier: 23.589 +2025-10-02 10:29:34,474 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 85.820 FPR: 61.439 AUROC: 86.237 AUPR: 50.800 AURC: 35.292 EAURC: 24.727 AUPR Succ.: 97.205 ECE: 9.399 NLL: 7.150 Brier: 23.537 diff --git a/ours_1e-5_adamw/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/ours_1e-5_adamw/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..8c4fc8e06054538444c62c9c7f0ccd4ec9a96702 --- /dev/null +++ b/ours_1e-5_adamw/imagenet1k_dinov3_l16_ce_fsam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth 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"nb_run": 1, + "nb_worker": 4, + "optim_name": "fsam", + "p": 2, + "per_epoch_scheduler": false, + "pixmix_path": "./pixmixset", + "pixmix_weight": 1.0, + "rebn": true, + "resume": null, + "reweighting_type": null, + "rho": 0.2, + "save_dir": "./DinoV3-L16-ImageNet1k/ours_1e-5_adamw", + "sigma": 1, + "subcommand": "ImageNet1k", + "swa_epoch_start": 80, + "swa_lr": 0.05, + "t": 1.0, + "test_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "train_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-train-256.h5", + "train_size": 224, + "use_cosine": false, + "val_dir": "/home/work/shared-embeddedai-datasets-01/datasets/imagenet1k-h5/imagenet-val-256.h5", + "weight_decay": 5e-06 +} +2025-10-02 11:59:38,392 INFO #################################################################################################### +1 / 1 Running +2025-10-02 11:59:50,746 INFO ####### --- Training Epoch 1 --- ####### +2025-10-02 12:02:00,572 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 6.909 Mixup Loss: 6.922 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.908 Tot. Loss: 20.739 +2025-10-02 12:02:48,832 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.500 CLS Loss: 6.828 Mixup Loss: 6.877 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.835 Tot. Loss: 20.540 +2025-10-02 12:03:37,201 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.719 CLS Loss: 6.766 Mixup Loss: 6.840 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.776 Tot. Loss: 20.382 +2025-10-02 12:04:25,575 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.656 CLS Loss: 6.684 Mixup Loss: 6.794 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.696 Tot. Loss: 20.174 +2025-10-02 12:05:14,101 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.312 CLS Loss: 6.614 Mixup Loss: 6.756 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.634 Tot. Loss: 20.005 +2025-10-02 12:06:02,690 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.094 CLS Loss: 6.531 Mixup Loss: 6.708 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.560 Tot. Loss: 19.798 +2025-10-02 12:06:51,210 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.531 CLS Loss: 6.463 Mixup Loss: 6.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.500 Tot. Loss: 19.636 +2025-10-02 12:07:39,708 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.219 CLS Loss: 6.402 Mixup Loss: 6.629 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.439 Tot. Loss: 19.471 +2025-10-02 12:08:28,526 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.219 CLS Loss: 6.320 Mixup Loss: 6.594 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.366 Tot. Loss: 19.280 +2025-10-02 12:09:17,125 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 25.000 CLS Loss: 6.248 Mixup Loss: 6.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.293 Tot. Loss: 19.082 +2025-10-02 12:10:05,749 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.250 CLS Loss: 6.161 Mixup Loss: 6.500 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.213 Tot. Loss: 18.875 +2025-10-02 12:10:54,433 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 36.469 CLS Loss: 6.092 Mixup Loss: 6.449 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.156 Tot. Loss: 18.698 +2025-10-02 12:11:43,148 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 41.219 CLS Loss: 6.029 Mixup Loss: 6.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.092 Tot. Loss: 18.541 +2025-10-02 12:12:32,127 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 48.500 CLS Loss: 5.939 Mixup Loss: 6.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.019 Tot. Loss: 18.331 +2025-10-02 12:13:20,894 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.094 CLS Loss: 5.872 Mixup Loss: 6.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.957 Tot. Loss: 18.169 +2025-10-02 12:14:09,587 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.375 CLS Loss: 5.804 Mixup Loss: 6.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.893 Tot. Loss: 17.994 +2025-10-02 12:14:58,182 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 58.906 CLS Loss: 5.729 Mixup Loss: 6.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.820 Tot. Loss: 17.795 +2025-10-02 12:15:46,834 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.156 CLS Loss: 5.658 Mixup Loss: 6.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.751 Tot. Loss: 17.629 +2025-10-02 12:16:35,457 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 64.094 CLS Loss: 5.582 Mixup Loss: 6.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.683 Tot. Loss: 17.421 +2025-10-02 12:17:24,132 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.562 CLS Loss: 5.505 Mixup Loss: 6.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.613 Tot. Loss: 17.246 +2025-10-02 12:18:12,759 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.312 CLS Loss: 5.449 Mixup Loss: 6.097 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.565 Tot. Loss: 17.111 +2025-10-02 12:19:01,616 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.250 CLS Loss: 5.362 Mixup Loss: 6.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.482 Tot. Loss: 16.882 +2025-10-02 12:19:50,467 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 71.156 CLS Loss: 5.296 Mixup Loss: 5.996 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.419 Tot. Loss: 16.711 +2025-10-02 12:20:39,117 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.375 CLS Loss: 5.209 Mixup Loss: 5.953 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.337 Tot. Loss: 16.499 +2025-10-02 12:21:27,830 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.625 CLS Loss: 5.152 Mixup Loss: 5.920 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.286 Tot. Loss: 16.359 +2025-10-02 12:22:16,496 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.781 CLS Loss: 5.073 Mixup Loss: 5.889 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.238 Tot. Loss: 16.201 +2025-10-02 12:23:05,146 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.062 CLS Loss: 5.012 Mixup Loss: 5.840 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.163 Tot. Loss: 16.015 +2025-10-02 12:23:53,735 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.312 CLS Loss: 4.937 Mixup Loss: 5.815 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.099 Tot. Loss: 15.851 +2025-10-02 12:24:42,405 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.312 CLS Loss: 4.884 Mixup Loss: 5.767 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.035 Tot. Loss: 15.686 +2025-10-02 12:25:31,085 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.969 CLS Loss: 4.818 Mixup Loss: 5.746 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.975 Tot. Loss: 15.539 +2025-10-02 12:26:19,788 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.875 CLS Loss: 4.711 Mixup Loss: 5.659 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.885 Tot. Loss: 15.255 +2025-10-02 12:27:08,450 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.938 CLS Loss: 4.649 Mixup Loss: 5.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.814 Tot. Loss: 15.098 +2025-10-02 12:27:57,259 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.750 CLS Loss: 4.581 Mixup Loss: 5.582 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.754 Tot. Loss: 14.916 +2025-10-02 12:28:46,000 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.812 CLS Loss: 4.502 Mixup Loss: 5.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.684 Tot. Loss: 14.751 +2025-10-02 12:29:34,812 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.625 CLS Loss: 4.460 Mixup Loss: 5.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.640 Tot. Loss: 14.622 +2025-10-02 12:30:24,091 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.656 CLS Loss: 4.344 Mixup Loss: 5.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.527 Tot. Loss: 14.329 +2025-10-02 12:31:12,865 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.844 CLS Loss: 4.293 Mixup Loss: 5.441 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.506 Tot. Loss: 14.241 +2025-10-02 12:32:01,612 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.531 CLS Loss: 4.228 Mixup Loss: 5.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.430 Tot. Loss: 14.044 +2025-10-02 12:32:50,369 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.438 CLS Loss: 4.177 Mixup Loss: 5.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.381 Tot. Loss: 13.898 +2025-10-02 12:33:39,267 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.375 CLS Loss: 4.130 Mixup Loss: 5.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.359 Tot. Loss: 13.849 +2025-10-02 12:34:28,071 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.688 CLS Loss: 4.058 Mixup Loss: 5.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.282 Tot. Loss: 13.641 +2025-10-02 12:35:16,799 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.062 CLS Loss: 3.954 Mixup Loss: 5.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.187 Tot. Loss: 13.381 +2025-10-02 12:36:05,673 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 3.889 Mixup Loss: 5.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.105 Tot. Loss: 13.196 +2025-10-02 12:36:54,669 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.500 CLS Loss: 3.828 Mixup Loss: 5.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.048 Tot. Loss: 13.038 +2025-10-02 12:37:43,572 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.062 CLS Loss: 3.755 Mixup Loss: 5.102 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.963 Tot. Loss: 12.821 +2025-10-02 12:38:32,296 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.219 CLS Loss: 3.726 Mixup Loss: 5.093 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.989 Tot. Loss: 12.808 +2025-10-02 12:39:21,053 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.906 CLS Loss: 3.692 Mixup Loss: 5.092 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.940 Tot. Loss: 12.724 +2025-10-02 12:40:09,830 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.094 CLS Loss: 3.558 Mixup Loss: 4.998 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.818 Tot. Loss: 12.373 +2025-10-02 12:40:58,673 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.000 CLS Loss: 3.528 Mixup Loss: 4.977 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.773 Tot. Loss: 12.279 +2025-10-02 12:41:47,318 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.406 CLS Loss: 3.453 Mixup Loss: 4.958 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.720 Tot. Loss: 12.131 +2025-10-02 12:44:07,688 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.786 FPR: 72.113 AUROC: 77.537 AUPR: 51.075 AURC: 91.621 EAURC: 67.334 AUPR Succ.: 91.922 ECE: 72.057 NLL: 35.077 Brier: 88.429 +2025-10-02 12:46:19,693 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.772 FPR: 72.122 AUROC: 77.544 AUPR: 51.082 AURC: 91.669 EAURC: 67.349 AUPR Succ.: 91.919 ECE: 72.098 NLL: 35.143 Brier: 88.516 +2025-10-02 12:46:19,699 INFO Original Model Accuracy improved from 0.00 to 78.79!!! +2025-10-02 12:46:20,911 INFO EMA Model Accuracy improved from 0.00 to 78.77!!! +2025-10-02 12:46:22,695 INFO ####### --- Training Epoch 2 --- ####### +2025-10-02 12:50:16,457 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.469 CLS Loss: 2.834 Mixup Loss: 4.495 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.079 Tot. Loss: 10.408 +2025-10-02 12:52:41,374 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.094 CLS Loss: 2.344 Mixup Loss: 4.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.554 Tot. Loss: 9.103 +2025-10-02 12:55:07,017 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.719 CLS Loss: 2.075 Mixup Loss: 4.019 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.270 Tot. Loss: 8.365 +2025-10-02 12:57:32,454 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.562 CLS Loss: 1.846 Mixup Loss: 3.814 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.009 Tot. Loss: 7.670 +2025-10-02 12:59:58,688 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.781 CLS Loss: 1.680 Mixup Loss: 3.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.859 Tot. Loss: 7.263 +2025-10-02 13:02:24,302 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.406 CLS Loss: 1.550 Mixup Loss: 3.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.733 Tot. Loss: 6.849 +2025-10-02 13:04:50,578 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.625 CLS Loss: 1.389 Mixup Loss: 3.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.589 Tot. Loss: 6.434 +2025-10-02 13:07:16,396 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.625 CLS Loss: 1.295 Mixup Loss: 3.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.479 Tot. Loss: 6.121 +2025-10-02 13:09:42,596 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.688 CLS Loss: 1.182 Mixup Loss: 3.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.363 Tot. Loss: 5.787 +2025-10-02 13:12:08,345 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.500 CLS Loss: 1.115 Mixup Loss: 3.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.294 Tot. Loss: 5.549 +2025-10-02 13:14:34,722 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.875 CLS Loss: 1.022 Mixup Loss: 3.073 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.201 Tot. Loss: 5.297 +2025-10-02 13:17:00,479 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.500 CLS Loss: 1.033 Mixup Loss: 3.054 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.211 Tot. Loss: 5.299 +2025-10-02 13:19:26,777 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.219 CLS Loss: 0.941 Mixup Loss: 2.939 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.108 Tot. Loss: 4.988 +2025-10-02 13:21:52,769 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.750 CLS Loss: 0.893 Mixup Loss: 2.852 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.039 Tot. Loss: 4.783 +2025-10-02 13:24:18,725 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 78.656 CLS Loss: 1.395 Mixup Loss: 3.593 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.348 Tot. Loss: 6.336 +2025-10-02 13:26:44,988 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 84.469 CLS Loss: 0.964 Mixup Loss: 3.018 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.075 Tot. Loss: 5.057 +2025-10-02 13:29:10,768 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.531 CLS Loss: 0.832 Mixup Loss: 2.822 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.020 Tot. Loss: 4.673 +2025-10-02 13:31:36,979 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.764 Mixup Loss: 2.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.935 Tot. Loss: 4.407 +2025-10-02 13:34:02,564 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.250 CLS Loss: 0.751 Mixup Loss: 2.656 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.905 Tot. Loss: 4.312 +2025-10-02 13:36:28,691 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.562 CLS Loss: 0.719 Mixup Loss: 2.646 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 4.269 +2025-10-02 13:38:54,182 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.469 CLS Loss: 0.711 Mixup Loss: 2.576 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.873 Tot. Loss: 4.160 +2025-10-02 13:41:20,184 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.719 CLS Loss: 0.678 Mixup Loss: 2.558 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 4.088 +2025-10-02 13:43:45,660 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 85.750 CLS Loss: 0.694 Mixup Loss: 2.527 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.864 Tot. Loss: 4.085 +2025-10-02 13:46:11,699 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.812 CLS Loss: 0.655 Mixup Loss: 2.464 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.823 Tot. Loss: 3.942 +2025-10-02 13:48:37,158 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 85.906 CLS Loss: 0.673 Mixup Loss: 2.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.827 Tot. Loss: 3.978 +2025-10-02 13:51:03,247 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.688 CLS Loss: 0.638 Mixup Loss: 2.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.785 Tot. Loss: 3.832 +2025-10-02 13:53:28,780 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.600 Mixup Loss: 2.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 3.749 +2025-10-02 13:55:54,813 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.593 Mixup Loss: 2.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.750 Tot. Loss: 3.690 +2025-10-02 13:58:20,777 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.604 Mixup Loss: 2.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.772 Tot. Loss: 3.706 +2025-10-02 14:00:46,516 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.609 Mixup Loss: 2.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.766 Tot. Loss: 3.676 +2025-10-02 14:03:12,539 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.559 Mixup Loss: 2.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.719 Tot. Loss: 3.528 +2025-10-02 14:05:38,246 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.875 CLS Loss: 0.556 Mixup Loss: 2.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.702 Tot. Loss: 3.499 +2025-10-02 14:08:04,372 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.250 CLS Loss: 0.569 Mixup Loss: 2.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.717 Tot. Loss: 3.528 +2025-10-02 14:10:29,968 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.938 CLS Loss: 0.551 Mixup Loss: 2.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.725 Tot. Loss: 3.448 +2025-10-02 14:12:56,174 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.577 Mixup Loss: 2.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.741 Tot. Loss: 3.540 +2025-10-02 14:15:21,717 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.531 Mixup Loss: 2.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.681 Tot. Loss: 3.404 +2025-10-02 14:17:47,794 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.526 Mixup Loss: 2.108 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.676 Tot. Loss: 3.309 +2025-10-02 14:20:13,393 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.062 CLS Loss: 0.532 Mixup Loss: 2.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.666 Tot. Loss: 3.328 +2025-10-02 14:22:39,490 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.527 Mixup Loss: 2.123 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.681 Tot. Loss: 3.331 +2025-10-02 14:25:05,251 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.534 Mixup Loss: 2.111 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.682 Tot. Loss: 3.327 +2025-10-02 14:27:31,463 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.527 Mixup Loss: 2.080 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.666 Tot. Loss: 3.273 +2025-10-02 14:29:57,083 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.094 CLS Loss: 0.508 Mixup Loss: 2.059 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.641 Tot. Loss: 3.208 +2025-10-02 14:32:23,237 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.562 CLS Loss: 0.513 Mixup Loss: 2.020 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.637 Tot. Loss: 3.171 +2025-10-02 14:34:49,099 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.507 Mixup Loss: 2.018 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.644 Tot. Loss: 3.169 +2025-10-02 14:37:14,974 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.486 Mixup Loss: 2.021 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.628 Tot. Loss: 3.135 +2025-10-02 14:39:41,216 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.472 Mixup Loss: 2.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.599 Tot. Loss: 3.074 +2025-10-02 14:42:06,821 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.938 CLS Loss: 0.504 Mixup Loss: 2.011 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.636 Tot. Loss: 3.151 +2025-10-02 14:44:33,092 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.468 Mixup Loss: 1.972 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.626 Tot. Loss: 3.066 +2025-10-02 14:46:58,575 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.502 Mixup Loss: 1.967 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.644 Tot. Loss: 3.114 +2025-10-02 14:49:24,539 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.469 CLS Loss: 0.463 Mixup Loss: 1.954 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.598 Tot. Loss: 3.015 +2025-10-02 14:51:54,845 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.140 FPR: 61.645 AUROC: 86.754 AUPR: 49.495 AURC: 32.604 EAURC: 22.522 AUPR Succ.: 97.465 ECE: 4.975 NLL: 5.391 Brier: 20.998 +2025-10-02 14:54:04,167 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.244 FPR: 62.911 AUROC: 86.587 AUPR: 48.781 AURC: 32.570 EAURC: 22.642 AUPR Succ.: 97.455 ECE: 5.340 NLL: 5.420 Brier: 21.041 +2025-10-02 14:54:04,173 INFO Original Model Accuracy improved from 78.79 to 86.14!!! +2025-10-02 14:54:05,393 INFO EMA Model Accuracy improved from 78.77 to 86.24!!! +2025-10-02 14:54:06,651 INFO ####### --- Training Epoch 3 --- ####### +2025-10-02 14:57:40,288 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.250 CLS Loss: 0.464 Mixup Loss: 1.917 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.604 Tot. Loss: 2.984 +2025-10-02 15:00:05,821 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.444 Mixup Loss: 1.912 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.592 Tot. Loss: 2.948 +2025-10-02 15:02:30,828 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.486 Mixup Loss: 1.989 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.629 Tot. Loss: 3.104 +2025-10-02 15:04:56,725 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.456 Mixup Loss: 1.895 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.579 Tot. Loss: 2.931 +2025-10-02 15:07:22,305 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.473 Mixup Loss: 1.937 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.604 Tot. Loss: 3.014 +2025-10-02 15:09:48,760 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.499 Mixup Loss: 1.899 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.640 Tot. Loss: 3.037 +2025-10-02 15:12:14,673 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.453 Mixup Loss: 1.884 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.579 Tot. Loss: 2.916 +2025-10-02 15:14:41,132 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.156 CLS Loss: 0.461 Mixup Loss: 1.864 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.580 Tot. Loss: 2.905 +2025-10-02 15:17:07,577 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.429 Mixup Loss: 1.860 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.574 Tot. Loss: 2.863 +2025-10-02 15:19:33,303 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.433 Mixup Loss: 1.823 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.572 Tot. Loss: 2.828 +2025-10-02 15:21:59,571 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 87.906 CLS Loss: 0.433 Mixup Loss: 1.831 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.575 Tot. Loss: 2.839 +2025-10-02 15:24:25,324 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.470 Mixup Loss: 1.868 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.610 Tot. Loss: 2.948 +2025-10-02 15:26:51,568 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.344 CLS Loss: 0.428 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.554 Tot. Loss: 2.784 +2025-10-02 15:29:17,249 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.433 Mixup Loss: 1.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 2.780 +2025-10-02 15:31:43,735 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.435 Mixup Loss: 1.819 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.560 Tot. Loss: 2.814 +2025-10-02 15:34:09,457 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.454 Mixup Loss: 1.820 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.575 Tot. Loss: 2.849 +2025-10-02 15:36:35,896 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.445 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.575 Tot. Loss: 2.822 +2025-10-02 15:39:01,615 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.400 Mixup Loss: 1.773 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.528 Tot. Loss: 2.701 +2025-10-02 15:41:27,815 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.312 CLS Loss: 0.419 Mixup Loss: 1.764 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.551 Tot. Loss: 2.735 +2025-10-02 15:43:53,303 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.397 Mixup Loss: 1.792 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.535 Tot. Loss: 2.723 +2025-10-02 15:46:19,569 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.411 Mixup Loss: 1.780 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.712 +2025-10-02 15:48:45,258 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.413 Mixup Loss: 1.754 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.547 Tot. Loss: 2.713 +2025-10-02 15:51:11,173 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.375 CLS Loss: 0.439 Mixup Loss: 1.791 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.561 Tot. Loss: 2.792 +2025-10-02 15:53:37,543 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.402 Mixup Loss: 1.732 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.534 Tot. Loss: 2.667 +2025-10-02 15:56:03,494 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.441 Mixup Loss: 1.784 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.558 Tot. Loss: 2.783 +2025-10-02 15:58:29,951 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.421 Mixup Loss: 1.753 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.559 Tot. Loss: 2.733 +2025-10-02 16:00:55,679 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.389 Mixup Loss: 1.741 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.652 +2025-10-02 16:03:21,975 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.389 Mixup Loss: 1.718 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.531 Tot. Loss: 2.638 +2025-10-02 16:05:47,600 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.411 Mixup Loss: 1.733 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.683 +2025-10-02 16:08:14,034 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.427 Mixup Loss: 1.730 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.695 +2025-10-02 16:10:39,638 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.390 Mixup Loss: 1.692 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.531 Tot. Loss: 2.613 +2025-10-02 16:13:05,968 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.387 Mixup Loss: 1.714 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 2.595 +2025-10-02 16:15:31,646 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.403 Mixup Loss: 1.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.536 Tot. Loss: 2.646 +2025-10-02 16:17:58,047 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.397 Mixup Loss: 1.690 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 2.586 +2025-10-02 16:20:23,582 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.409 Mixup Loss: 1.733 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.525 Tot. Loss: 2.667 +2025-10-02 16:22:49,945 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.386 Mixup Loss: 1.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 2.597 +2025-10-02 16:25:15,649 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.392 Mixup Loss: 1.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 2.547 +2025-10-02 16:27:41,285 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.399 Mixup Loss: 1.708 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.520 Tot. Loss: 2.627 +2025-10-02 16:30:07,381 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.394 Mixup Loss: 1.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.599 +2025-10-02 16:32:32,982 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.401 Mixup Loss: 1.699 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.539 Tot. Loss: 2.639 +2025-10-02 16:34:59,008 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.396 Mixup Loss: 1.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.587 +2025-10-02 16:37:24,576 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.389 Mixup Loss: 1.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.542 +2025-10-02 16:39:50,921 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.400 Mixup Loss: 1.657 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.580 +2025-10-02 16:42:16,423 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.397 Mixup Loss: 1.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 2.527 +2025-10-02 16:44:42,877 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.381 Mixup Loss: 1.613 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 2.488 +2025-10-02 16:47:08,430 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.361 Mixup Loss: 1.628 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.489 Tot. Loss: 2.477 +2025-10-02 16:49:34,799 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.396 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.517 Tot. Loss: 2.584 +2025-10-02 16:52:00,378 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.366 Mixup Loss: 1.626 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 2.485 +2025-10-02 16:54:26,494 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.405 Mixup Loss: 1.648 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.529 Tot. Loss: 2.582 +2025-10-02 16:56:51,947 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.367 Mixup Loss: 1.629 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.465 +2025-10-02 16:59:31,747 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.152 FPR: 59.527 AUROC: 87.524 AUPR: 49.565 AURC: 28.120 EAURC: 19.488 AUPR Succ.: 97.826 ECE: 1.586 NLL: 4.629 Brier: 19.091 +2025-10-02 17:01:43,160 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.076 FPR: 59.130 AUROC: 87.562 AUPR: 50.217 AURC: 28.331 EAURC: 19.594 AUPR Succ.: 97.812 ECE: 1.898 NLL: 4.684 Brier: 19.163 +2025-10-02 17:01:43,166 INFO Original Model Accuracy improved from 86.14 to 87.15!!! +2025-10-02 17:01:44,547 INFO EMA Model Accuracy improved from 86.24 to 87.08!!! +2025-10-02 17:01:45,906 INFO ####### --- Training Epoch 4 --- ####### +2025-10-02 17:05:21,529 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.369 Mixup Loss: 1.613 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.474 +2025-10-02 17:07:47,066 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.352 Mixup Loss: 1.622 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.439 +2025-10-02 17:10:12,495 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.395 Mixup Loss: 1.637 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.551 +2025-10-02 17:12:38,642 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.370 Mixup Loss: 1.604 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.435 +2025-10-02 17:15:04,145 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.388 Mixup Loss: 1.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.533 +2025-10-02 17:17:30,544 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.409 Mixup Loss: 1.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.525 Tot. Loss: 2.568 +2025-10-02 17:19:56,258 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.377 Mixup Loss: 1.615 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.503 +2025-10-02 17:22:22,534 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.377 Mixup Loss: 1.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.490 Tot. Loss: 2.470 +2025-10-02 17:24:48,177 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.350 Mixup Loss: 1.632 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 2.462 +2025-10-02 17:27:14,619 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.360 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 2.406 +2025-10-02 17:29:40,332 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.361 Mixup Loss: 1.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.463 Tot. Loss: 2.402 +2025-10-02 17:32:06,690 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.031 CLS Loss: 0.396 Mixup Loss: 1.616 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 2.528 +2025-10-02 17:34:32,284 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.353 Mixup Loss: 1.565 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 2.372 +2025-10-02 17:36:58,561 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.362 Mixup Loss: 1.588 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 2.430 +2025-10-02 17:39:24,094 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.365 Mixup Loss: 1.590 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 2.425 +2025-10-02 17:41:50,504 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.384 Mixup Loss: 1.583 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 2.473 +2025-10-02 17:44:16,555 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.375 Mixup Loss: 1.596 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.490 Tot. Loss: 2.460 +2025-10-02 17:46:42,239 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.334 Mixup Loss: 1.562 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 2.345 +2025-10-02 17:49:08,718 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.354 Mixup Loss: 1.578 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.468 Tot. Loss: 2.401 +2025-10-02 17:51:34,257 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.331 Mixup Loss: 1.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.335 +2025-10-02 17:54:00,479 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.345 Mixup Loss: 1.560 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.370 +2025-10-02 17:56:26,258 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.350 Mixup Loss: 1.563 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.359 +2025-10-02 17:58:52,516 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.376 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.454 +2025-10-02 18:01:18,142 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.341 Mixup Loss: 1.551 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.345 +2025-10-02 18:03:44,632 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.383 Mixup Loss: 1.594 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 2.486 +2025-10-02 18:06:10,293 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.355 Mixup Loss: 1.563 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.394 +2025-10-02 18:08:36,512 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.329 Mixup Loss: 1.550 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 2.335 +2025-10-02 18:11:02,167 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.334 Mixup Loss: 1.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 2.345 +2025-10-02 18:13:28,601 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.356 Mixup Loss: 1.565 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 2.387 +2025-10-02 18:15:54,135 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.373 Mixup Loss: 1.541 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 2.411 +2025-10-02 18:18:20,405 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.336 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 2.297 +2025-10-02 18:20:46,763 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.337 Mixup Loss: 1.537 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 2.323 +2025-10-02 18:23:12,468 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.344 Mixup Loss: 1.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 2.327 +2025-10-02 18:25:38,834 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.343 Mixup Loss: 1.517 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.293 +2025-10-02 18:28:04,565 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.352 Mixup Loss: 1.547 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.490 Tot. Loss: 2.388 +2025-10-02 18:30:30,831 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.335 Mixup Loss: 1.533 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.326 +2025-10-02 18:32:56,590 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.338 Mixup Loss: 1.517 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.305 +2025-10-02 18:35:22,969 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.351 Mixup Loss: 1.526 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.347 +2025-10-02 18:37:48,627 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.344 Mixup Loss: 1.560 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.357 +2025-10-02 18:40:14,961 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.349 Mixup Loss: 1.537 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.342 +2025-10-02 18:42:40,852 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.345 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.328 +2025-10-02 18:45:07,448 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.347 Mixup Loss: 1.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.319 +2025-10-02 18:47:33,232 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.354 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.475 Tot. Loss: 2.346 +2025-10-02 18:49:59,639 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.346 Mixup Loss: 1.482 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.279 +2025-10-02 18:52:25,304 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.337 Mixup Loss: 1.488 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 2.264 +2025-10-02 18:54:51,727 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.317 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 2.260 +2025-10-02 18:57:18,141 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.353 Mixup Loss: 1.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.335 +2025-10-02 18:59:43,675 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.325 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.248 +2025-10-02 19:02:09,690 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.361 Mixup Loss: 1.514 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.473 Tot. Loss: 2.348 +2025-10-02 19:04:35,172 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.324 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 2.242 +2025-10-02 19:07:02,365 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.576 FPR: 58.339 AUROC: 87.866 AUPR: 49.225 AURC: 26.310 EAURC: 18.251 AUPR Succ.: 97.972 ECE: 0.960 NLL: 4.373 Brier: 18.366 +2025-10-02 19:09:26,649 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.458 FPR: 58.284 AUROC: 87.803 AUPR: 49.658 AURC: 26.795 EAURC: 18.579 AUPR Succ.: 97.933 ECE: 1.222 NLL: 4.457 Brier: 18.539 +2025-10-02 19:09:26,655 INFO Original Model Accuracy improved from 87.15 to 87.58!!! +2025-10-02 19:09:27,861 INFO EMA Model Accuracy improved from 87.08 to 87.46!!! +2025-10-02 19:09:29,083 INFO ####### --- Training Epoch 5 --- ####### +2025-10-02 19:13:02,915 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.327 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.447 Tot. Loss: 2.260 +2025-10-02 19:15:27,739 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.312 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 2.220 +2025-10-02 19:17:53,599 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.351 Mixup Loss: 1.530 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.340 +2025-10-02 19:20:19,026 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.330 Mixup Loss: 1.493 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 2.276 +2025-10-02 19:22:45,181 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.348 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.310 +2025-10-02 19:25:10,843 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.365 Mixup Loss: 1.499 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 2.334 +2025-10-02 19:27:37,350 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.336 Mixup Loss: 1.490 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.289 +2025-10-02 19:30:03,169 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.338 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.286 +2025-10-02 19:32:29,539 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.308 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 2.230 +2025-10-02 19:34:55,755 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.321 Mixup Loss: 1.464 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 2.216 +2025-10-02 19:37:21,683 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.326 Mixup Loss: 1.471 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 2.221 +2025-10-02 19:39:48,057 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.354 Mixup Loss: 1.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.326 +2025-10-02 19:42:13,796 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.313 Mixup Loss: 1.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.191 +2025-10-02 19:44:40,156 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.326 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.234 +2025-10-02 19:47:05,949 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.330 Mixup Loss: 1.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 2.255 +2025-10-02 19:49:32,355 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.344 Mixup Loss: 1.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.309 +2025-10-02 19:51:58,030 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.338 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 2.273 +2025-10-02 19:54:24,396 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.299 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.179 +2025-10-02 19:56:50,202 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.317 Mixup Loss: 1.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.211 +2025-10-02 19:59:16,549 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.295 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 2.168 +2025-10-02 20:01:42,223 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.307 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.190 +2025-10-02 20:04:08,452 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.315 Mixup Loss: 1.467 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 2.212 +2025-10-02 20:06:34,110 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.341 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.268 +2025-10-02 20:09:00,310 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.303 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.169 +2025-10-02 20:11:26,602 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.346 Mixup Loss: 1.497 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 2.314 +2025-10-02 20:13:52,446 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.324 Mixup Loss: 1.471 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.218 +2025-10-02 20:16:18,737 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.298 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 2.187 +2025-10-02 20:18:44,573 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.301 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.154 +2025-10-02 20:21:11,034 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.323 Mixup Loss: 1.461 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 2.218 +2025-10-02 20:23:36,790 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.335 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.437 Tot. Loss: 2.222 +2025-10-02 20:26:03,359 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.302 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.139 +2025-10-02 20:28:29,170 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.304 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.182 +2025-10-02 20:30:55,661 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.309 Mixup Loss: 1.424 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.160 +2025-10-02 20:33:21,528 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.309 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 2.156 +2025-10-02 20:35:48,131 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.318 Mixup Loss: 1.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.211 +2025-10-02 20:38:13,895 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.302 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.183 +2025-10-02 20:40:40,352 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.302 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.109 +2025-10-02 20:43:06,184 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.319 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.187 +2025-10-02 20:45:32,668 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.314 Mixup Loss: 1.444 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.169 +2025-10-02 20:47:59,128 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.314 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.178 +2025-10-02 20:50:25,201 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.313 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.400 Tot. Loss: 2.168 +2025-10-02 20:52:51,668 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.313 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.171 +2025-10-02 20:55:17,427 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.344 CLS Loss: 0.318 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.171 +2025-10-02 20:57:43,924 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.315 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 2.163 +2025-10-02 21:00:09,794 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.309 Mixup Loss: 1.414 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.148 +2025-10-02 21:02:36,262 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.286 Mixup Loss: 1.421 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.098 +2025-10-02 21:05:01,929 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.319 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.189 +2025-10-02 21:07:28,112 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.297 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.114 +2025-10-02 21:09:53,741 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.331 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 2.232 +2025-10-02 21:12:20,040 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.293 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.097 +2025-10-02 21:14:49,544 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.848 FPR: 56.863 AUROC: 88.184 AUPR: 49.822 AURC: 25.051 EAURC: 17.348 AUPR Succ.: 98.076 ECE: 0.779 NLL: 4.216 Brier: 17.876 +2025-10-02 21:17:00,469 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.738 FPR: 57.348 AUROC: 88.009 AUPR: 49.606 AURC: 25.657 EAURC: 17.811 AUPR Succ.: 98.023 ECE: 0.920 NLL: 4.308 Brier: 18.098 +2025-10-02 21:17:00,475 INFO Original Model Accuracy improved from 87.58 to 87.85!!! +2025-10-02 21:17:01,838 INFO EMA Model Accuracy improved from 87.46 to 87.74!!! +2025-10-02 21:17:03,114 INFO ####### --- Training Epoch 6 --- ####### +2025-10-02 21:20:36,655 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.298 Mixup Loss: 1.425 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.128 +2025-10-02 21:23:02,227 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.281 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.064 +2025-10-02 21:25:27,559 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.320 Mixup Loss: 1.458 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 2.220 +2025-10-02 21:27:53,757 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.301 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.109 +2025-10-02 21:30:20,093 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.315 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.180 +2025-10-02 21:32:45,715 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.334 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.231 +2025-10-02 21:35:12,112 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.308 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.163 +2025-10-02 21:37:37,863 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.310 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.156 +2025-10-02 21:40:04,543 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.281 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.113 +2025-10-02 21:42:30,204 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.295 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.090 +2025-10-02 21:44:56,637 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.298 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.095 +2025-10-02 21:47:22,141 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.323 Mixup Loss: 1.443 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.189 +2025-10-02 21:49:48,592 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.289 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.072 +2025-10-02 21:52:14,129 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.297 Mixup Loss: 1.422 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.109 +2025-10-02 21:54:40,382 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.303 Mixup Loss: 1.421 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.130 +2025-10-02 21:57:06,289 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.314 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.148 +2025-10-02 21:59:33,147 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.812 CLS Loss: 0.311 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.127 +2025-10-02 22:01:59,324 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.273 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.044 +2025-10-02 22:04:25,894 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.288 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.080 +2025-10-02 22:06:52,357 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.270 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.380 Tot. Loss: 2.026 +2025-10-02 22:09:17,944 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.281 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 2.037 +2025-10-02 22:11:44,409 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.287 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.061 +2025-10-02 22:14:09,903 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.313 Mixup Loss: 1.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.412 Tot. Loss: 2.145 +2025-10-02 22:16:36,159 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.276 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.054 +2025-10-02 22:19:01,654 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.314 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 2.156 +2025-10-02 22:21:27,957 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 1.389 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.067 +2025-10-02 22:23:53,499 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.273 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.079 +2025-10-02 22:26:20,146 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.273 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.039 +2025-10-02 22:28:45,690 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.299 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.123 +2025-10-02 22:31:11,938 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.309 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.142 +2025-10-02 22:33:37,562 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.275 Mixup Loss: 1.368 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.028 +2025-10-02 22:36:04,145 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.279 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 2.031 +2025-10-02 22:38:29,847 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.283 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.078 +2025-10-02 22:40:55,814 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.284 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.030 +2025-10-02 22:43:21,987 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.292 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.399 Tot. Loss: 2.088 +2025-10-02 22:45:47,369 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.274 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.070 +2025-10-02 22:48:13,710 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.278 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.031 +2025-10-02 22:50:39,159 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.299 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.086 +2025-10-02 22:53:05,242 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.291 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.098 +2025-10-02 22:55:30,599 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.286 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 2.071 +2025-10-02 22:57:56,815 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.288 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.036 +2025-10-02 23:00:22,287 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.288 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 2.067 +2025-10-02 23:02:48,466 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.294 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 2.061 +2025-10-02 23:05:13,797 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.286 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 2.033 +2025-10-02 23:07:39,864 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.285 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.029 +2025-10-02 23:10:05,431 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.262 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.985 +2025-10-02 23:12:31,864 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.292 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.101 +2025-10-02 23:14:57,717 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.272 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.985 +2025-10-02 23:17:23,920 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.308 Mixup Loss: 1.373 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.086 +2025-10-02 23:19:50,431 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.272 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.978 +2025-10-02 23:22:17,736 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.930 FPR: 55.742 AUROC: 88.550 AUPR: 50.853 AURC: 24.249 EAURC: 16.653 AUPR Succ.: 98.154 ECE: 0.684 NLL: 4.123 Brier: 17.594 +2025-10-02 23:24:28,355 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 87.992 FPR: 57.195 AUROC: 88.162 AUPR: 48.956 AURC: 24.692 EAURC: 17.175 AUPR Succ.: 98.098 ECE: 0.844 NLL: 4.188 Brier: 17.734 +2025-10-02 23:24:28,362 INFO Original Model Accuracy improved from 87.85 to 87.93!!! +2025-10-02 23:24:29,762 INFO EMA Model Accuracy improved from 87.74 to 87.99!!! +2025-10-02 23:24:31,057 INFO ####### --- Training Epoch 7 --- ####### +2025-10-02 23:28:04,461 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.274 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.027 +2025-10-02 23:30:30,384 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.260 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.971 +2025-10-02 23:32:55,698 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.295 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 2.123 +2025-10-02 23:35:21,935 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.276 Mixup Loss: 1.378 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 2.051 +2025-10-02 23:37:47,449 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.293 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.090 +2025-10-02 23:40:14,012 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.311 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.137 +2025-10-02 23:42:39,738 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.286 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.053 +2025-10-02 23:45:06,247 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.287 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.034 +2025-10-02 23:47:32,121 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.259 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 2.000 +2025-10-02 23:49:58,405 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.276 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 2.004 +2025-10-02 23:52:24,176 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.275 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 2.005 +2025-10-02 23:54:50,719 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.303 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.399 Tot. Loss: 2.100 +2025-10-02 23:57:17,146 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.267 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.947 +2025-10-02 23:59:42,856 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.276 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.014 +2025-10-03 00:02:09,153 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.281 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 2.019 +2025-10-03 00:04:34,706 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.293 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.075 +2025-10-03 00:07:01,196 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.288 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.059 +2025-10-03 00:09:26,955 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.254 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.986 +2025-10-03 00:11:53,268 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.265 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.978 +2025-10-03 00:14:19,158 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.247 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.946 +2025-10-03 00:16:45,793 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.262 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.958 +2025-10-03 00:19:11,704 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.267 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 1.986 +2025-10-03 00:21:38,244 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.291 Mixup Loss: 1.382 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.064 +2025-10-03 00:24:04,033 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.256 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.945 +2025-10-03 00:26:30,790 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.289 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.069 +2025-10-03 00:28:56,553 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.271 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 2.010 +2025-10-03 00:31:23,010 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.255 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.957 +2025-10-03 00:33:49,350 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.256 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.949 +2025-10-03 00:36:15,181 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.277 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.995 +2025-10-03 00:38:41,897 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.288 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.037 +2025-10-03 00:41:07,662 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.254 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.949 +2025-10-03 00:43:34,195 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.255 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 1.953 +2025-10-03 00:46:00,006 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.260 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.981 +2025-10-03 00:48:26,598 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.264 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.965 +2025-10-03 00:50:52,386 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.270 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 1.988 +2025-10-03 00:53:18,966 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.255 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.976 +2025-10-03 00:55:44,784 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.258 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.953 +2025-10-03 00:58:11,016 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.275 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 1.997 +2025-10-03 01:00:36,606 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.270 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 1.989 +2025-10-03 01:03:03,342 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.262 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.968 +2025-10-03 01:05:29,141 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.267 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.982 +2025-10-03 01:07:55,634 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.270 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.001 +2025-10-03 01:10:22,148 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.277 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.970 +2025-10-03 01:12:47,934 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.264 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.935 +2025-10-03 01:15:14,376 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.265 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 1.933 +2025-10-03 01:17:40,043 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.243 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.901 +2025-10-03 01:20:06,250 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.272 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.985 +2025-10-03 01:22:32,069 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.254 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.925 +2025-10-03 01:24:58,518 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.285 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.014 +2025-10-03 01:27:24,244 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.252 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 1.931 +2025-10-03 01:29:53,325 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.132 FPR: 55.915 AUROC: 88.556 AUPR: 50.115 AURC: 23.703 EAURC: 16.364 AUPR Succ.: 98.189 ECE: 0.848 NLL: 4.063 Brier: 17.383 +2025-10-03 01:32:04,674 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.170 FPR: 56.737 AUROC: 88.329 AUPR: 49.345 AURC: 23.939 EAURC: 16.648 AUPR Succ.: 98.159 ECE: 0.802 NLL: 4.101 Brier: 17.461 +2025-10-03 01:32:04,681 INFO Original Model Accuracy improved from 87.93 to 88.13!!! +2025-10-03 01:32:05,898 INFO EMA Model Accuracy improved from 87.99 to 88.17!!! +2025-10-03 01:32:07,141 INFO ####### --- Training Epoch 8 --- ####### +2025-10-03 01:35:41,816 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.256 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.926 +2025-10-03 01:38:06,652 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.241 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.900 +2025-10-03 01:40:32,572 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.275 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.396 Tot. Loss: 2.032 +2025-10-03 01:42:58,123 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.922 +2025-10-03 01:45:24,543 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.270 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.006 +2025-10-03 01:47:51,138 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.291 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.068 +2025-10-03 01:50:16,883 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.269 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.980 +2025-10-03 01:52:43,676 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.268 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.955 +2025-10-03 01:55:09,548 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.240 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.916 +2025-10-03 01:57:36,050 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.253 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.904 +2025-10-03 02:00:01,847 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.260 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.922 +2025-10-03 02:02:28,579 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.280 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.021 +2025-10-03 02:04:54,422 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.250 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.898 +2025-10-03 02:07:21,181 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.256 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.932 +2025-10-03 02:09:47,071 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.267 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.976 +2025-10-03 02:12:13,725 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.271 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.989 +2025-10-03 02:14:39,401 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.269 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.380 Tot. Loss: 1.991 +2025-10-03 02:17:06,018 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.234 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.888 +2025-10-03 02:19:31,816 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.245 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.916 +2025-10-03 02:21:58,222 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.229 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.859 +2025-10-03 02:24:24,767 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.243 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.889 +2025-10-03 02:26:50,691 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.249 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.912 +2025-10-03 02:29:17,102 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.274 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 1.987 +2025-10-03 02:31:42,747 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.241 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.877 +2025-10-03 02:34:09,216 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.270 Mixup Loss: 1.334 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.969 +2025-10-03 02:36:34,975 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.251 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.927 +2025-10-03 02:39:01,445 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.239 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.893 +2025-10-03 02:41:27,102 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.238 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.873 +2025-10-03 02:43:53,401 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.259 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.934 +2025-10-03 02:46:19,037 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.270 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.964 +2025-10-03 02:48:45,534 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.235 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.878 +2025-10-03 02:51:11,181 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.239 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.886 +2025-10-03 02:53:37,681 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.242 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.910 +2025-10-03 02:56:03,382 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.246 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.875 +2025-10-03 02:58:30,008 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.252 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.914 +2025-10-03 03:00:56,480 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.235 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.894 +2025-10-03 03:03:22,362 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.241 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.888 +2025-10-03 03:05:48,706 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.259 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.935 +2025-10-03 03:08:14,390 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.252 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.927 +2025-10-03 03:10:40,853 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.243 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.903 +2025-10-03 03:13:06,622 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.249 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.892 +2025-10-03 03:15:33,095 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.253 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.896 +2025-10-03 03:17:58,784 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.257 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.904 +2025-10-03 03:20:25,462 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.248 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.880 +2025-10-03 03:22:51,034 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.247 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.888 +2025-10-03 03:25:17,622 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.227 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.825 +2025-10-03 03:27:43,204 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.252 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.927 +2025-10-03 03:30:09,652 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.238 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.850 +2025-10-03 03:32:35,420 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.267 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.915 +2025-10-03 03:35:02,120 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.830 +2025-10-03 03:37:33,454 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.268 FPR: 55.847 AUROC: 88.583 AUPR: 49.922 AURC: 23.280 EAURC: 16.112 AUPR Succ.: 98.220 ECE: 1.060 NLL: 4.021 Brier: 17.245 +2025-10-03 03:39:50,201 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.256 FPR: 56.233 AUROC: 88.507 AUPR: 49.792 AURC: 23.433 EAURC: 16.250 AUPR Succ.: 98.204 ECE: 0.867 NLL: 4.043 Brier: 17.272 +2025-10-03 03:39:50,207 INFO Original Model Accuracy improved from 88.13 to 88.27!!! +2025-10-03 03:39:51,515 INFO EMA Model Accuracy improved from 88.17 to 88.26!!! +2025-10-03 03:39:52,740 INFO ####### --- Training Epoch 9 --- ####### +2025-10-03 03:43:27,031 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.235 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.873 +2025-10-03 03:45:52,050 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.225 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.815 +2025-10-03 03:48:18,096 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.258 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 1.977 +2025-10-03 03:50:43,695 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.241 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.850 +2025-10-03 03:53:09,896 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.251 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.928 +2025-10-03 03:55:35,692 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.273 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.382 Tot. Loss: 1.961 +2025-10-03 03:58:02,259 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.251 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.900 +2025-10-03 04:00:28,147 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.252 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.897 +2025-10-03 04:02:54,722 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.224 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.835 +2025-10-03 04:05:20,550 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.240 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.850 +2025-10-03 04:07:47,198 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.243 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.872 +2025-10-03 04:10:12,853 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.263 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.944 +2025-10-03 04:12:39,034 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.233 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.830 +2025-10-03 04:15:04,855 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.241 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.880 +2025-10-03 04:17:30,569 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.251 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.897 +2025-10-03 04:19:56,554 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.253 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.908 +2025-10-03 04:22:22,021 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.250 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.908 +2025-10-03 04:24:48,191 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.221 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.812 +2025-10-03 04:27:13,786 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.230 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.849 +2025-10-03 04:29:40,024 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.214 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.795 +2025-10-03 04:32:05,452 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.228 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.816 +2025-10-03 04:34:31,410 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.233 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.828 +2025-10-03 04:36:56,976 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.256 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.913 +2025-10-03 04:39:22,897 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.223 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.819 +2025-10-03 04:41:48,311 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.250 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.930 +2025-10-03 04:44:14,484 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.857 +2025-10-03 04:46:40,190 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.225 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.832 +2025-10-03 04:49:06,374 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.225 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.836 +2025-10-03 04:51:32,245 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.245 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.875 +2025-10-03 04:53:57,806 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.253 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.891 +2025-10-03 04:56:23,811 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.221 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.811 +2025-10-03 04:58:49,315 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.225 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.819 +2025-10-03 05:01:15,304 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.227 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.858 +2025-10-03 05:03:40,789 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.233 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.819 +2025-10-03 05:06:07,085 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.232 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.858 +2025-10-03 05:08:32,841 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.219 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.818 +2025-10-03 05:10:59,513 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.227 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.826 +2025-10-03 05:13:25,480 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.243 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.904 +2025-10-03 05:15:52,210 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.238 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.873 +2025-10-03 05:18:17,871 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.229 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.837 +2025-10-03 05:20:44,258 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.231 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.839 +2025-10-03 05:23:10,093 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.236 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.841 +2025-10-03 05:25:36,489 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.241 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.865 +2025-10-03 05:28:02,607 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.233 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.825 +2025-10-03 05:30:28,272 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.231 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.796 +2025-10-03 05:32:54,514 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.213 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.788 +2025-10-03 05:35:20,065 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.238 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.856 +2025-10-03 05:37:46,364 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.225 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.820 +2025-10-03 05:40:11,943 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.250 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.880 +2025-10-03 05:42:38,039 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.218 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.770 +2025-10-03 05:45:06,452 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.286 FPR: 55.079 AUROC: 88.733 AUPR: 50.574 AURC: 23.030 EAURC: 15.885 AUPR Succ.: 98.245 ECE: 1.251 NLL: 3.994 Brier: 17.141 +2025-10-03 05:47:18,279 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.338 FPR: 55.805 AUROC: 88.617 AUPR: 49.691 AURC: 23.054 EAURC: 15.973 AUPR Succ.: 98.236 ECE: 1.093 NLL: 4.001 Brier: 17.133 +2025-10-03 05:47:18,285 INFO Original Model Accuracy improved from 88.27 to 88.29!!! +2025-10-03 05:47:19,543 INFO EMA Model Accuracy improved from 88.26 to 88.34!!! +2025-10-03 05:47:20,609 INFO ####### --- Training Epoch 10 --- ####### +2025-10-03 05:50:55,081 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.809 +2025-10-03 05:53:21,038 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.210 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.780 +2025-10-03 05:55:46,323 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.242 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.883 +2025-10-03 05:58:12,312 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.226 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.820 +2025-10-03 06:00:37,778 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.239 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.890 +2025-10-03 06:03:04,279 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.261 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.920 +2025-10-03 06:05:30,002 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.237 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.841 +2025-10-03 06:07:56,619 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.238 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.830 +2025-10-03 06:10:22,934 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.211 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.794 +2025-10-03 06:12:48,528 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.225 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.806 +2025-10-03 06:15:14,789 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.228 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.813 +2025-10-03 06:17:40,388 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.249 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.881 +2025-10-03 06:20:06,883 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.219 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.775 +2025-10-03 06:22:32,691 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.226 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.810 +2025-10-03 06:24:59,476 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.237 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.819 +2025-10-03 06:27:25,366 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.236 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.852 +2025-10-03 06:29:52,041 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.236 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.861 +2025-10-03 06:32:17,652 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.500 CLS Loss: 0.204 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.751 +2025-10-03 06:34:43,774 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.215 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.799 +2025-10-03 06:37:09,227 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.201 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.757 +2025-10-03 06:39:35,666 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.214 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.783 +2025-10-03 06:42:01,374 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.220 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.816 +2025-10-03 06:44:27,645 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.238 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.849 +2025-10-03 06:46:54,124 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.209 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.764 +2025-10-03 06:49:20,065 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.236 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.846 +2025-10-03 06:51:46,701 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.218 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.798 +2025-10-03 06:54:12,419 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.211 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.773 +2025-10-03 06:56:38,863 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.210 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.762 +2025-10-03 06:59:04,685 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.229 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.823 +2025-10-03 07:01:31,400 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.241 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.851 +2025-10-03 07:03:57,173 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.208 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.768 +2025-10-03 07:06:23,848 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.209 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.768 +2025-10-03 07:08:49,566 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.214 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.798 +2025-10-03 07:11:16,319 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.221 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.777 +2025-10-03 07:13:42,172 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.221 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.799 +2025-10-03 07:16:08,758 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.204 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.771 +2025-10-03 07:18:34,711 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.217 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.764 +2025-10-03 07:21:00,924 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.229 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.802 +2025-10-03 07:23:27,509 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.224 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.821 +2025-10-03 07:25:53,294 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.212 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.789 +2025-10-03 07:28:19,822 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.220 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.803 +2025-10-03 07:30:45,622 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.223 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.816 +2025-10-03 07:33:12,202 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.229 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.826 +2025-10-03 07:35:37,919 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.218 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.763 +2025-10-03 07:38:04,524 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.217 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.790 +2025-10-03 07:40:30,333 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.198 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.707 +2025-10-03 07:42:56,862 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.223 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.817 +2025-10-03 07:45:22,561 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.211 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.788 +2025-10-03 07:47:49,054 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.238 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.838 +2025-10-03 07:50:14,858 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.742 +2025-10-03 07:52:42,070 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.386 FPR: 55.381 AUROC: 88.695 AUPR: 50.323 AURC: 22.842 EAURC: 15.820 AUPR Succ.: 98.253 ECE: 1.345 NLL: 3.976 Brier: 17.063 +2025-10-03 07:54:52,864 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.412 FPR: 55.747 AUROC: 88.651 AUPR: 49.569 AURC: 22.812 EAURC: 15.822 AUPR Succ.: 98.254 ECE: 1.216 NLL: 3.976 Brier: 17.043 +2025-10-03 07:54:52,870 INFO Original Model Accuracy improved from 88.29 to 88.39!!! +2025-10-03 07:54:54,201 INFO EMA Model Accuracy improved from 88.34 to 88.41!!! +2025-10-03 07:54:55,325 INFO ####### --- Training Epoch 11 --- ####### +2025-10-03 07:58:29,564 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.211 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.766 +2025-10-03 08:00:55,138 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.197 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.725 +2025-10-03 08:03:20,300 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.229 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.860 +2025-10-03 08:05:46,564 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.213 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.750 +2025-10-03 08:08:12,131 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.227 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.822 +2025-10-03 08:10:38,327 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.246 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.844 +2025-10-03 08:13:03,998 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.224 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.823 +2025-10-03 08:15:30,510 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.224 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.813 +2025-10-03 08:17:56,218 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.199 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.748 +2025-10-03 08:20:22,569 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.214 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.762 +2025-10-03 08:22:48,318 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.214 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.754 +2025-10-03 08:25:14,867 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.234 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.852 +2025-10-03 08:27:40,633 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.209 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.706 +2025-10-03 08:30:07,447 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.212 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.777 +2025-10-03 08:32:33,428 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.225 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.814 +2025-10-03 08:34:59,962 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.222 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.798 +2025-10-03 08:37:26,579 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.223 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.821 +2025-10-03 08:39:52,412 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.196 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.718 +2025-10-03 08:42:18,933 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.202 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.761 +2025-10-03 08:44:44,713 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.500 CLS Loss: 0.190 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.683 +2025-10-03 08:47:11,363 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.203 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.763 +2025-10-03 08:49:37,195 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.210 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.746 +2025-10-03 08:52:03,862 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.225 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.807 +2025-10-03 08:54:29,662 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.199 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.724 +2025-10-03 08:56:56,059 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.218 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.797 +2025-10-03 08:59:21,950 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.204 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.754 +2025-10-03 09:01:48,483 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.688 CLS Loss: 0.201 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.759 +2025-10-03 09:04:14,182 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.594 CLS Loss: 0.200 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.725 +2025-10-03 09:06:40,430 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.217 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.778 +2025-10-03 09:09:06,036 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.227 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.821 +2025-10-03 09:11:32,557 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.196 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.697 +2025-10-03 09:13:59,099 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.199 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.732 +2025-10-03 09:16:24,887 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.201 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.722 +2025-10-03 09:18:51,322 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.212 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.755 +2025-10-03 09:21:17,135 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.207 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.758 +2025-10-03 09:23:43,816 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.192 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.734 +2025-10-03 09:26:09,644 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.205 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.718 +2025-10-03 09:28:36,030 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.214 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.774 +2025-10-03 09:31:01,723 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.213 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.781 +2025-10-03 09:33:27,973 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.200 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.730 +2025-10-03 09:35:53,555 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.209 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.750 +2025-10-03 09:38:20,065 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.213 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.758 +2025-10-03 09:40:45,690 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.216 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.768 +2025-10-03 09:43:12,022 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.207 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.744 +2025-10-03 09:45:37,704 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.206 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.723 +2025-10-03 09:48:04,207 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.685 +2025-10-03 09:50:30,644 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.211 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.781 +2025-10-03 09:52:56,437 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.200 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.728 +2025-10-03 09:55:22,984 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.226 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.822 +2025-10-03 09:57:48,529 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.197 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.728 +2025-10-03 10:00:16,660 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.458 FPR: 55.779 AUROC: 88.638 AUPR: 50.049 AURC: 22.752 EAURC: 15.819 AUPR Succ.: 98.255 ECE: 1.457 NLL: 3.973 Brier: 17.027 +2025-10-03 10:02:26,586 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.484 FPR: 55.887 AUROC: 88.628 AUPR: 49.568 AURC: 22.665 EAURC: 15.764 AUPR Succ.: 98.261 ECE: 1.348 NLL: 3.964 Brier: 16.991 +2025-10-03 10:02:26,591 INFO Original Model Accuracy improved from 88.39 to 88.46!!! +2025-10-03 10:02:27,929 INFO EMA Model Accuracy improved from 88.41 to 88.48!!! +2025-10-03 10:02:29,142 INFO ####### --- Training Epoch 12 --- ####### +2025-10-03 10:06:04,068 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.199 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.714 +2025-10-03 10:08:29,106 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.185 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.690 +2025-10-03 10:10:55,127 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.625 CLS Loss: 0.216 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.804 +2025-10-03 10:13:20,514 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.200 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.721 +2025-10-03 10:15:46,885 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.216 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.776 +2025-10-03 10:18:12,591 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.818 +2025-10-03 10:20:39,434 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.214 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.787 +2025-10-03 10:23:05,158 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.751 +2025-10-03 10:25:31,683 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.187 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.713 +2025-10-03 10:27:58,165 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.203 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.717 +2025-10-03 10:30:24,086 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.205 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.722 +2025-10-03 10:32:50,617 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.224 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.819 +2025-10-03 10:35:16,412 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.199 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.694 +2025-10-03 10:37:43,091 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.204 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.714 +2025-10-03 10:40:08,785 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.214 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.738 +2025-10-03 10:42:35,559 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.688 CLS Loss: 0.212 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.747 +2025-10-03 10:45:01,341 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.213 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.753 +2025-10-03 10:47:27,960 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.186 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.703 +2025-10-03 10:49:53,786 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.195 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.723 +2025-10-03 10:52:20,517 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.181 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.668 +2025-10-03 10:54:46,272 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.192 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.705 +2025-10-03 10:57:12,906 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.199 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.720 +2025-10-03 10:59:38,693 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.215 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.764 +2025-10-03 11:02:05,406 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.188 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.688 +2025-10-03 11:04:32,006 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.207 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.746 +2025-10-03 11:06:58,125 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.193 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.720 +2025-10-03 11:09:24,814 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.193 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.690 +2025-10-03 11:11:50,613 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.192 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.702 +2025-10-03 11:14:17,462 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.207 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.747 +2025-10-03 11:16:43,354 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.216 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.765 +2025-10-03 11:19:10,055 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.184 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.674 +2025-10-03 11:21:36,006 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.694 +2025-10-03 11:24:02,989 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.191 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.720 +2025-10-03 11:26:28,836 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.204 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.699 +2025-10-03 11:28:55,753 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.194 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.729 +2025-10-03 11:31:21,700 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.184 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.681 +2025-10-03 11:33:48,447 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.195 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.681 +2025-10-03 11:36:14,453 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.208 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.734 +2025-10-03 11:38:41,233 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.202 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.749 +2025-10-03 11:41:07,846 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.189 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.702 +2025-10-03 11:43:33,553 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.198 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.739 +2025-10-03 11:46:00,380 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.202 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.717 +2025-10-03 11:48:26,321 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.206 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.724 +2025-10-03 11:50:53,146 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.198 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.693 +2025-10-03 11:53:19,103 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.199 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.692 +2025-10-03 11:55:45,325 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.176 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.655 +2025-10-03 11:58:10,927 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.202 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.755 +2025-10-03 12:00:37,129 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.190 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.693 +2025-10-03 12:03:02,723 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.747 +2025-10-03 12:05:28,794 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.186 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.667 +2025-10-03 12:07:56,982 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.446 FPR: 55.357 AUROC: 88.713 AUPR: 50.092 AURC: 22.681 EAURC: 15.734 AUPR Succ.: 98.264 ECE: 1.622 NLL: 3.973 Brier: 17.017 +2025-10-03 12:10:07,727 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.534 FPR: 56.306 AUROC: 88.600 AUPR: 49.349 AURC: 22.586 EAURC: 15.746 AUPR Succ.: 98.264 ECE: 1.476 NLL: 3.960 Brier: 16.964 +2025-10-03 12:10:07,734 INFO EMA Model Accuracy improved from 88.48 to 88.53!!! +2025-10-03 12:10:09,082 INFO ####### --- Training Epoch 13 --- ####### +2025-10-03 12:13:42,404 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.190 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.682 +2025-10-03 12:16:07,674 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.178 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.631 +2025-10-03 12:18:33,353 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.204 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.781 +2025-10-03 12:20:58,756 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.191 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.693 +2025-10-03 12:23:24,903 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.204 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.752 +2025-10-03 12:25:50,245 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.500 CLS Loss: 0.223 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.785 +2025-10-03 12:28:16,414 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.204 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.728 +2025-10-03 12:30:41,641 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.205 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.725 +2025-10-03 12:33:07,865 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.180 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.687 +2025-10-03 12:35:33,282 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.192 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.693 +2025-10-03 12:37:59,549 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.195 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.685 +2025-10-03 12:40:25,051 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.213 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.777 +2025-10-03 12:42:51,450 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.186 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.683 +2025-10-03 12:45:16,970 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.193 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.701 +2025-10-03 12:47:43,308 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.204 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.734 +2025-10-03 12:50:09,082 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.202 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.726 +2025-10-03 12:52:35,543 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.202 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.738 +2025-10-03 12:55:01,884 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.176 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.640 +2025-10-03 12:57:27,753 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.184 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.681 +2025-10-03 12:59:54,212 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.174 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.649 +2025-10-03 13:02:19,832 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.186 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.673 +2025-10-03 13:04:46,379 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.191 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.674 +2025-10-03 13:07:11,900 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.205 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.727 +2025-10-03 13:09:38,510 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.180 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.665 +2025-10-03 13:12:04,155 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.197 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.724 +2025-10-03 13:14:30,689 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.185 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.691 +2025-10-03 13:16:56,180 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.185 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-03 13:19:22,543 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.677 +2025-10-03 13:21:48,078 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.197 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.712 +2025-10-03 13:24:14,536 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.209 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.722 +2025-10-03 13:26:40,362 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.177 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.664 +2025-10-03 13:29:06,816 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.182 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.666 +2025-10-03 13:31:33,232 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.182 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.692 +2025-10-03 13:33:58,981 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.193 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.688 +2025-10-03 13:36:25,486 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.702 +2025-10-03 13:38:51,194 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.176 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.668 +2025-10-03 13:41:17,704 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.666 +2025-10-03 13:43:43,415 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.197 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.713 +2025-10-03 13:46:09,800 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.193 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.679 +2025-10-03 13:48:35,338 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.180 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.676 +2025-10-03 13:51:01,971 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.661 +2025-10-03 13:53:27,713 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.676 +2025-10-03 13:55:54,332 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.197 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.711 +2025-10-03 13:58:19,936 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.188 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.666 +2025-10-03 14:00:46,659 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.189 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.691 +2025-10-03 14:03:12,434 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.653 +2025-10-03 14:05:38,833 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.192 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.703 +2025-10-03 14:08:05,234 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.182 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.662 +2025-10-03 14:10:31,056 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.208 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.712 +2025-10-03 14:12:57,621 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.645 +2025-10-03 14:15:24,881 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.492 FPR: 55.613 AUROC: 88.665 AUPR: 49.883 AURC: 22.634 EAURC: 15.743 AUPR Succ.: 98.264 ECE: 1.724 NLL: 3.971 Brier: 16.996 +2025-10-03 14:17:36,279 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.536 FPR: 56.089 AUROC: 88.629 AUPR: 49.480 AURC: 22.547 EAURC: 15.709 AUPR Succ.: 98.268 ECE: 1.631 NLL: 3.962 Brier: 16.955 +2025-10-03 14:17:36,285 INFO Original Model Accuracy improved from 88.46 to 88.49!!! +2025-10-03 14:17:37,643 INFO EMA Model Accuracy improved from 88.53 to 88.54!!! +2025-10-03 14:17:38,963 INFO ####### --- Training Epoch 14 --- ####### +2025-10-03 14:21:12,551 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.659 +2025-10-03 14:23:38,586 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.622 +2025-10-03 14:26:03,729 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.197 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.745 +2025-10-03 14:28:29,787 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.183 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.659 +2025-10-03 14:30:55,188 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.199 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.728 +2025-10-03 14:33:21,822 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.761 +2025-10-03 14:35:47,318 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.196 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.704 +2025-10-03 14:38:13,647 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.199 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.716 +2025-10-03 14:40:39,166 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.171 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.636 +2025-10-03 14:43:05,505 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.187 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.691 +2025-10-03 14:45:31,823 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.188 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.658 +2025-10-03 14:47:58,007 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.204 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.713 +2025-10-03 14:50:24,432 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.623 +2025-10-03 14:52:49,870 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.186 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.670 +2025-10-03 14:55:16,425 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.197 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.683 +2025-10-03 14:57:42,069 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.192 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.700 +2025-10-03 15:00:08,647 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.198 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.726 +2025-10-03 15:02:34,234 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.170 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.651 +2025-10-03 15:05:00,767 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.179 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.660 +2025-10-03 15:07:26,103 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.165 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.602 +2025-10-03 15:09:52,620 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.177 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.647 +2025-10-03 15:12:18,201 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.185 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.682 +2025-10-03 15:14:45,076 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.703 +2025-10-03 15:17:10,753 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.173 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.641 +2025-10-03 15:19:37,214 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.189 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.694 +2025-10-03 15:22:03,422 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.177 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.676 +2025-10-03 15:24:29,414 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.178 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.667 +2025-10-03 15:26:55,899 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.176 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.638 +2025-10-03 15:29:21,380 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.191 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.682 +2025-10-03 15:31:47,974 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.198 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.694 +2025-10-03 15:34:13,602 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.170 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.626 +2025-10-03 15:36:40,137 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.622 +2025-10-03 15:39:05,702 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.179 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.660 +2025-10-03 15:41:32,375 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.188 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.662 +2025-10-03 15:43:57,774 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.179 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.660 +2025-10-03 15:46:24,216 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.168 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.645 +2025-10-03 15:48:49,812 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.637 +2025-10-03 15:51:16,285 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.695 +2025-10-03 15:53:41,974 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.186 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.693 +2025-10-03 15:56:08,297 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.172 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.634 +2025-10-03 15:58:35,069 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.623 +2025-10-03 16:01:01,059 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.189 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.682 +2025-10-03 16:03:27,668 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.690 +2025-10-03 16:05:53,307 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.179 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.632 +2025-10-03 16:08:20,279 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.629 +2025-10-03 16:10:46,003 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.164 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.598 +2025-10-03 16:13:12,637 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.186 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.684 +2025-10-03 16:15:38,281 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.668 +2025-10-03 16:18:05,071 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.200 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.685 +2025-10-03 16:20:30,620 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.613 +2025-10-03 16:22:57,234 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.518 FPR: 56.105 AUROC: 88.610 AUPR: 49.388 AURC: 22.637 EAURC: 15.777 AUPR Succ.: 98.260 ECE: 1.829 NLL: 3.972 Brier: 16.995 +2025-10-03 16:25:07,741 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.524 FPR: 55.594 AUROC: 88.653 AUPR: 49.698 AURC: 22.549 EAURC: 15.697 AUPR Succ.: 98.269 ECE: 1.750 NLL: 3.966 Brier: 16.959 +2025-10-03 16:25:07,746 INFO Original Model Accuracy improved from 88.49 to 88.52!!! +2025-10-03 16:25:09,128 INFO ####### --- Training Epoch 15 --- ####### +2025-10-03 16:28:42,652 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.177 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.630 +2025-10-03 16:31:07,469 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.164 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.595 +2025-10-03 16:33:33,313 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.188 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.702 +2025-10-03 16:35:58,770 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.633 +2025-10-03 16:38:24,796 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.194 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.681 +2025-10-03 16:40:51,325 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.207 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.735 +2025-10-03 16:43:16,607 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.664 +2025-10-03 16:45:43,012 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.192 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.711 +2025-10-03 16:48:08,375 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.167 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.628 +2025-10-03 16:50:34,809 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.649 +2025-10-03 16:53:00,247 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.183 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.627 +2025-10-03 16:55:26,856 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.198 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.723 +2025-10-03 16:57:52,346 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.653 +2025-10-03 17:00:18,880 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.180 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.654 +2025-10-03 17:02:44,490 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.192 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.676 +2025-10-03 17:05:11,603 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.699 +2025-10-03 17:07:37,425 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.190 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.680 +2025-10-03 17:10:03,823 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.164 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.634 +2025-10-03 17:12:29,888 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.643 +2025-10-03 17:14:56,631 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.160 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.603 +2025-10-03 17:17:23,233 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.173 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.621 +2025-10-03 17:19:49,040 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.178 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.659 +2025-10-03 17:22:15,768 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.189 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.683 +2025-10-03 17:24:41,471 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.166 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.601 +2025-10-03 17:27:07,988 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.183 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.700 +2025-10-03 17:29:33,541 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.171 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.646 +2025-10-03 17:32:00,149 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.173 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.664 +2025-10-03 17:34:25,631 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.171 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.640 +2025-10-03 17:36:52,182 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.185 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.668 +2025-10-03 17:39:17,976 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.194 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.681 +2025-10-03 17:41:44,830 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.165 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.607 +2025-10-03 17:44:10,901 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.622 +2025-10-03 17:46:37,642 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.173 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.644 +2025-10-03 17:49:03,564 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.636 +2025-10-03 17:51:30,180 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.638 +2025-10-03 17:53:56,556 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.164 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.609 +2025-10-03 17:56:22,150 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.177 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.629 +2025-10-03 17:58:48,794 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.183 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.643 +2025-10-03 18:01:14,617 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.180 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.649 +2025-10-03 18:03:41,392 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.165 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.612 +2025-10-03 18:06:07,004 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.642 +2025-10-03 18:08:33,606 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.184 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.650 +2025-10-03 18:10:59,398 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.185 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.658 +2025-10-03 18:13:26,474 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.173 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.624 +2025-10-03 18:15:52,466 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.178 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.633 +2025-10-03 18:18:19,423 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.570 +2025-10-03 18:20:45,425 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.180 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.668 +2025-10-03 18:23:12,267 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.170 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.609 +2025-10-03 18:25:38,782 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.196 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.683 +2025-10-03 18:28:05,138 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.167 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.594 +2025-10-03 18:30:45,198 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.524 FPR: 55.873 AUROC: 88.599 AUPR: 49.517 AURC: 22.641 EAURC: 15.789 AUPR Succ.: 98.259 ECE: 1.937 NLL: 3.978 Brier: 17.004 +2025-10-03 18:32:55,611 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.532 FPR: 55.842 AUROC: 88.625 AUPR: 49.408 AURC: 22.576 EAURC: 15.734 AUPR Succ.: 98.265 ECE: 1.896 NLL: 3.972 Brier: 16.972 +2025-10-03 18:32:55,624 INFO Original Model Accuracy improved from 88.52 to 88.52!!! +2025-10-03 18:32:56,977 INFO ####### --- Training Epoch 16 --- ####### +2025-10-03 18:36:30,720 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.610 +2025-10-03 18:38:55,475 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.587 +2025-10-03 18:41:21,360 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.185 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.703 +2025-10-03 18:43:46,705 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.174 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.616 +2025-10-03 18:46:12,953 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.669 +2025-10-03 18:48:38,491 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.203 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.711 +2025-10-03 18:51:04,952 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.665 +2025-10-03 18:53:30,518 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.185 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.659 +2025-10-03 18:55:56,765 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.161 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.609 +2025-10-03 18:58:22,367 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.641 +2025-10-03 19:00:48,541 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.178 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.617 +2025-10-03 19:03:14,088 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.686 +2025-10-03 19:05:40,140 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.168 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.575 +2025-10-03 19:08:06,361 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.623 +2025-10-03 19:10:31,841 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.187 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.634 +2025-10-03 19:12:58,363 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.679 +2025-10-03 19:15:23,862 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.184 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.642 +2025-10-03 19:17:50,140 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.160 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.584 +2025-10-03 19:20:15,897 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.166 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.572 +2025-10-03 19:22:42,489 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.156 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.582 +2025-10-03 19:25:08,263 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.168 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.611 +2025-10-03 19:27:34,694 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.608 +2025-10-03 19:30:00,284 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.183 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.673 +2025-10-03 19:32:26,780 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.162 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.615 +2025-10-03 19:34:52,575 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.177 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.651 +2025-10-03 19:37:19,032 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.166 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.616 +2025-10-03 19:39:45,106 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.168 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.620 +2025-10-03 19:42:11,621 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.165 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.609 +2025-10-03 19:44:38,478 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.183 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.647 +2025-10-03 19:47:04,394 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.190 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.661 +2025-10-03 19:49:31,024 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.161 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.575 +2025-10-03 19:51:56,889 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.165 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.602 +2025-10-03 19:54:23,453 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.168 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.626 +2025-10-03 19:56:49,273 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.179 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.625 +2025-10-03 19:59:15,924 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.167 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.623 +2025-10-03 20:01:41,503 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.603 +2025-10-03 20:04:07,827 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.630 +2025-10-03 20:06:33,343 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.180 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.633 +2025-10-03 20:09:00,051 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.176 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.643 +2025-10-03 20:11:26,255 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.162 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.621 +2025-10-03 20:13:52,998 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.172 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.600 +2025-10-03 20:16:19,065 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.647 +2025-10-03 20:18:45,723 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.180 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.651 +2025-10-03 20:21:12,738 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.169 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.583 +2025-10-03 20:23:38,949 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.173 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.628 +2025-10-03 20:26:05,938 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.155 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.572 +2025-10-03 20:28:31,702 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.177 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.652 +2025-10-03 20:30:58,105 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.167 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.597 +2025-10-03 20:33:23,642 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.192 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.668 +2025-10-03 20:35:49,999 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.165 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.587 +2025-10-03 20:38:15,768 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.524 FPR: 55.542 AUROC: 88.622 AUPR: 49.626 AURC: 22.611 EAURC: 15.758 AUPR Succ.: 98.262 ECE: 2.023 NLL: 3.981 Brier: 17.000 +2025-10-03 20:40:25,124 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.538 FPR: 55.819 AUROC: 88.614 AUPR: 49.427 AURC: 22.581 EAURC: 15.746 AUPR Succ.: 98.264 ECE: 1.949 NLL: 3.977 Brier: 16.980 +2025-10-03 20:40:25,130 INFO EMA Model Accuracy improved from 88.54 to 88.54!!! +2025-10-03 20:40:26,367 INFO ####### --- Training Epoch 17 --- ####### +2025-10-03 20:44:00,026 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.626 +2025-10-03 20:46:25,946 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.157 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.574 +2025-10-03 20:48:51,537 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.181 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.681 +2025-10-03 20:51:17,980 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.171 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.622 +2025-10-03 20:53:43,839 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.184 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.671 +2025-10-03 20:56:10,326 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.198 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.685 +2025-10-03 20:58:36,536 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.179 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.629 +2025-10-03 21:01:02,617 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.654 +2025-10-03 21:03:29,427 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.158 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.235 Tot. Loss: 1.581 +2025-10-03 21:05:55,320 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.173 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.597 +2025-10-03 21:08:22,084 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.176 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.590 +2025-10-03 21:10:47,966 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.674 +2025-10-03 21:13:14,450 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.164 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.571 +2025-10-03 21:15:40,206 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.622 +2025-10-03 21:18:06,936 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.645 +2025-10-03 21:20:32,823 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.177 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.650 +2025-10-03 21:22:59,858 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.180 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.656 +2025-10-03 21:25:25,670 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.156 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.569 +2025-10-03 21:27:52,245 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.163 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.581 +2025-10-03 21:30:18,311 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.153 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.569 +2025-10-03 21:32:45,031 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.165 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.586 +2025-10-03 21:35:11,481 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.170 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.602 +2025-10-03 21:37:37,628 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.663 +2025-10-03 21:40:04,393 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.159 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.598 +2025-10-03 21:42:30,197 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.173 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.660 +2025-10-03 21:44:56,854 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.162 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.611 +2025-10-03 21:47:22,807 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.165 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.609 +2025-10-03 21:49:49,596 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.163 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.599 +2025-10-03 21:52:15,470 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.638 +2025-10-03 21:54:42,153 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.186 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.664 +2025-10-03 21:57:07,759 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.156 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.558 +2025-10-03 21:59:34,806 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.160 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.575 +2025-10-03 22:02:00,677 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.164 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.621 +2025-10-03 22:04:27,339 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.175 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.610 +2025-10-03 22:06:53,270 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.164 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.608 +2025-10-03 22:09:20,064 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.157 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.612 +2025-10-03 22:11:46,587 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.611 +2025-10-03 22:14:12,253 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.176 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.639 +2025-10-03 22:16:38,968 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.173 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.631 +2025-10-03 22:19:04,788 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.158 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.572 +2025-10-03 22:21:31,658 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.166 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.594 +2025-10-03 22:23:57,445 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.634 +2025-10-03 22:26:24,159 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.178 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.629 +2025-10-03 22:28:50,078 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.166 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.588 +2025-10-03 22:31:16,711 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.171 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.594 +2025-10-03 22:33:42,353 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.152 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.562 +2025-10-03 22:36:09,093 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.648 +2025-10-03 22:38:34,924 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.164 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.589 +2025-10-03 22:41:01,248 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.664 +2025-10-03 22:43:26,886 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.161 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.598 +2025-10-03 22:45:53,763 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.540 FPR: 56.091 AUROC: 88.591 AUPR: 49.620 AURC: 22.611 EAURC: 15.778 AUPR Succ.: 98.261 ECE: 2.063 NLL: 3.985 Brier: 17.005 +2025-10-03 22:48:04,861 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.526 FPR: 55.621 AUROC: 88.629 AUPR: 49.643 AURC: 22.592 EAURC: 15.742 AUPR Succ.: 98.264 ECE: 2.026 NLL: 3.982 Brier: 16.992 +2025-10-03 22:48:04,867 INFO Original Model Accuracy improved from 88.52 to 88.54!!! +2025-10-03 22:48:06,315 INFO ####### --- Training Epoch 18 --- ####### +2025-10-03 22:51:41,498 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.164 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.587 +2025-10-03 22:54:07,517 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.153 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.560 +2025-10-03 22:56:32,665 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.177 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.664 +2025-10-03 22:58:59,193 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.166 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.588 +2025-10-03 23:01:24,778 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.682 +2025-10-03 23:03:51,489 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.196 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.697 +2025-10-03 23:06:17,143 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.177 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.649 +2025-10-03 23:08:44,265 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.179 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.649 +2025-10-03 23:11:10,090 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.155 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.575 +2025-10-03 23:13:37,001 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.171 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.587 +2025-10-03 23:16:02,854 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.169 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.593 +2025-10-03 23:18:29,935 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.184 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.680 +2025-10-03 23:20:56,087 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.580 +2025-10-03 23:23:22,991 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.168 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.620 +2025-10-03 23:25:49,137 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.182 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.660 +2025-10-03 23:28:15,559 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.173 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.635 +2025-10-03 23:30:42,555 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.177 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.619 +2025-10-03 23:33:08,123 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.153 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.595 +2025-10-03 23:35:34,912 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.162 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.606 +2025-10-03 23:38:00,904 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.150 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.226 Tot. Loss: 1.544 +2025-10-03 23:40:27,948 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.163 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.588 +2025-10-03 23:42:53,874 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.169 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.617 +2025-10-03 23:45:20,577 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.177 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.659 +2025-10-03 23:47:46,307 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.156 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.568 +2025-10-03 23:50:12,755 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.170 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.650 +2025-10-03 23:52:38,377 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.159 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.603 +2025-10-03 23:55:05,384 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.163 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.591 +2025-10-03 23:57:31,354 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.158 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.585 +2025-10-03 23:59:58,161 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.176 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.633 +2025-10-04 00:02:24,290 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.184 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.647 +2025-10-04 00:04:50,986 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.154 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.566 +2025-10-04 00:07:18,219 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.157 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.587 +2025-10-04 00:09:44,002 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.162 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.580 +2025-10-04 00:12:10,573 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.174 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.582 +2025-10-04 00:14:36,308 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.162 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.591 +2025-10-04 00:17:03,060 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.153 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.585 +2025-10-04 00:19:28,543 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.568 +2025-10-04 00:21:55,036 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.173 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.615 +2025-10-04 00:24:20,521 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.609 +2025-10-04 00:26:47,396 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.155 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.551 +2025-10-04 00:29:13,060 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.165 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.623 +2025-10-04 00:31:39,849 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.173 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.597 +2025-10-04 00:34:05,473 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.626 +2025-10-04 00:36:31,852 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.164 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.603 +2025-10-04 00:38:58,270 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.168 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.582 +2025-10-04 00:41:24,471 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.156 CLS Loss: 0.150 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.563 +2025-10-04 00:43:51,059 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.168 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.623 +2025-10-04 00:46:16,790 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.162 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.591 +2025-10-04 00:48:43,295 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.648 +2025-10-04 00:51:08,804 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.159 Mixup Loss: 1.138 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.554 +2025-10-04 00:53:36,810 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.508 FPR: 55.639 AUROC: 88.639 AUPR: 49.808 AURC: 22.627 EAURC: 15.755 AUPR Succ.: 98.262 ECE: 2.089 NLL: 3.989 Brier: 17.013 +2025-10-04 00:55:47,693 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.528 FPR: 55.875 AUROC: 88.614 AUPR: 49.591 AURC: 22.610 EAURC: 15.763 AUPR Succ.: 98.262 ECE: 2.094 NLL: 3.987 Brier: 17.003 +2025-10-04 00:55:47,700 INFO ####### --- Training Epoch 19 --- ####### +2025-10-04 00:59:22,141 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.162 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.596 +2025-10-04 01:01:47,166 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.153 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.558 +2025-10-04 01:04:13,566 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.175 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.664 +2025-10-04 01:06:38,897 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.165 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.593 +2025-10-04 01:09:05,495 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.636 +2025-10-04 01:11:31,304 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.194 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.687 +2025-10-04 01:13:57,772 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.174 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.653 +2025-10-04 01:16:23,538 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.179 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.615 +2025-10-04 01:18:50,161 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.152 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.589 +2025-10-04 01:21:17,098 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.603 +2025-10-04 01:23:42,981 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.167 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.589 +2025-10-04 01:26:09,783 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.183 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.678 +2025-10-04 01:28:35,708 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.159 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.561 +2025-10-04 01:31:02,450 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.587 +2025-10-04 01:33:28,112 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.178 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.629 +2025-10-04 01:35:55,157 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.173 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.636 +2025-10-04 01:38:20,993 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.175 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.618 +2025-10-04 01:40:47,783 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.155 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.565 +2025-10-04 01:43:13,688 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.588 +2025-10-04 01:45:40,663 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.150 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.547 +2025-10-04 01:48:06,585 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.161 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.571 +2025-10-04 01:50:33,132 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.166 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.603 +2025-10-04 01:52:59,173 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.627 +2025-10-04 01:55:25,922 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.154 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.587 +2025-10-04 01:57:52,776 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.169 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.628 +2025-10-04 02:00:18,363 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.158 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.581 +2025-10-04 02:02:45,076 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.161 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.582 +2025-10-04 02:05:10,779 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.157 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.581 +2025-10-04 02:07:37,671 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.610 +2025-10-04 02:10:03,395 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.652 +2025-10-04 02:12:30,188 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.154 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.580 +2025-10-04 02:14:55,936 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.156 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.575 +2025-10-04 02:17:22,697 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.159 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.601 +2025-10-04 02:19:48,317 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.172 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.603 +2025-10-04 02:22:15,233 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.162 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.606 +2025-10-04 02:24:41,098 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.152 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.586 +2025-10-04 02:27:07,428 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.166 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.581 +2025-10-04 02:29:33,269 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.172 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.616 +2025-10-04 02:31:59,790 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.168 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.639 +2025-10-04 02:34:26,256 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.154 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.575 +2025-10-04 02:36:51,797 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.164 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.605 +2025-10-04 02:39:18,450 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.172 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.612 +2025-10-04 02:41:43,861 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.174 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.630 +2025-10-04 02:44:10,262 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.164 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.580 +2025-10-04 02:46:35,724 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.166 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.597 +2025-10-04 02:49:02,518 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.148 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.230 Tot. Loss: 1.517 +2025-10-04 02:51:28,316 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.627 +2025-10-04 02:53:55,181 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.162 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.583 +2025-10-04 02:56:21,012 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.649 +2025-10-04 02:58:47,802 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.157 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.553 +2025-10-04 03:01:16,897 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.524 FPR: 55.873 AUROC: 88.599 AUPR: 49.478 AURC: 22.643 EAURC: 15.791 AUPR Succ.: 98.259 ECE: 2.121 NLL: 3.993 Brier: 17.019 +2025-10-04 03:03:27,801 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.522 FPR: 55.933 AUROC: 88.614 AUPR: 49.573 AURC: 22.626 EAURC: 15.771 AUPR Succ.: 98.261 ECE: 2.123 NLL: 3.991 Brier: 17.010 +2025-10-04 03:03:27,809 INFO ####### --- Training Epoch 20 --- ####### +2025-10-04 03:07:02,337 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.161 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.583 +2025-10-04 03:09:28,519 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.150 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.560 +2025-10-04 03:11:54,717 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.172 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.642 +2025-10-04 03:14:20,718 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.164 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.591 +2025-10-04 03:16:47,314 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.176 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.649 +2025-10-04 03:19:13,091 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.193 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.681 +2025-10-04 03:21:39,746 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.174 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.655 +2025-10-04 03:24:05,379 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.635 +2025-10-04 03:26:32,053 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.153 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.581 +2025-10-04 03:28:57,992 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.168 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.609 +2025-10-04 03:31:24,857 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.169 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.581 +2025-10-04 03:33:50,290 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.181 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.681 +2025-10-04 03:36:17,031 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.556 +2025-10-04 03:38:42,743 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.166 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.593 +2025-10-04 03:41:09,543 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.178 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.628 +2025-10-04 03:43:35,126 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.171 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.615 +2025-10-04 03:46:01,909 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.605 +2025-10-04 03:48:28,420 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.219 CLS Loss: 0.153 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.573 +2025-10-04 03:50:54,221 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.593 +2025-10-04 03:53:21,040 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.148 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.238 Tot. Loss: 1.528 +2025-10-04 03:55:46,584 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.160 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.591 +2025-10-04 03:58:13,263 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.168 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.613 +2025-10-04 04:00:39,120 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.623 +2025-10-04 04:03:05,726 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.153 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.571 +2025-10-04 04:05:31,168 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.169 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.622 +2025-10-04 04:07:57,660 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.155 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.582 +2025-10-04 04:10:23,371 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.160 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.592 +2025-10-04 04:12:49,987 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.157 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.592 +2025-10-04 04:15:15,560 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.175 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.632 +2025-10-04 04:17:42,194 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.643 +2025-10-04 04:20:07,765 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.152 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.574 +2025-10-04 04:22:34,351 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.156 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.581 +2025-10-04 04:25:00,707 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.159 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.579 +2025-10-04 04:27:26,465 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.172 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.597 +2025-10-04 04:29:53,073 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.161 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.608 +2025-10-04 04:32:18,471 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.153 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.587 +2025-10-04 04:34:44,917 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.595 +2025-10-04 04:37:10,447 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.171 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.615 +2025-10-04 04:39:37,111 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.625 +2025-10-04 04:42:02,807 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.582 +2025-10-04 04:44:29,375 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.164 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.575 +2025-10-04 04:46:54,976 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.611 +2025-10-04 04:49:21,475 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.598 +2025-10-04 04:51:47,123 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.161 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.592 +2025-10-04 04:54:13,882 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.167 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.576 +2025-10-04 04:56:39,300 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.148 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.545 +2025-10-04 04:59:05,633 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.170 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.600 +2025-10-04 05:01:32,152 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.591 +2025-10-04 05:03:57,859 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.641 +2025-10-04 05:06:24,385 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.157 Mixup Loss: 1.134 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.540 +2025-10-04 05:08:51,316 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.514 FPR: 55.685 AUROC: 88.611 AUPR: 49.571 AURC: 22.655 EAURC: 15.791 AUPR Succ.: 98.259 ECE: 2.126 NLL: 3.995 Brier: 17.019 +2025-10-04 05:11:00,572 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.514 FPR: 55.964 AUROC: 88.620 AUPR: 49.576 AURC: 22.641 EAURC: 15.776 AUPR Succ.: 98.260 ECE: 2.119 NLL: 3.993 Brier: 17.014 +2025-10-04 05:11:00,579 INFO ####### --- Training Epoch 21 --- ####### +2025-10-04 05:14:33,876 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.160 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.579 +2025-10-04 05:16:59,787 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.150 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.233 Tot. Loss: 1.533 +2025-10-04 05:19:24,913 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.648 +2025-10-04 05:21:51,403 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.164 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.602 +2025-10-04 05:24:16,938 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.173 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.645 +2025-10-04 05:26:43,585 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.190 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.682 +2025-10-04 05:29:09,163 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.643 +2025-10-04 05:31:35,997 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.601 +2025-10-04 05:34:01,590 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.153 Mixup Loss: 1.147 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.546 +2025-10-04 05:36:28,325 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.165 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.615 +2025-10-04 05:38:54,508 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.169 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.605 +2025-10-04 05:41:20,592 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.670 +2025-10-04 05:43:47,170 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.158 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.554 +2025-10-04 05:46:12,825 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.164 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.580 +2025-10-04 05:48:39,759 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.177 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.610 +2025-10-04 05:51:05,493 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.172 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.630 +2025-10-04 05:53:32,191 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.174 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.639 +2025-10-04 05:55:57,793 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.250 CLS Loss: 0.151 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.574 +2025-10-04 05:58:24,607 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.159 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.572 +2025-10-04 06:00:50,238 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.149 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.550 +2025-10-04 06:03:16,866 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.159 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.565 +2025-10-04 06:05:42,403 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.165 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.606 +2025-10-04 06:08:09,033 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.173 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.634 +2025-10-04 06:10:34,768 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.153 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.233 Tot. Loss: 1.547 +2025-10-04 06:13:01,582 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.170 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.646 +2025-10-04 06:15:27,722 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.156 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.572 +2025-10-04 06:17:54,070 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.160 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.576 +2025-10-04 06:20:21,270 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.156 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.563 +2025-10-04 06:22:47,062 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.657 +2025-10-04 06:25:14,018 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.633 +2025-10-04 06:27:39,841 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.152 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.545 +2025-10-04 06:30:06,819 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.157 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.578 +2025-10-04 06:32:32,801 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.160 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.593 +2025-10-04 06:34:59,705 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.172 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.609 +2025-10-04 06:37:25,697 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.161 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.597 +2025-10-04 06:39:52,740 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.153 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.234 Tot. Loss: 1.546 +2025-10-04 06:42:18,611 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.168 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.600 +2025-10-04 06:44:45,616 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.172 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.625 +2025-10-04 06:47:11,704 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.169 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.628 +2025-10-04 06:49:38,741 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.233 Tot. Loss: 1.551 +2025-10-04 06:52:05,388 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.164 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.574 +2025-10-04 06:54:31,757 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.612 +2025-10-04 06:56:58,859 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.171 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.597 +2025-10-04 06:59:24,918 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.161 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.564 +2025-10-04 07:01:52,172 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.166 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.603 +2025-10-04 07:04:18,303 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.156 CLS Loss: 0.147 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.529 +2025-10-04 07:06:45,457 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.169 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.642 +2025-10-04 07:09:11,348 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.579 +2025-10-04 07:11:38,436 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.184 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.619 +2025-10-04 07:14:03,998 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.156 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.572 +2025-10-04 07:16:28,613 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.510 FPR: 55.718 AUROC: 88.615 AUPR: 49.588 AURC: 22.661 EAURC: 15.792 AUPR Succ.: 98.259 ECE: 2.132 NLL: 3.996 Brier: 17.021 +2025-10-04 07:18:40,800 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.512 FPR: 55.850 AUROC: 88.621 AUPR: 49.625 AURC: 22.645 EAURC: 15.778 AUPR Succ.: 98.260 ECE: 2.128 NLL: 3.994 Brier: 17.015 diff --git a/ours_1e-5_adamw_ema+swa/imagenet1k_dinov3_l16_ce_fmfp-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/ours_1e-5_adamw_ema+swa/imagenet1k_dinov3_l16_ce_fmfp-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..302a0a38e0eb9fe0fc1ae66ddc158db59d41ffb7 --- /dev/null +++ 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#################################################################################################### +1 / 1 Running +2025-10-06 09:46:57,888 INFO ####### --- Training Epoch 1 --- ####### +2025-10-06 09:49:09,151 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.312 CLS Loss: 6.910 Mixup Loss: 6.923 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.907 Tot. Loss: 20.739 +2025-10-06 09:49:57,583 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.531 CLS Loss: 6.828 Mixup Loss: 6.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.835 Tot. Loss: 20.542 +2025-10-06 09:50:45,931 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.906 CLS Loss: 6.767 Mixup Loss: 6.841 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.778 Tot. Loss: 20.386 +2025-10-06 09:51:34,255 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.688 CLS Loss: 6.685 Mixup Loss: 6.795 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.704 Tot. Loss: 20.184 +2025-10-06 09:52:22,681 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.219 CLS Loss: 6.614 Mixup Loss: 6.754 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.635 Tot. Loss: 20.004 +2025-10-06 09:53:11,198 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 6.062 CLS Loss: 6.531 Mixup Loss: 6.707 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.562 Tot. Loss: 19.801 +2025-10-06 09:53:59,672 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.469 CLS Loss: 6.463 Mixup Loss: 6.673 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.500 Tot. Loss: 19.636 +2025-10-06 09:54:48,275 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 13.000 CLS Loss: 6.403 Mixup Loss: 6.629 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.441 Tot. Loss: 19.473 +2025-10-06 09:55:36,802 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.312 CLS Loss: 6.320 Mixup Loss: 6.595 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.365 Tot. Loss: 19.280 +2025-10-06 09:56:25,385 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 24.875 CLS Loss: 6.247 Mixup Loss: 6.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.296 Tot. Loss: 19.085 +2025-10-06 09:57:14,071 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 32.125 CLS Loss: 6.162 Mixup Loss: 6.500 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.215 Tot. Loss: 18.877 +2025-10-06 09:58:02,736 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 36.625 CLS Loss: 6.092 Mixup Loss: 6.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.156 Tot. Loss: 18.698 +2025-10-06 09:58:51,418 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 41.312 CLS Loss: 6.029 Mixup Loss: 6.419 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.094 Tot. Loss: 18.542 +2025-10-06 09:59:40,017 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 48.594 CLS Loss: 5.939 Mixup Loss: 6.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.021 Tot. Loss: 18.334 +2025-10-06 10:00:28,895 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.469 CLS Loss: 5.874 Mixup Loss: 6.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.949 Tot. Loss: 18.162 +2025-10-06 10:01:17,496 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.406 CLS Loss: 5.803 Mixup Loss: 6.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.884 Tot. Loss: 17.985 +2025-10-06 10:02:06,051 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 58.812 CLS Loss: 5.727 Mixup Loss: 6.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.817 Tot. Loss: 17.790 +2025-10-06 10:02:54,645 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.438 CLS Loss: 5.658 Mixup Loss: 6.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.761 Tot. Loss: 17.642 +2025-10-06 10:03:43,459 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 64.188 CLS Loss: 5.585 Mixup Loss: 6.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.688 Tot. Loss: 17.430 +2025-10-06 10:04:32,082 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.375 CLS Loss: 5.505 Mixup Loss: 6.127 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.612 Tot. Loss: 17.244 +2025-10-06 10:05:20,694 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 67.000 CLS Loss: 5.449 Mixup Loss: 6.095 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.569 Tot. Loss: 17.113 +2025-10-06 10:06:09,301 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 70.375 CLS Loss: 5.363 Mixup Loss: 6.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.479 Tot. Loss: 16.879 +2025-10-06 10:06:58,171 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 71.000 CLS Loss: 5.297 Mixup Loss: 5.994 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.420 Tot. Loss: 16.711 +2025-10-06 10:07:46,822 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.469 CLS Loss: 5.209 Mixup Loss: 5.954 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.342 Tot. Loss: 16.505 +2025-10-06 10:08:35,465 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.688 CLS Loss: 5.152 Mixup Loss: 5.919 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.283 Tot. Loss: 16.354 +2025-10-06 10:09:24,163 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.531 CLS Loss: 5.073 Mixup Loss: 5.889 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.224 Tot. Loss: 16.186 +2025-10-06 10:10:12,704 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 74.875 CLS Loss: 5.011 Mixup Loss: 5.839 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.168 Tot. Loss: 16.017 +2025-10-06 10:11:01,256 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.281 CLS Loss: 4.938 Mixup Loss: 5.816 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.101 Tot. Loss: 15.856 +2025-10-06 10:11:49,935 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.469 CLS Loss: 4.884 Mixup Loss: 5.769 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.036 Tot. Loss: 15.688 +2025-10-06 10:12:38,620 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.844 CLS Loss: 4.817 Mixup Loss: 5.748 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.985 Tot. Loss: 15.550 +2025-10-06 10:13:27,243 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.719 CLS Loss: 4.712 Mixup Loss: 5.658 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.871 Tot. Loss: 15.241 +2025-10-06 10:14:15,870 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 76.969 CLS Loss: 4.651 Mixup Loss: 5.638 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.821 Tot. Loss: 15.110 +2025-10-06 10:15:04,399 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.844 CLS Loss: 4.579 Mixup Loss: 5.585 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.750 Tot. Loss: 14.914 +2025-10-06 10:15:53,000 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.750 CLS Loss: 4.502 Mixup Loss: 5.565 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.679 Tot. Loss: 14.747 +2025-10-06 10:16:41,699 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.719 CLS Loss: 4.462 Mixup Loss: 5.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.638 Tot. Loss: 14.623 +2025-10-06 10:17:30,317 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.438 CLS Loss: 4.344 Mixup Loss: 5.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.556 Tot. Loss: 14.359 +2025-10-06 10:18:19,381 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.969 CLS Loss: 4.292 Mixup Loss: 5.438 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.497 Tot. Loss: 14.227 +2025-10-06 10:19:08,040 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.594 CLS Loss: 4.226 Mixup Loss: 5.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.428 Tot. Loss: 14.040 +2025-10-06 10:19:56,813 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.438 CLS Loss: 4.178 Mixup Loss: 5.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.378 Tot. Loss: 13.896 +2025-10-06 10:20:45,527 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 78.031 CLS Loss: 4.130 Mixup Loss: 5.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.336 Tot. Loss: 13.826 +2025-10-06 10:21:34,080 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.719 CLS Loss: 4.058 Mixup Loss: 5.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.287 Tot. Loss: 13.648 +2025-10-06 10:22:22,633 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.062 CLS Loss: 3.955 Mixup Loss: 5.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.202 Tot. Loss: 13.397 +2025-10-06 10:23:11,143 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 80.188 CLS Loss: 3.886 Mixup Loss: 5.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.108 Tot. Loss: 13.196 +2025-10-06 10:23:59,686 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.625 CLS Loss: 3.827 Mixup Loss: 5.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.054 Tot. Loss: 13.041 +2025-10-06 10:24:48,631 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.219 CLS Loss: 3.757 Mixup Loss: 5.104 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.992 Tot. Loss: 12.853 +2025-10-06 10:25:37,140 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 3.724 Mixup Loss: 5.096 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.994 Tot. Loss: 12.813 +2025-10-06 10:26:25,647 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 79.875 CLS Loss: 3.691 Mixup Loss: 5.091 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.952 Tot. Loss: 12.734 +2025-10-06 10:27:14,375 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.219 CLS Loss: 3.558 Mixup Loss: 5.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.827 Tot. Loss: 12.387 +2025-10-06 10:28:02,915 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.125 CLS Loss: 3.525 Mixup Loss: 4.972 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.782 Tot. Loss: 12.278 +2025-10-06 10:28:51,298 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.688 CLS Loss: 3.451 Mixup Loss: 4.956 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.716 Tot. Loss: 12.122 +2025-10-06 10:31:11,967 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.820 FPR: 72.181 AUROC: 77.500 AUPR: 50.972 AURC: 91.587 EAURC: 67.381 AUPR Succ.: 91.919 ECE: 72.079 NLL: 35.067 Brier: 88.410 +2025-10-06 10:33:24,463 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.808 FPR: 72.112 AUROC: 77.496 AUPR: 50.958 AURC: 91.664 EAURC: 67.430 AUPR Succ.: 91.912 ECE: 72.122 NLL: 35.133 Brier: 88.497 +2025-10-06 10:33:24,469 INFO Original Model Accuracy improved from 0.00 to 78.82!!! +2025-10-06 10:33:25,639 INFO EMA Model Accuracy improved from 0.00 to 78.81!!! +2025-10-06 10:33:27,883 INFO ####### --- Training Epoch 2 --- ####### +2025-10-06 10:37:21,379 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.562 CLS Loss: 2.843 Mixup Loss: 4.515 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.080 Tot. Loss: 10.438 +2025-10-06 10:39:43,038 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.219 CLS Loss: 2.357 Mixup Loss: 4.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.550 Tot. Loss: 9.125 +2025-10-06 10:42:04,756 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.469 CLS Loss: 2.084 Mixup Loss: 4.023 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.280 Tot. Loss: 8.387 +2025-10-06 10:44:26,953 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.375 CLS Loss: 1.854 Mixup Loss: 3.825 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.043 Tot. Loss: 7.721 +2025-10-06 10:46:48,813 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.812 CLS Loss: 1.683 Mixup Loss: 3.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.887 Tot. Loss: 7.285 +2025-10-06 10:49:10,992 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 81.875 CLS Loss: 1.555 Mixup Loss: 3.574 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.744 Tot. Loss: 6.873 +2025-10-06 10:51:33,189 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 83.812 CLS Loss: 1.392 Mixup Loss: 3.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.595 Tot. Loss: 6.444 +2025-10-06 10:53:55,315 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 1.297 Mixup Loss: 3.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.486 Tot. Loss: 6.133 +2025-10-06 10:56:17,888 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.875 CLS Loss: 1.185 Mixup Loss: 3.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.378 Tot. Loss: 5.798 +2025-10-06 10:58:40,110 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.156 CLS Loss: 1.120 Mixup Loss: 3.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.300 Tot. Loss: 5.573 +2025-10-06 11:01:02,386 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.562 CLS Loss: 1.026 Mixup Loss: 3.074 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.181 Tot. Loss: 5.282 +2025-10-06 11:03:24,761 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.406 CLS Loss: 1.032 Mixup Loss: 3.061 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.198 Tot. Loss: 5.292 +2025-10-06 11:05:46,953 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.406 CLS Loss: 0.939 Mixup Loss: 2.948 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.094 Tot. Loss: 4.982 +2025-10-06 11:08:09,469 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.625 CLS Loss: 0.884 Mixup Loss: 2.850 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.057 Tot. Loss: 4.790 +2025-10-06 11:10:31,705 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.500 CLS Loss: 0.841 Mixup Loss: 2.847 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.030 Tot. Loss: 4.719 +2025-10-06 11:12:54,163 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.500 CLS Loss: 0.833 Mixup Loss: 2.760 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.005 Tot. Loss: 4.598 +2025-10-06 11:15:16,676 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 86.062 CLS Loss: 0.800 Mixup Loss: 2.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.970 Tot. Loss: 4.485 +2025-10-06 11:17:39,035 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.739 Mixup Loss: 2.636 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 4.276 +2025-10-06 11:20:01,623 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.438 CLS Loss: 0.734 Mixup Loss: 2.609 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.901 Tot. Loss: 4.245 +2025-10-06 11:22:23,865 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.704 Mixup Loss: 2.586 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.872 Tot. Loss: 4.162 +2025-10-06 11:24:46,281 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.531 CLS Loss: 0.693 Mixup Loss: 2.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.840 Tot. Loss: 4.066 +2025-10-06 11:27:08,287 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.665 Mixup Loss: 2.525 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 4.020 +2025-10-06 11:29:30,376 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.000 CLS Loss: 0.680 Mixup Loss: 2.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.829 Tot. Loss: 3.992 +2025-10-06 11:31:52,751 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.643 Mixup Loss: 2.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.755 Tot. Loss: 3.840 +2025-10-06 11:34:14,726 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.658 Mixup Loss: 2.449 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.822 Tot. Loss: 3.929 +2025-10-06 11:36:37,009 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 86.781 CLS Loss: 0.625 Mixup Loss: 2.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.771 Tot. Loss: 3.758 +2025-10-06 11:38:59,121 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.591 Mixup Loss: 2.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.745 Tot. Loss: 3.677 +2025-10-06 11:41:21,130 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.582 Mixup Loss: 2.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.742 Tot. Loss: 3.643 +2025-10-06 11:43:43,594 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.625 CLS Loss: 0.595 Mixup Loss: 2.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.737 Tot. Loss: 3.641 +2025-10-06 11:46:05,659 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.602 Mixup Loss: 2.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.767 Tot. Loss: 3.638 +2025-10-06 11:48:28,173 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.781 CLS Loss: 0.551 Mixup Loss: 2.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.701 Tot. Loss: 3.471 +2025-10-06 11:50:50,423 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.546 Mixup Loss: 2.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.699 Tot. Loss: 3.440 +2025-10-06 11:53:12,538 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.469 CLS Loss: 0.561 Mixup Loss: 2.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.696 Tot. Loss: 3.470 +2025-10-06 11:55:35,156 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 86.969 CLS Loss: 0.544 Mixup Loss: 2.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.675 Tot. Loss: 3.358 +2025-10-06 11:57:57,400 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.219 CLS Loss: 0.570 Mixup Loss: 2.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.718 Tot. Loss: 3.478 +2025-10-06 12:00:20,111 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.527 Mixup Loss: 2.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.689 Tot. Loss: 3.372 +2025-10-06 12:02:42,397 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 88.062 CLS Loss: 0.519 Mixup Loss: 2.080 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.658 Tot. Loss: 3.258 +2025-10-06 12:05:04,897 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.094 CLS Loss: 0.528 Mixup Loss: 2.113 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.664 Tot. Loss: 3.304 +2025-10-06 12:07:27,221 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.875 CLS Loss: 0.519 Mixup Loss: 2.096 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.654 Tot. Loss: 3.269 +2025-10-06 12:09:49,434 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.527 Mixup Loss: 2.079 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.670 Tot. Loss: 3.276 +2025-10-06 12:12:12,055 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.521 Mixup Loss: 2.062 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.650 Tot. Loss: 3.233 +2025-10-06 12:14:34,367 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.505 Mixup Loss: 2.028 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.631 Tot. Loss: 3.164 +2025-10-06 12:16:56,771 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.500 CLS Loss: 0.511 Mixup Loss: 2.003 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.661 Tot. Loss: 3.175 +2025-10-06 12:19:19,222 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.188 CLS Loss: 0.504 Mixup Loss: 1.997 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.641 Tot. Loss: 3.142 +2025-10-06 12:21:41,466 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.482 Mixup Loss: 1.999 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.598 Tot. Loss: 3.079 +2025-10-06 12:24:04,109 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.470 Mixup Loss: 1.985 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.597 Tot. Loss: 3.052 +2025-10-06 12:26:26,349 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.500 Mixup Loss: 1.994 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.632 Tot. Loss: 3.126 +2025-10-06 12:28:48,855 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.466 Mixup Loss: 1.948 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.587 Tot. Loss: 3.001 +2025-10-06 12:31:11,369 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.499 Mixup Loss: 1.944 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.640 Tot. Loss: 3.083 +2025-10-06 12:33:33,630 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.464 Mixup Loss: 1.935 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.583 Tot. Loss: 2.982 +2025-10-06 12:36:01,443 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.224 FPR: 62.137 AUROC: 86.722 AUPR: 49.130 AURC: 32.406 EAURC: 22.448 AUPR Succ.: 97.476 ECE: 4.900 NLL: 5.358 Brier: 20.917 +2025-10-06 12:38:23,753 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.264 FPR: 62.347 AUROC: 86.686 AUPR: 49.078 AURC: 32.347 EAURC: 22.449 AUPR Succ.: 97.477 ECE: 5.141 NLL: 5.383 Brier: 20.938 +2025-10-06 12:38:23,760 INFO Original Model Accuracy improved from 78.82 to 86.22!!! +2025-10-06 12:38:24,974 INFO EMA Model Accuracy improved from 78.81 to 86.26!!! +2025-10-06 12:38:26,221 INFO ####### --- Training Epoch 3 --- ####### +2025-10-06 12:42:00,453 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.406 CLS Loss: 0.460 Mixup Loss: 1.906 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.591 Tot. Loss: 2.957 +2025-10-06 12:44:21,931 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.441 Mixup Loss: 1.893 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.557 Tot. Loss: 2.892 +2025-10-06 12:46:43,971 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.719 CLS Loss: 0.484 Mixup Loss: 1.958 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.642 Tot. Loss: 3.085 +2025-10-06 12:49:06,239 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.454 Mixup Loss: 1.879 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.570 Tot. Loss: 2.903 +2025-10-06 12:51:28,414 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.471 Mixup Loss: 1.922 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.610 Tot. Loss: 3.002 +2025-10-06 12:53:51,008 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.495 Mixup Loss: 1.891 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.634 Tot. Loss: 3.021 +2025-10-06 12:56:13,482 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.453 Mixup Loss: 1.866 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.606 Tot. Loss: 2.924 +2025-10-06 12:58:35,916 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.456 Mixup Loss: 1.844 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.588 Tot. Loss: 2.888 +2025-10-06 13:00:58,372 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.625 CLS Loss: 0.428 Mixup Loss: 1.850 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.593 Tot. Loss: 2.871 +2025-10-06 13:03:20,872 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.594 CLS Loss: 0.432 Mixup Loss: 1.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.567 Tot. Loss: 2.812 +2025-10-06 13:05:43,459 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.000 CLS Loss: 0.431 Mixup Loss: 1.809 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.557 Tot. Loss: 2.797 +2025-10-06 13:08:05,697 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.470 Mixup Loss: 1.860 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.595 Tot. Loss: 2.924 +2025-10-06 13:10:28,576 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.562 CLS Loss: 0.426 Mixup Loss: 1.799 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.529 Tot. Loss: 2.754 +2025-10-06 13:12:50,819 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.431 Mixup Loss: 1.793 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.559 Tot. Loss: 2.782 +2025-10-06 13:15:13,383 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.938 CLS Loss: 0.422 Mixup Loss: 1.800 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.539 Tot. Loss: 2.761 +2025-10-06 13:17:35,999 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.446 Mixup Loss: 1.812 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.566 Tot. Loss: 2.824 +2025-10-06 13:19:58,401 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.439 Mixup Loss: 1.802 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.561 Tot. Loss: 2.802 +2025-10-06 13:22:21,064 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.396 Mixup Loss: 1.763 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.686 +2025-10-06 13:24:43,478 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.415 Mixup Loss: 1.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.555 Tot. Loss: 2.727 +2025-10-06 13:27:06,017 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.219 CLS Loss: 0.393 Mixup Loss: 1.772 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.524 Tot. Loss: 2.690 +2025-10-06 13:29:28,579 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.406 Mixup Loss: 1.770 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.697 +2025-10-06 13:31:50,798 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.406 CLS Loss: 0.407 Mixup Loss: 1.732 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.663 +2025-10-06 13:34:13,528 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.436 Mixup Loss: 1.782 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.546 Tot. Loss: 2.765 +2025-10-06 13:36:35,804 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.399 Mixup Loss: 1.724 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.646 +2025-10-06 13:38:58,399 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.436 Mixup Loss: 1.765 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.569 Tot. Loss: 2.770 +2025-10-06 13:41:21,135 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.417 Mixup Loss: 1.734 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.535 Tot. Loss: 2.686 +2025-10-06 13:43:43,528 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.384 Mixup Loss: 1.731 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.633 +2025-10-06 13:46:06,318 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.389 Mixup Loss: 1.712 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.500 Tot. Loss: 2.601 +2025-10-06 13:48:28,584 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.875 CLS Loss: 0.408 Mixup Loss: 1.725 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.523 Tot. Loss: 2.656 +2025-10-06 13:50:51,194 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.422 Mixup Loss: 1.714 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.533 Tot. Loss: 2.668 +2025-10-06 13:53:13,588 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.388 Mixup Loss: 1.677 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.575 +2025-10-06 13:55:35,727 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.594 CLS Loss: 0.385 Mixup Loss: 1.699 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.532 Tot. Loss: 2.615 +2025-10-06 13:57:58,452 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.401 Mixup Loss: 1.698 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.621 +2025-10-06 14:00:20,741 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.396 Mixup Loss: 1.679 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.516 Tot. Loss: 2.591 +2025-10-06 14:02:43,341 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.688 CLS Loss: 0.408 Mixup Loss: 1.719 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.542 Tot. Loss: 2.669 +2025-10-06 14:05:05,812 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.281 CLS Loss: 0.386 Mixup Loss: 1.690 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.520 Tot. Loss: 2.596 +2025-10-06 14:07:28,119 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.386 Mixup Loss: 1.645 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.550 +2025-10-06 14:09:50,874 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.397 Mixup Loss: 1.694 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.520 Tot. Loss: 2.612 +2025-10-06 14:12:13,309 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.391 Mixup Loss: 1.688 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.597 +2025-10-06 14:14:35,821 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.400 Mixup Loss: 1.686 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.597 +2025-10-06 14:16:58,481 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.397 Mixup Loss: 1.666 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.581 +2025-10-06 14:19:21,024 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.389 Mixup Loss: 1.644 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.544 +2025-10-06 14:21:43,669 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.400 Mixup Loss: 1.656 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.568 +2025-10-06 14:24:06,125 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.395 Mixup Loss: 1.624 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.502 Tot. Loss: 2.520 +2025-10-06 14:26:28,543 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.379 Mixup Loss: 1.610 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.504 Tot. Loss: 2.493 +2025-10-06 14:28:51,101 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.360 Mixup Loss: 1.609 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.445 +2025-10-06 14:31:13,366 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.125 CLS Loss: 0.395 Mixup Loss: 1.661 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.521 Tot. Loss: 2.577 +2025-10-06 14:33:36,057 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.367 Mixup Loss: 1.620 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 2.465 +2025-10-06 14:35:58,451 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.407 Mixup Loss: 1.641 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.515 Tot. Loss: 2.563 +2025-10-06 14:38:20,807 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.365 Mixup Loss: 1.617 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.500 Tot. Loss: 2.483 +2025-10-06 14:41:11,602 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.176 FPR: 59.311 AUROC: 87.533 AUPR: 49.567 AURC: 28.052 EAURC: 19.454 AUPR Succ.: 97.830 ECE: 1.558 NLL: 4.620 Brier: 19.051 +2025-10-06 14:43:23,128 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.136 FPR: 59.297 AUROC: 87.502 AUPR: 49.580 AURC: 28.247 EAURC: 19.593 AUPR Succ.: 97.814 ECE: 1.886 NLL: 4.672 Brier: 19.122 +2025-10-06 14:43:23,133 INFO Original Model Accuracy improved from 86.22 to 87.18!!! +2025-10-06 14:43:24,523 INFO EMA Model Accuracy improved from 86.26 to 87.14!!! +2025-10-06 14:43:25,849 INFO ####### --- Training Epoch 4 --- ####### +2025-10-06 14:46:57,754 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.372 Mixup Loss: 1.606 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.483 Tot. Loss: 2.461 +2025-10-06 14:49:19,341 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.348 Mixup Loss: 1.617 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 2.453 +2025-10-06 14:51:41,435 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.188 CLS Loss: 0.394 Mixup Loss: 1.647 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.530 Tot. Loss: 2.570 +2025-10-06 14:54:03,424 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.370 Mixup Loss: 1.607 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 2.456 +2025-10-06 14:56:25,959 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.388 Mixup Loss: 1.623 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 2.499 +2025-10-06 14:58:48,181 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.408 Mixup Loss: 1.632 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.531 Tot. Loss: 2.571 +2025-10-06 15:01:10,570 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.377 Mixup Loss: 1.603 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.499 Tot. Loss: 2.479 +2025-10-06 15:03:33,237 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.377 Mixup Loss: 1.596 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 2.453 +2025-10-06 15:05:55,469 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.062 CLS Loss: 0.349 Mixup Loss: 1.619 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 2.424 +2025-10-06 15:08:18,061 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.360 Mixup Loss: 1.568 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 2.415 +2025-10-06 15:10:40,286 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.500 CLS Loss: 0.361 Mixup Loss: 1.567 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 2.402 +2025-10-06 15:13:02,827 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 88.812 CLS Loss: 0.396 Mixup Loss: 1.610 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.526 Tot. Loss: 2.532 +2025-10-06 15:15:25,583 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.354 Mixup Loss: 1.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 2.391 +2025-10-06 15:17:47,890 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.361 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 2.407 +2025-10-06 15:20:10,685 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.358 Mixup Loss: 1.582 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.409 +2025-10-06 15:22:33,145 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.938 CLS Loss: 0.378 Mixup Loss: 1.586 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 2.461 +2025-10-06 15:24:55,605 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.374 Mixup Loss: 1.582 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.501 Tot. Loss: 2.457 +2025-10-06 15:27:18,233 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.334 Mixup Loss: 1.553 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.340 +2025-10-06 15:29:40,276 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.351 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.378 +2025-10-06 15:32:03,065 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.331 Mixup Loss: 1.571 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.435 Tot. Loss: 2.336 +2025-10-06 15:34:25,492 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.347 Mixup Loss: 1.545 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.471 Tot. Loss: 2.363 +2025-10-06 15:36:48,009 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.349 Mixup Loss: 1.548 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.359 +2025-10-06 15:39:10,497 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.375 Mixup Loss: 1.554 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.488 Tot. Loss: 2.417 +2025-10-06 15:41:32,752 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.336 Mixup Loss: 1.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 2.330 +2025-10-06 15:43:55,698 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.379 Mixup Loss: 1.572 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.444 +2025-10-06 15:46:18,167 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.094 CLS Loss: 0.355 Mixup Loss: 1.556 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 2.378 +2025-10-06 15:48:40,558 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.329 Mixup Loss: 1.536 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.311 +2025-10-06 15:51:03,316 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.333 Mixup Loss: 1.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.300 +2025-10-06 15:53:25,586 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.355 Mixup Loss: 1.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.383 +2025-10-06 15:55:48,219 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.370 Mixup Loss: 1.536 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 2.386 +2025-10-06 15:58:10,412 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.335 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.291 +2025-10-06 16:00:32,821 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.333 Mixup Loss: 1.531 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.322 +2025-10-06 16:02:55,521 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.343 Mixup Loss: 1.525 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.321 +2025-10-06 16:05:17,655 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.343 Mixup Loss: 1.505 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.312 +2025-10-06 16:07:40,043 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.351 Mixup Loss: 1.541 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.351 +2025-10-06 16:10:02,266 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.335 Mixup Loss: 1.523 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.323 +2025-10-06 16:12:24,736 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.337 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.275 +2025-10-06 16:14:47,388 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.350 Mixup Loss: 1.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.347 +2025-10-06 16:17:09,705 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.342 Mixup Loss: 1.533 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.474 Tot. Loss: 2.349 +2025-10-06 16:19:32,216 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.346 Mixup Loss: 1.519 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.329 +2025-10-06 16:21:54,397 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.343 Mixup Loss: 1.530 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.452 Tot. Loss: 2.325 +2025-10-06 16:24:16,727 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.345 Mixup Loss: 1.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.327 +2025-10-06 16:26:39,014 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.351 Mixup Loss: 1.517 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 2.311 +2025-10-06 16:29:01,446 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.347 Mixup Loss: 1.485 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 2.300 +2025-10-06 16:31:24,073 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.438 CLS Loss: 0.336 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.287 +2025-10-06 16:33:46,195 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.317 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.252 +2025-10-06 16:36:08,414 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.350 Mixup Loss: 1.529 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 2.357 +2025-10-06 16:38:30,725 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.323 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 2.239 +2025-10-06 16:40:52,947 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.361 Mixup Loss: 1.508 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.333 +2025-10-06 16:43:15,350 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.326 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.228 +2025-10-06 16:45:46,829 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.604 FPR: 58.987 AUROC: 87.879 AUPR: 49.066 AURC: 26.176 EAURC: 18.154 AUPR Succ.: 97.983 ECE: 0.982 NLL: 4.365 Brier: 18.351 +2025-10-06 16:48:01,167 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.486 FPR: 58.351 AUROC: 87.808 AUPR: 49.538 AURC: 26.705 EAURC: 18.526 AUPR Succ.: 97.939 ECE: 1.216 NLL: 4.449 Brier: 18.512 +2025-10-06 16:48:01,174 INFO Original Model Accuracy improved from 87.18 to 87.60!!! +2025-10-06 16:48:02,557 INFO EMA Model Accuracy improved from 87.14 to 87.49!!! +2025-10-06 16:48:03,923 INFO ####### --- Training Epoch 5 --- ####### +2025-10-06 16:51:36,949 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.331 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.229 +2025-10-06 16:53:59,073 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.311 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.199 +2025-10-06 16:56:20,780 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.188 CLS Loss: 0.349 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.342 +2025-10-06 16:58:42,858 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.327 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.237 +2025-10-06 17:01:05,160 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.346 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.460 Tot. Loss: 2.312 +2025-10-06 17:03:27,210 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.364 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.464 Tot. Loss: 2.334 +2025-10-06 17:05:49,853 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.335 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.283 +2025-10-06 17:08:12,180 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.338 Mixup Loss: 1.484 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.267 +2025-10-06 17:10:34,405 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.310 Mixup Loss: 1.488 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.204 +2025-10-06 17:12:57,051 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.324 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.235 +2025-10-06 17:15:19,220 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.326 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 2.237 +2025-10-06 17:17:41,801 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.352 Mixup Loss: 1.509 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.466 Tot. Loss: 2.327 +2025-10-06 17:20:03,683 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.312 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.439 Tot. Loss: 2.210 +2025-10-06 17:22:25,915 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.324 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.208 +2025-10-06 17:24:48,480 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.323 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.214 +2025-10-06 17:27:10,534 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.338 Mixup Loss: 1.489 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.268 +2025-10-06 17:29:33,211 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.339 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.448 Tot. Loss: 2.264 +2025-10-06 17:31:55,628 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.298 Mixup Loss: 1.465 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.190 +2025-10-06 17:34:17,946 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.316 Mixup Loss: 1.458 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.193 +2025-10-06 17:36:40,374 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.295 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.151 +2025-10-06 17:39:02,689 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.306 Mixup Loss: 1.469 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.196 +2025-10-06 17:41:25,231 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.313 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.197 +2025-10-06 17:43:47,410 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.340 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.269 +2025-10-06 17:46:09,637 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.305 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 2.180 +2025-10-06 17:48:32,127 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.343 Mixup Loss: 1.491 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.275 +2025-10-06 17:50:54,347 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.323 Mixup Loss: 1.469 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.220 +2025-10-06 17:53:17,238 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.298 Mixup Loss: 1.449 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.161 +2025-10-06 17:55:39,417 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.301 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.411 Tot. Loss: 2.164 +2025-10-06 17:58:01,581 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.322 Mixup Loss: 1.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.198 +2025-10-06 18:00:23,951 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.335 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 2.241 +2025-10-06 18:02:46,170 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.302 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.141 +2025-10-06 18:05:08,649 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.302 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 2.180 +2025-10-06 18:07:30,838 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.309 Mixup Loss: 1.433 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.149 +2025-10-06 18:09:53,299 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.308 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.134 +2025-10-06 18:12:16,175 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.315 Mixup Loss: 1.470 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 2.217 +2025-10-06 18:14:38,485 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.302 Mixup Loss: 1.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.179 +2025-10-06 18:17:01,150 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.302 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.095 +2025-10-06 18:19:23,409 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.875 CLS Loss: 0.320 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.186 +2025-10-06 18:21:46,214 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.313 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.177 +2025-10-06 18:24:08,339 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.312 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.168 +2025-10-06 18:26:30,870 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.311 Mixup Loss: 1.452 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.434 Tot. Loss: 2.197 +2025-10-06 18:28:53,528 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.311 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 2.157 +2025-10-06 18:31:15,858 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.319 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.186 +2025-10-06 18:33:38,536 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.312 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.145 +2025-10-06 18:36:00,728 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.308 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.135 +2025-10-06 18:38:23,047 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.286 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.411 Tot. Loss: 2.120 +2025-10-06 18:40:45,706 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.318 Mixup Loss: 1.428 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.170 +2025-10-06 18:43:07,810 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.297 Mixup Loss: 1.424 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.113 +2025-10-06 18:45:30,538 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.331 Mixup Loss: 1.445 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.217 +2025-10-06 18:47:52,495 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.295 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.100 +2025-10-06 18:50:21,991 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.874 FPR: 57.975 AUROC: 88.153 AUPR: 49.439 AURC: 24.987 EAURC: 17.318 AUPR Succ.: 98.080 ECE: 0.746 NLL: 4.217 Brier: 17.897 +2025-10-06 18:52:31,560 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.754 FPR: 57.880 AUROC: 88.023 AUPR: 49.499 AURC: 25.577 EAURC: 17.752 AUPR Succ.: 98.030 ECE: 0.917 NLL: 4.301 Brier: 18.084 +2025-10-06 18:52:31,566 INFO Original Model Accuracy improved from 87.60 to 87.87!!! +2025-10-06 18:52:32,850 INFO EMA Model Accuracy improved from 87.49 to 87.75!!! +2025-10-06 18:52:34,034 INFO ####### --- Training Epoch 6 --- ####### +2025-10-06 18:56:04,302 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.299 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.120 +2025-10-06 18:58:26,526 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.281 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.069 +2025-10-06 19:00:48,332 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.321 Mixup Loss: 1.472 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.201 +2025-10-06 19:03:10,991 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.304 Mixup Loss: 1.409 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.415 Tot. Loss: 2.128 +2025-10-06 19:05:32,934 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.316 Mixup Loss: 1.447 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.425 Tot. Loss: 2.188 +2025-10-06 19:07:55,099 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.333 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.214 +2025-10-06 19:10:17,629 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.311 Mixup Loss: 1.432 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 2.179 +2025-10-06 19:12:39,543 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.311 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.136 +2025-10-06 19:15:02,460 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.283 Mixup Loss: 1.425 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.111 +2025-10-06 19:17:24,396 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.297 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.083 +2025-10-06 19:19:46,482 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.298 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 2.099 +2025-10-06 19:22:09,137 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.719 CLS Loss: 0.325 Mixup Loss: 1.434 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.200 +2025-10-06 19:24:31,125 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.287 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.075 +2025-10-06 19:26:53,902 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.296 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.110 +2025-10-06 19:29:16,373 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.299 Mixup Loss: 1.410 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.117 +2025-10-06 19:31:39,015 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.311 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.149 +2025-10-06 19:34:02,041 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.310 Mixup Loss: 1.408 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.123 +2025-10-06 19:36:24,519 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.273 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.034 +2025-10-06 19:38:47,666 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.286 Mixup Loss: 1.396 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.066 +2025-10-06 19:41:09,948 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.267 Mixup Loss: 1.372 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.029 +2025-10-06 19:43:32,463 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.283 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 2.039 +2025-10-06 19:45:55,679 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.290 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.074 +2025-10-06 19:48:18,195 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.312 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.150 +2025-10-06 19:50:41,241 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.276 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.057 +2025-10-06 19:53:03,402 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.315 Mixup Loss: 1.411 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.428 Tot. Loss: 2.154 +2025-10-06 19:55:25,585 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.296 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.416 Tot. Loss: 2.108 +2025-10-06 19:57:48,359 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.273 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.053 +2025-10-06 20:00:10,747 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.274 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.057 +2025-10-06 20:02:33,717 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.299 Mixup Loss: 1.407 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.404 Tot. Loss: 2.110 +2025-10-06 20:04:55,986 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.309 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.109 +2025-10-06 20:07:18,777 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.276 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 2.022 +2025-10-06 20:09:40,869 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.276 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 2.026 +2025-10-06 20:12:03,057 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.284 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.083 +2025-10-06 20:14:26,036 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.285 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.047 +2025-10-06 20:16:48,320 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.289 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.386 Tot. Loss: 2.069 +2025-10-06 20:19:11,356 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.277 Mixup Loss: 1.387 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 2.035 +2025-10-06 20:21:33,561 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.278 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 2.021 +2025-10-06 20:23:56,197 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.297 Mixup Loss: 1.383 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.092 +2025-10-06 20:26:19,099 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.290 Mixup Loss: 1.391 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.080 +2025-10-06 20:28:41,668 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.286 Mixup Loss: 1.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 2.057 +2025-10-06 20:31:04,956 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.288 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.047 +2025-10-06 20:33:27,181 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.291 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.049 +2025-10-06 20:35:49,814 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.281 CLS Loss: 0.293 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.057 +2025-10-06 20:38:12,580 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.291 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.046 +2025-10-06 20:40:34,922 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.284 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.030 +2025-10-06 20:42:58,286 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.261 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.967 +2025-10-06 20:45:20,659 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.293 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.105 +2025-10-06 20:47:43,047 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.274 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.985 +2025-10-06 20:50:06,011 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.306 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.100 +2025-10-06 20:52:28,060 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.273 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.983 +2025-10-06 20:54:58,703 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 88.068 FPR: 57.308 AUROC: 88.318 AUPR: 49.148 AURC: 24.209 EAURC: 16.789 AUPR Succ.: 98.142 ECE: 0.825 NLL: 4.119 Brier: 17.581 +2025-10-06 20:57:09,962 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 88.008 FPR: 57.238 AUROC: 88.168 AUPR: 49.092 AURC: 24.629 EAURC: 17.132 AUPR Succ.: 98.103 ECE: 0.740 NLL: 4.183 Brier: 17.722 +2025-10-06 20:57:09,968 INFO Original Model Accuracy improved from 87.87 to 88.07!!! +2025-10-06 20:57:11,150 INFO EMA Model Accuracy improved from 87.75 to 88.01!!! +2025-10-06 20:57:12,516 INFO ####### --- Training Epoch 7 --- ####### +2025-10-06 21:00:44,439 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.276 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.028 +2025-10-06 21:03:05,975 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.261 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 1.996 +2025-10-06 21:05:28,069 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.297 Mixup Loss: 1.415 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.117 +2025-10-06 21:07:51,011 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.277 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.039 +2025-10-06 21:10:13,309 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.293 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.095 +2025-10-06 21:12:36,784 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.311 Mixup Loss: 1.398 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.128 +2025-10-06 21:14:59,003 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.285 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 2.030 +2025-10-06 21:17:21,386 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.287 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 2.028 +2025-10-06 21:19:44,516 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.260 Mixup Loss: 1.362 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.990 +2025-10-06 21:22:06,940 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.272 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 1.998 +2025-10-06 21:24:30,409 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.279 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 2.009 +2025-10-06 21:26:52,843 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.300 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.120 +2025-10-06 21:29:15,398 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.266 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.938 +2025-10-06 21:31:38,821 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.276 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 2.001 +2025-10-06 21:34:01,272 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.279 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.995 +2025-10-06 21:36:24,579 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.289 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.386 Tot. Loss: 2.041 +2025-10-06 21:38:46,868 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.288 Mixup Loss: 1.363 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.044 +2025-10-06 21:41:09,809 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.255 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.957 +2025-10-06 21:43:32,779 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.265 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 1.999 +2025-10-06 21:45:55,042 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.247 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.927 +2025-10-06 21:48:18,268 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.261 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.947 +2025-10-06 21:50:40,632 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.268 Mixup Loss: 1.330 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.963 +2025-10-06 21:53:03,901 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.291 Mixup Loss: 1.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.071 +2025-10-06 21:55:26,025 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.256 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.952 +2025-10-06 21:57:48,297 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.291 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.052 +2025-10-06 22:00:11,466 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.269 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.983 +2025-10-06 22:02:33,739 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.255 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.958 +2025-10-06 22:04:57,230 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.257 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.965 +2025-10-06 22:07:19,610 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.278 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.001 +2025-10-06 22:09:42,225 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.286 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.031 +2025-10-06 22:12:05,650 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.254 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.927 +2025-10-06 22:14:27,831 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.255 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.942 +2025-10-06 22:16:51,166 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.260 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.965 +2025-10-06 22:19:13,560 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.265 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.951 +2025-10-06 22:21:35,989 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.267 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.001 +2025-10-06 22:23:59,148 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.255 Mixup Loss: 1.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.360 Tot. Loss: 1.968 +2025-10-06 22:26:21,358 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.258 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.940 +2025-10-06 22:28:44,883 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.276 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.007 +2025-10-06 22:31:07,071 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.272 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.981 +2025-10-06 22:33:29,311 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.263 Mixup Loss: 1.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.969 +2025-10-06 22:35:52,519 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.267 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 1.961 +2025-10-06 22:38:14,676 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.271 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.987 +2025-10-06 22:40:37,868 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.277 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.972 +2025-10-06 22:43:00,344 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.266 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.943 +2025-10-06 22:45:22,816 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.268 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.941 +2025-10-06 22:47:45,905 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.242 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.873 +2025-10-06 22:50:08,179 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.273 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.988 +2025-10-06 22:52:31,464 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.254 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.924 +2025-10-06 22:54:53,612 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.284 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.003 +2025-10-06 22:57:15,636 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.254 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.925 +2025-10-06 22:59:42,944 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.144 FPR: 55.584 AUROC: 88.567 AUPR: 50.045 AURC: 23.641 EAURC: 16.317 AUPR Succ.: 98.195 ECE: 0.833 NLL: 4.060 Brier: 17.369 +2025-10-06 23:01:52,920 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.136 FPR: 56.777 AUROC: 88.403 AUPR: 49.705 AURC: 23.922 EAURC: 16.588 AUPR Succ.: 98.165 ECE: 0.706 NLL: 4.098 Brier: 17.454 +2025-10-06 23:01:52,927 INFO Original Model Accuracy improved from 88.07 to 88.14!!! +2025-10-06 23:01:54,229 INFO EMA Model Accuracy improved from 88.01 to 88.14!!! +2025-10-06 23:01:55,558 INFO ####### --- Training Epoch 8 --- ####### +2025-10-06 23:05:27,351 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.258 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.946 +2025-10-06 23:07:48,685 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.240 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.886 +2025-10-06 23:10:11,305 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.276 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 2.007 +2025-10-06 23:12:33,285 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.925 +2025-10-06 23:14:55,630 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.272 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.011 +2025-10-06 23:17:18,736 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.291 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 2.030 +2025-10-06 23:19:41,115 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.270 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 1.997 +2025-10-06 23:22:04,148 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.269 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.957 +2025-10-06 23:24:26,114 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.243 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.922 +2025-10-06 23:26:48,735 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.255 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.921 +2025-10-06 23:29:10,997 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.259 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.907 +2025-10-06 23:31:33,026 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.281 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.034 +2025-10-06 23:33:56,158 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.250 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.888 +2025-10-06 23:36:18,100 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.257 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.919 +2025-10-06 23:38:41,048 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.263 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.958 +2025-10-06 23:41:02,888 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.270 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 1.998 +2025-10-06 23:43:25,020 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.269 Mixup Loss: 1.332 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 1.986 +2025-10-06 23:45:47,871 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.237 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.861 +2025-10-06 23:48:09,847 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.245 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.911 +2025-10-06 23:50:32,927 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.229 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.861 +2025-10-06 23:52:55,036 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.243 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.908 +2025-10-06 23:55:17,437 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.252 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.905 +2025-10-06 23:57:40,450 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 91.844 CLS Loss: 0.275 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.981 +2025-10-07 00:00:02,604 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.237 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.890 +2025-10-07 00:02:26,108 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.269 Mixup Loss: 1.329 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 1.983 +2025-10-07 00:04:48,322 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.251 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.914 +2025-10-07 00:07:10,659 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.240 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.889 +2025-10-07 00:09:33,648 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.240 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.883 +2025-10-07 00:11:55,855 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.260 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.939 +2025-10-07 00:14:19,076 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.270 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.952 +2025-10-07 00:16:41,178 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.233 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.870 +2025-10-07 00:19:03,448 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.238 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.898 +2025-10-07 00:21:26,423 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.241 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.893 +2025-10-07 00:23:48,543 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.248 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.874 +2025-10-07 00:26:11,644 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.252 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.929 +2025-10-07 00:28:33,617 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.237 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.875 +2025-10-07 00:30:55,625 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.241 Mixup Loss: 1.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.885 +2025-10-07 00:33:18,610 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.258 Mixup Loss: 1.324 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.929 +2025-10-07 00:35:40,602 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.253 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.920 +2025-10-07 00:38:03,486 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.245 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.886 +2025-10-07 00:40:25,397 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.249 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.878 +2025-10-07 00:42:47,489 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.251 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.915 +2025-10-07 00:45:10,289 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.259 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.909 +2025-10-07 00:47:32,273 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.250 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.885 +2025-10-07 00:49:55,327 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.249 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.895 +2025-10-07 00:52:17,494 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.228 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.831 +2025-10-07 00:54:39,693 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.253 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.903 +2025-10-07 00:57:02,478 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.239 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.866 +2025-10-07 00:59:24,638 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.267 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.939 +2025-10-07 01:01:47,840 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.235 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.835 +2025-10-07 01:04:14,800 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.216 FPR: 55.431 AUROC: 88.678 AUPR: 50.379 AURC: 23.291 EAURC: 16.058 AUPR Succ.: 98.224 ECE: 1.024 NLL: 4.018 Brier: 17.239 +2025-10-07 01:06:26,476 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.276 FPR: 56.431 AUROC: 88.510 AUPR: 49.685 AURC: 23.378 EAURC: 16.220 AUPR Succ.: 98.208 ECE: 0.779 NLL: 4.038 Brier: 17.258 +2025-10-07 01:06:26,481 INFO Original Model Accuracy improved from 88.14 to 88.22!!! +2025-10-07 01:06:27,804 INFO EMA Model Accuracy improved from 88.14 to 88.28!!! +2025-10-07 01:06:29,240 INFO ####### --- Training Epoch 9 --- ####### +2025-10-07 01:10:01,342 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.240 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.889 +2025-10-07 01:12:23,371 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.224 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.822 +2025-10-07 01:14:45,248 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.259 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.947 +2025-10-07 01:17:07,166 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.874 +2025-10-07 01:19:30,017 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.257 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.931 +2025-10-07 01:21:52,049 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.274 Mixup Loss: 1.303 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.942 +2025-10-07 01:24:14,934 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.253 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 1.935 +2025-10-07 01:26:36,889 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.252 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.907 +2025-10-07 01:28:58,969 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.223 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.824 +2025-10-07 01:31:21,768 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.240 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.855 +2025-10-07 01:33:43,836 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.243 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.867 +2025-10-07 01:36:06,979 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.266 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.954 +2025-10-07 01:38:29,099 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.234 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.807 +2025-10-07 01:40:51,459 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.241 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.860 +2025-10-07 01:43:14,542 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.248 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.871 +2025-10-07 01:45:36,667 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.251 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.903 +2025-10-07 01:47:59,760 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.250 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.896 +2025-10-07 01:50:21,895 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.219 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.826 +2025-10-07 01:52:44,245 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.230 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.843 +2025-10-07 01:55:07,107 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.214 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.783 +2025-10-07 01:57:29,176 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.226 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.823 +2025-10-07 01:59:52,192 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.234 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.839 +2025-10-07 02:02:14,257 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.255 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.923 +2025-10-07 02:04:36,437 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.222 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.808 +2025-10-07 02:06:59,328 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.250 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.931 +2025-10-07 02:09:21,653 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.235 Mixup Loss: 1.305 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.871 +2025-10-07 02:11:44,494 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.223 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.820 +2025-10-07 02:14:06,483 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.226 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.834 +2025-10-07 02:16:28,731 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.246 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.877 +2025-10-07 02:18:51,484 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.254 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 1.925 +2025-10-07 02:21:13,514 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.222 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.802 +2025-10-07 02:23:36,369 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.225 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.806 +2025-10-07 02:25:58,413 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.228 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.841 +2025-10-07 02:28:20,618 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.235 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.822 +2025-10-07 02:30:43,347 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.234 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.839 +2025-10-07 02:33:05,313 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.220 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.816 +2025-10-07 02:35:28,364 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.227 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.798 +2025-10-07 02:37:50,580 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.245 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.903 +2025-10-07 02:40:12,876 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.240 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.834 +2025-10-07 02:42:36,049 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.228 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.841 +2025-10-07 02:44:58,405 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.234 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.847 +2025-10-07 02:47:21,865 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.237 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.336 Tot. Loss: 1.838 +2025-10-07 02:49:44,229 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.243 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.867 +2025-10-07 02:52:06,669 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.232 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.809 +2025-10-07 02:54:29,761 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.233 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.806 +2025-10-07 02:56:52,158 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.208 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.780 +2025-10-07 02:59:15,156 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.238 Mixup Loss: 1.293 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.870 +2025-10-07 03:01:37,408 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.224 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.824 +2025-10-07 03:04:00,261 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.251 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.882 +2025-10-07 03:06:22,742 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.221 Mixup Loss: 1.255 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.791 +2025-10-07 03:09:28,987 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.268 FPR: 54.893 AUROC: 88.812 AUPR: 50.779 AURC: 22.963 EAURC: 15.795 AUPR Succ.: 98.254 ECE: 1.206 NLL: 3.990 Brier: 17.136 +2025-10-07 03:11:39,680 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.334 FPR: 55.889 AUROC: 88.631 AUPR: 49.678 AURC: 23.037 EAURC: 15.951 AUPR Succ.: 98.238 ECE: 1.071 NLL: 3.999 Brier: 17.136 +2025-10-07 03:11:39,686 INFO Original Model Accuracy improved from 88.22 to 88.27!!! +2025-10-07 03:11:40,921 INFO EMA Model Accuracy improved from 88.28 to 88.33!!! +2025-10-07 03:11:42,176 INFO ####### --- Training Epoch 10 --- ####### +2025-10-07 03:15:14,091 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.224 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.813 +2025-10-07 03:17:36,192 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.753 +2025-10-07 03:19:57,861 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.243 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.882 +2025-10-07 03:22:20,599 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.229 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.797 +2025-10-07 03:24:42,923 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.241 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.913 +2025-10-07 03:27:05,459 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.260 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.912 +2025-10-07 03:29:28,531 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.239 Mixup Loss: 1.286 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.870 +2025-10-07 03:31:50,759 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.236 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.838 +2025-10-07 03:34:13,810 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.212 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.799 +2025-10-07 03:36:35,893 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.226 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.792 +2025-10-07 03:38:58,138 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.228 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.823 +2025-10-07 03:41:20,933 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.247 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.879 +2025-10-07 03:43:43,117 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.220 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.784 +2025-10-07 03:46:06,083 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.230 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.809 +2025-10-07 03:48:28,225 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.233 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.808 +2025-10-07 03:50:50,546 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.233 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.828 +2025-10-07 03:53:13,476 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.235 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.850 +2025-10-07 03:55:35,515 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.208 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.760 +2025-10-07 03:57:58,407 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.214 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.836 +2025-10-07 04:00:20,599 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.203 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.779 +2025-10-07 04:02:43,014 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.215 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.792 +2025-10-07 04:05:06,025 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.221 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.826 +2025-10-07 04:07:28,144 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.240 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.841 +2025-10-07 04:09:51,225 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.209 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.783 +2025-10-07 04:12:13,405 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.234 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.841 +2025-10-07 04:14:35,699 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.218 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.795 +2025-10-07 04:16:58,623 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.210 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.790 +2025-10-07 04:19:20,789 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.211 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.776 +2025-10-07 04:21:43,689 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.230 Mixup Loss: 1.269 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.837 +2025-10-07 04:24:05,882 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.240 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.858 +2025-10-07 04:26:28,131 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.206 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.766 +2025-10-07 04:28:50,934 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.769 +2025-10-07 04:31:13,159 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.215 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.801 +2025-10-07 04:33:36,291 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.223 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.768 +2025-10-07 04:35:58,497 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.220 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.808 +2025-10-07 04:38:21,072 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.206 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.773 +2025-10-07 04:40:43,870 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.217 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.770 +2025-10-07 04:43:06,090 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.229 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.784 +2025-10-07 04:45:29,169 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.226 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.817 +2025-10-07 04:47:51,448 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.213 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.785 +2025-10-07 04:50:14,568 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.222 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.791 +2025-10-07 04:52:36,950 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.225 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.818 +2025-10-07 04:54:59,271 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.228 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.805 +2025-10-07 04:57:22,418 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.218 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.755 +2025-10-07 04:59:44,682 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.219 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.812 +2025-10-07 05:02:07,819 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.199 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.719 +2025-10-07 05:04:30,081 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.226 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.830 +2025-10-07 05:06:52,184 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.211 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.774 +2025-10-07 05:09:15,349 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.236 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.828 +2025-10-07 05:11:37,416 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.210 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.751 +2025-10-07 05:14:15,348 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.398 FPR: 55.887 AUROC: 88.697 AUPR: 49.969 AURC: 22.808 EAURC: 15.801 AUPR Succ.: 98.256 ECE: 1.338 NLL: 3.977 Brier: 17.067 +2025-10-07 05:16:35,627 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.390 FPR: 55.383 AUROC: 88.687 AUPR: 49.763 AURC: 22.819 EAURC: 15.802 AUPR Succ.: 98.256 ECE: 1.270 NLL: 3.977 Brier: 17.052 +2025-10-07 05:16:35,633 INFO Original Model Accuracy improved from 88.27 to 88.40!!! +2025-10-07 05:16:36,848 INFO EMA Model Accuracy improved from 88.33 to 88.39!!! +2025-10-07 05:16:38,202 INFO ####### --- Training Epoch 11 --- ####### +2025-10-07 05:20:09,623 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.212 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.774 +2025-10-07 05:22:31,204 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.703 +2025-10-07 05:24:53,020 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.229 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.825 +2025-10-07 05:27:16,030 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.215 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.746 +2025-10-07 05:29:38,209 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.230 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.822 +2025-10-07 05:32:01,392 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.246 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.861 +2025-10-07 05:34:23,489 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.228 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.793 +2025-10-07 05:36:45,643 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.227 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.808 +2025-10-07 05:39:08,560 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.200 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.740 +2025-10-07 05:41:30,748 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.212 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.748 +2025-10-07 05:43:53,898 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.215 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.758 +2025-10-07 05:46:16,024 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.235 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.870 +2025-10-07 05:48:38,414 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.208 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.706 +2025-10-07 05:51:01,341 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.215 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.771 +2025-10-07 05:53:23,594 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.223 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.790 +2025-10-07 05:55:46,921 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.222 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.789 +2025-10-07 05:58:09,258 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.223 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.819 +2025-10-07 06:00:31,810 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.197 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.733 +2025-10-07 06:02:54,825 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.205 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.757 +2025-10-07 06:05:17,110 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.191 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.695 +2025-10-07 06:07:40,501 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.204 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.767 +2025-10-07 06:10:02,959 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.212 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.764 +2025-10-07 06:12:25,458 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.227 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.826 +2025-10-07 06:14:48,804 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.199 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.724 +2025-10-07 06:17:11,324 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.094 CLS Loss: 0.219 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.800 +2025-10-07 06:19:34,586 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.207 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.771 +2025-10-07 06:21:57,025 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.201 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.731 +2025-10-07 06:24:19,642 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.202 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.725 +2025-10-07 06:26:42,758 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.221 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.792 +2025-10-07 06:29:04,904 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.225 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.801 +2025-10-07 06:31:27,928 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.625 CLS Loss: 0.196 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.702 +2025-10-07 06:33:50,090 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.199 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.724 +2025-10-07 06:36:13,016 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.203 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.749 +2025-10-07 06:38:35,152 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.213 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.750 +2025-10-07 06:40:57,270 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.206 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.768 +2025-10-07 06:43:20,670 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 94.438 CLS Loss: 0.195 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.731 +2025-10-07 06:45:42,818 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.207 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.747 +2025-10-07 06:48:05,715 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.216 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.780 +2025-10-07 06:50:27,776 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.217 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.791 +2025-10-07 06:52:49,989 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.202 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.720 +2025-10-07 06:55:13,322 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.208 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.748 +2025-10-07 06:57:35,517 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.214 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.754 +2025-10-07 06:59:58,834 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.216 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.793 +2025-10-07 07:02:21,190 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.208 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.737 +2025-10-07 07:04:43,544 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.206 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.716 +2025-10-07 07:07:06,775 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.656 CLS Loss: 0.186 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.673 +2025-10-07 07:09:29,037 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.212 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.787 +2025-10-07 07:11:52,462 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.202 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.724 +2025-10-07 07:14:14,585 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.227 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.817 +2025-10-07 07:16:36,569 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.198 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.698 +2025-10-07 07:19:18,213 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.418 FPR: 56.122 AUROC: 88.690 AUPR: 49.731 AURC: 22.757 EAURC: 15.775 AUPR Succ.: 98.259 ECE: 1.561 NLL: 3.972 Brier: 17.048 +2025-10-07 07:21:35,160 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.486 FPR: 55.671 AUROC: 88.615 AUPR: 49.229 AURC: 22.669 EAURC: 15.770 AUPR Succ.: 98.261 ECE: 1.399 NLL: 3.965 Brier: 17.002 +2025-10-07 07:21:35,166 INFO Original Model Accuracy improved from 88.40 to 88.42!!! +2025-10-07 07:21:36,327 INFO EMA Model Accuracy improved from 88.39 to 88.49!!! +2025-10-07 07:21:37,533 INFO ####### --- Training Epoch 12 --- ####### +2025-10-07 07:25:10,348 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.201 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.741 +2025-10-07 07:27:31,813 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.188 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.699 +2025-10-07 07:29:54,646 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.217 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.799 +2025-10-07 07:32:16,695 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.204 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.729 +2025-10-07 07:34:38,980 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.217 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.749 +2025-10-07 07:37:02,029 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.344 CLS Loss: 0.234 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.816 +2025-10-07 07:39:24,114 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.215 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.789 +2025-10-07 07:41:47,345 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.215 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.754 +2025-10-07 07:44:09,402 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.190 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.728 +2025-10-07 07:46:31,565 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.204 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.730 +2025-10-07 07:48:54,423 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.207 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.721 +2025-10-07 07:51:16,539 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.656 CLS Loss: 0.223 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.814 +2025-10-07 07:53:40,071 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.699 +2025-10-07 07:56:02,227 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.205 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.712 +2025-10-07 07:58:24,836 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.211 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.738 +2025-10-07 08:00:47,735 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.212 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.756 +2025-10-07 08:03:09,900 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.213 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.742 +2025-10-07 08:05:33,309 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.187 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.678 +2025-10-07 08:07:55,483 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.195 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.724 +2025-10-07 08:10:18,433 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.665 +2025-10-07 08:12:40,910 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.193 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.688 +2025-10-07 08:15:03,116 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.201 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.738 +2025-10-07 08:17:26,136 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.766 +2025-10-07 08:19:48,107 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.686 +2025-10-07 08:22:11,345 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.208 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.743 +2025-10-07 08:24:33,644 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.723 +2025-10-07 08:26:55,910 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.193 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.702 +2025-10-07 08:29:19,007 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.192 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.687 +2025-10-07 08:31:40,976 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.208 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.736 +2025-10-07 08:34:04,276 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.216 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.754 +2025-10-07 08:36:26,290 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.186 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.695 +2025-10-07 08:38:48,363 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.188 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.692 +2025-10-07 08:41:11,345 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.195 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.726 +2025-10-07 08:43:33,232 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.204 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.683 +2025-10-07 08:45:56,204 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.196 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.712 +2025-10-07 08:48:18,212 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.186 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.678 +2025-10-07 08:50:40,333 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.196 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.674 +2025-10-07 08:53:03,540 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.208 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.738 +2025-10-07 08:55:25,757 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.203 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.743 +2025-10-07 08:57:49,168 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.191 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.707 +2025-10-07 09:00:11,268 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.200 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.744 +2025-10-07 09:02:33,535 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.203 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.699 +2025-10-07 09:04:57,098 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.209 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.725 +2025-10-07 09:07:19,234 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.196 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.683 +2025-10-07 09:09:42,556 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.201 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.712 +2025-10-07 09:12:04,762 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.656 +2025-10-07 09:14:27,074 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.203 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.736 +2025-10-07 09:16:50,383 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.192 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.667 +2025-10-07 09:19:12,519 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.215 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.740 +2025-10-07 09:21:35,575 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.189 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.656 +2025-10-07 09:24:05,983 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.468 FPR: 55.411 AUROC: 88.660 AUPR: 49.546 AURC: 22.666 EAURC: 15.745 AUPR Succ.: 98.263 ECE: 1.670 NLL: 3.970 Brier: 17.024 +2025-10-07 09:26:17,585 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.506 FPR: 55.542 AUROC: 88.625 AUPR: 48.916 AURC: 22.602 EAURC: 15.728 AUPR Succ.: 98.266 ECE: 1.605 NLL: 3.961 Brier: 16.978 +2025-10-07 09:26:17,591 INFO Original Model Accuracy improved from 88.42 to 88.47!!! +2025-10-07 09:26:18,756 INFO EMA Model Accuracy improved from 88.49 to 88.51!!! +2025-10-07 09:26:20,066 INFO ####### --- Training Epoch 13 --- ####### +2025-10-07 09:29:52,494 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.192 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.710 +2025-10-07 09:32:14,063 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.178 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.654 +2025-10-07 09:34:36,680 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.208 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.754 +2025-10-07 09:36:58,639 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.195 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.721 +2025-10-07 09:39:21,846 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.737 +2025-10-07 09:41:44,044 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.225 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.792 +2025-10-07 09:44:06,456 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.207 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.744 +2025-10-07 09:46:29,257 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.206 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.714 +2025-10-07 09:48:51,386 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.182 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.681 +2025-10-07 09:51:14,567 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.699 +2025-10-07 09:53:36,610 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.198 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.694 +2025-10-07 09:55:59,647 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.212 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.767 +2025-10-07 09:58:21,983 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.187 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.661 +2025-10-07 10:00:44,336 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.195 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.704 +2025-10-07 10:03:07,775 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.727 +2025-10-07 10:05:30,135 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.200 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.715 +2025-10-07 10:07:53,412 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.205 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.706 +2025-10-07 10:10:15,630 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.179 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.647 +2025-10-07 10:12:37,828 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.185 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.697 +2025-10-07 10:15:01,062 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.633 +2025-10-07 10:17:23,193 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.186 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.681 +2025-10-07 10:19:46,378 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.192 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.698 +2025-10-07 10:22:08,428 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.205 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.736 +2025-10-07 10:24:30,498 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.660 +2025-10-07 10:26:53,465 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.197 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.704 +2025-10-07 10:29:15,461 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.708 +2025-10-07 10:31:38,275 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.184 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.666 +2025-10-07 10:34:00,303 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.666 +2025-10-07 10:36:22,272 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.200 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.718 +2025-10-07 10:38:45,170 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.209 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.730 +2025-10-07 10:41:07,385 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.178 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.650 +2025-10-07 10:43:30,575 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.182 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.688 +2025-10-07 10:45:52,687 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.184 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.674 +2025-10-07 10:48:14,863 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.194 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.680 +2025-10-07 10:50:37,707 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.186 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.705 +2025-10-07 10:52:59,893 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.179 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.656 +2025-10-07 10:55:22,970 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.190 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.674 +2025-10-07 10:57:45,156 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.199 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.707 +2025-10-07 11:00:07,320 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.195 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.696 +2025-10-07 11:02:30,368 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.182 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.675 +2025-10-07 11:04:52,533 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.191 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.664 +2025-10-07 11:07:15,518 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.198 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.700 +2025-10-07 11:09:37,685 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.197 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.721 +2025-10-07 11:11:59,936 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.186 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.679 +2025-10-07 11:14:22,934 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.190 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.679 +2025-10-07 11:16:44,940 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.169 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.629 +2025-10-07 11:19:07,699 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.196 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.701 +2025-10-07 11:21:29,579 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.185 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.652 +2025-10-07 11:23:51,723 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.209 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.719 +2025-10-07 11:26:14,441 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.182 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.661 +2025-10-07 11:28:45,365 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.444 FPR: 55.417 AUROC: 88.758 AUPR: 50.104 AURC: 22.601 EAURC: 15.651 AUPR Succ.: 98.273 ECE: 1.758 NLL: 3.965 Brier: 16.988 +2025-10-07 11:30:59,413 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.530 FPR: 55.588 AUROC: 88.629 AUPR: 49.269 AURC: 22.534 EAURC: 15.689 AUPR Succ.: 98.271 ECE: 1.678 NLL: 3.960 Brier: 16.965 +2025-10-07 11:30:59,419 INFO EMA Model Accuracy improved from 88.51 to 88.53!!! +2025-10-07 11:31:00,663 INFO ####### --- Training Epoch 14 --- ####### +2025-10-07 11:34:34,022 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.184 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.659 +2025-10-07 11:36:56,499 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.619 +2025-10-07 11:39:18,331 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.197 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.730 +2025-10-07 11:41:41,253 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.186 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.667 +2025-10-07 11:44:03,321 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.200 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.710 +2025-10-07 11:46:25,397 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 94.000 CLS Loss: 0.217 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.753 +2025-10-07 11:48:48,831 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.199 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.695 +2025-10-07 11:51:10,940 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.199 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.713 +2025-10-07 11:53:34,386 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.174 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.657 +2025-10-07 11:55:56,576 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.189 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.678 +2025-10-07 11:58:18,644 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.189 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.666 +2025-10-07 12:00:42,012 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.204 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.731 +2025-10-07 12:03:04,108 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.657 +2025-10-07 12:05:27,327 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.672 +2025-10-07 12:07:49,506 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.196 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.700 +2025-10-07 12:10:11,785 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.194 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.705 +2025-10-07 12:12:35,067 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.197 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.744 +2025-10-07 12:14:57,237 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.173 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.630 +2025-10-07 12:17:20,468 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.660 +2025-10-07 12:19:42,468 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.168 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.623 +2025-10-07 12:22:04,648 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.179 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.658 +2025-10-07 12:24:27,639 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.187 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.665 +2025-10-07 12:26:49,819 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.196 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.713 +2025-10-07 12:29:12,995 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.643 +2025-10-07 12:31:35,006 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.190 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.704 +2025-10-07 12:33:57,303 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.178 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.653 +2025-10-07 12:36:20,200 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.179 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.669 +2025-10-07 12:38:42,204 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.176 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.633 +2025-10-07 12:41:05,446 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.192 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.696 +2025-10-07 12:43:27,768 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.199 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.709 +2025-10-07 12:45:50,270 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.172 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.628 +2025-10-07 12:48:13,786 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.610 +2025-10-07 12:50:36,093 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.179 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.657 +2025-10-07 12:52:59,374 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.186 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.658 +2025-10-07 12:55:21,509 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.674 +2025-10-07 12:57:43,883 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.170 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.631 +2025-10-07 13:00:07,209 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.181 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.649 +2025-10-07 13:02:29,600 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.190 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.689 +2025-10-07 13:04:53,076 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.190 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.695 +2025-10-07 13:07:15,406 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.173 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.638 +2025-10-07 13:09:37,742 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.185 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.639 +2025-10-07 13:12:00,846 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.191 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.683 +2025-10-07 13:14:23,016 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.192 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.688 +2025-10-07 13:16:46,391 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.180 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.625 +2025-10-07 13:19:08,544 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.184 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.638 +2025-10-07 13:21:31,137 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.163 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.573 +2025-10-07 13:23:53,781 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.187 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.666 +2025-10-07 13:26:15,921 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.626 +2025-10-07 13:28:39,317 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 94.219 CLS Loss: 0.201 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.685 +2025-10-07 13:31:01,519 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.175 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.625 +2025-10-07 13:33:28,118 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.474 FPR: 56.082 AUROC: 88.708 AUPR: 49.695 AURC: 22.601 EAURC: 15.687 AUPR Succ.: 98.269 ECE: 1.843 NLL: 3.975 Brier: 17.006 +2025-10-07 13:35:40,566 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.526 FPR: 55.987 AUROC: 88.648 AUPR: 49.340 AURC: 22.524 EAURC: 15.674 AUPR Succ.: 98.272 ECE: 1.806 NLL: 3.965 Brier: 16.968 +2025-10-07 13:35:40,572 INFO Original Model Accuracy improved from 88.47 to 88.47!!! +2025-10-07 13:35:41,747 INFO ####### --- Training Epoch 15 --- ####### +2025-10-07 13:39:13,060 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.179 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.619 +2025-10-07 13:41:34,552 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.599 +2025-10-07 13:43:56,371 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.192 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.693 +2025-10-07 13:46:19,233 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.181 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.651 +2025-10-07 13:48:41,327 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.195 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.706 +2025-10-07 13:51:04,523 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.211 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.326 Tot. Loss: 1.742 +2025-10-07 13:53:26,785 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.192 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.672 +2025-10-07 13:55:48,803 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.193 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.712 +2025-10-07 13:58:11,988 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.168 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.638 +2025-10-07 14:00:34,028 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.653 +2025-10-07 14:02:57,186 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.640 +2025-10-07 14:05:19,258 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.199 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.725 +2025-10-07 14:07:41,196 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.174 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.619 +2025-10-07 14:10:04,472 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.181 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.645 +2025-10-07 14:12:26,465 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.694 +2025-10-07 14:14:49,726 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.680 +2025-10-07 14:17:11,815 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.190 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.700 +2025-10-07 14:19:33,958 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.167 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.627 +2025-10-07 14:21:57,331 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.173 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.641 +2025-10-07 14:24:19,305 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.163 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.591 +2025-10-07 14:26:42,312 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.173 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.615 +2025-10-07 14:29:04,237 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.180 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.656 +2025-10-07 14:31:26,348 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.191 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.696 +2025-10-07 14:33:49,326 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.166 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.626 +2025-10-07 14:36:11,301 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.183 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.702 +2025-10-07 14:38:34,489 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.171 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.635 +2025-10-07 14:40:56,598 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.172 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.619 +2025-10-07 14:43:18,867 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.170 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.607 +2025-10-07 14:45:41,971 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.187 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.680 +2025-10-07 14:48:03,958 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.194 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.681 +2025-10-07 14:50:27,341 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.164 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.629 +2025-10-07 14:52:49,525 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.168 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.617 +2025-10-07 14:55:11,898 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.171 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.648 +2025-10-07 14:57:34,672 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.653 +2025-10-07 14:59:56,839 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.171 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.627 +2025-10-07 15:02:20,306 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.620 +2025-10-07 15:04:42,355 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.178 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.634 +2025-10-07 15:07:04,953 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.641 +2025-10-07 15:09:27,452 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.630 +2025-10-07 15:11:49,505 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.167 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.611 +2025-10-07 15:14:12,756 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.646 +2025-10-07 15:16:34,857 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.186 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.645 +2025-10-07 15:18:58,125 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.187 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.648 +2025-10-07 15:21:20,409 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.633 +2025-10-07 15:23:42,451 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.178 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.642 +2025-10-07 15:26:05,779 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.158 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.578 +2025-10-07 15:28:28,146 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.182 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.671 +2025-10-07 15:30:51,799 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.594 +2025-10-07 15:33:14,114 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.198 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.698 +2025-10-07 15:35:36,191 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.586 +2025-10-07 15:38:02,640 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.508 FPR: 55.952 AUROC: 88.648 AUPR: 49.421 AURC: 22.597 EAURC: 15.725 AUPR Succ.: 98.266 ECE: 1.948 NLL: 3.981 Brier: 17.004 +2025-10-07 15:40:13,557 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.552 FPR: 56.254 AUROC: 88.600 AUPR: 48.826 AURC: 22.530 EAURC: 15.712 AUPR Succ.: 98.268 ECE: 1.920 NLL: 3.971 Brier: 16.974 +2025-10-07 15:40:13,563 INFO Original Model Accuracy improved from 88.47 to 88.51!!! +2025-10-07 15:40:14,860 INFO EMA Model Accuracy improved from 88.53 to 88.55!!! +2025-10-07 15:40:16,136 INFO ####### --- Training Epoch 16 --- ####### +2025-10-07 15:43:49,264 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.173 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.626 +2025-10-07 15:46:10,705 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.161 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.599 +2025-10-07 15:48:33,370 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.184 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.688 +2025-10-07 15:50:55,339 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.175 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.627 +2025-10-07 15:53:17,424 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.671 +2025-10-07 15:55:40,588 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.205 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.722 +2025-10-07 15:58:02,818 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.187 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.669 +2025-10-07 16:00:26,082 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.679 +2025-10-07 16:02:48,098 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.163 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.617 +2025-10-07 16:05:10,307 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.649 +2025-10-07 16:07:33,263 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.179 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.619 +2025-10-07 16:09:55,306 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.191 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.698 +2025-10-07 16:12:18,448 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.169 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.602 +2025-10-07 16:14:40,473 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.628 +2025-10-07 16:17:02,940 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.679 +2025-10-07 16:19:25,947 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.182 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-07 16:21:48,142 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.187 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.684 +2025-10-07 16:24:11,687 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.162 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.576 +2025-10-07 16:26:34,017 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.168 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.611 +2025-10-07 16:28:56,450 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.158 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.567 +2025-10-07 16:31:19,536 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.168 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.607 +2025-10-07 16:33:41,912 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.175 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.620 +2025-10-07 16:36:05,042 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.186 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.678 +2025-10-07 16:38:27,247 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.162 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.597 +2025-10-07 16:40:50,058 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.176 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.637 +2025-10-07 16:43:12,754 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.167 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.619 +2025-10-07 16:45:34,977 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.166 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.594 +2025-10-07 16:47:58,126 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.167 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.626 +2025-10-07 16:50:20,171 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.661 +2025-10-07 16:52:43,235 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.190 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.669 +2025-10-07 16:55:05,602 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.162 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.236 Tot. Loss: 1.567 +2025-10-07 16:57:27,759 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.165 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.593 +2025-10-07 16:59:51,211 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.167 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.616 +2025-10-07 17:02:13,433 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.178 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.633 +2025-10-07 17:04:36,837 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.169 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.620 +2025-10-07 17:06:58,971 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.162 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.616 +2025-10-07 17:09:21,220 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.613 +2025-10-07 17:11:44,827 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.181 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.647 +2025-10-07 17:14:07,020 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.637 +2025-10-07 17:16:30,295 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.163 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.599 +2025-10-07 17:18:52,528 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.609 +2025-10-07 17:21:14,758 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.181 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.655 +2025-10-07 17:23:38,454 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.637 +2025-10-07 17:26:00,753 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.171 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.608 +2025-10-07 17:28:24,280 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.613 +2025-10-07 17:30:46,666 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.155 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.558 +2025-10-07 17:33:08,856 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.178 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.675 +2025-10-07 17:35:32,127 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.169 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.607 +2025-10-07 17:37:54,452 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.191 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.671 +2025-10-07 17:40:17,583 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.166 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.594 +2025-10-07 17:43:02,849 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.502 FPR: 55.784 AUROC: 88.670 AUPR: 49.520 AURC: 22.588 EAURC: 15.709 AUPR Succ.: 98.268 ECE: 2.027 NLL: 3.978 Brier: 16.992 +2025-10-07 17:45:14,845 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.532 FPR: 55.877 AUROC: 88.631 AUPR: 49.207 AURC: 22.550 EAURC: 15.708 AUPR Succ.: 98.268 ECE: 1.973 NLL: 3.977 Brier: 16.982 +2025-10-07 17:45:14,853 INFO ####### --- Training Epoch 17 --- ####### +2025-10-07 17:48:45,925 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.632 +2025-10-07 17:51:07,807 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.157 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.566 +2025-10-07 17:53:30,795 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.181 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.663 +2025-10-07 17:55:52,822 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.612 +2025-10-07 17:58:16,001 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.667 +2025-10-07 18:00:38,133 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.710 +2025-10-07 18:03:00,526 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.182 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.633 +2025-10-07 18:05:23,763 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.184 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.661 +2025-10-07 18:07:45,887 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.593 +2025-10-07 18:10:09,206 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.173 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.606 +2025-10-07 18:12:31,381 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.595 +2025-10-07 18:14:53,754 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.189 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.684 +2025-10-07 18:17:16,868 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.165 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.595 +2025-10-07 18:19:39,111 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.171 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.617 +2025-10-07 18:22:02,448 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.183 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.641 +2025-10-07 18:24:24,675 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.177 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.654 +2025-10-07 18:26:47,328 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.660 +2025-10-07 18:29:10,342 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.158 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.574 +2025-10-07 18:31:32,601 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.163 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.602 +2025-10-07 18:33:55,793 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.155 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.565 +2025-10-07 18:36:18,071 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.165 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.584 +2025-10-07 18:38:41,235 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.172 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.611 +2025-10-07 18:41:03,554 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.181 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.661 +2025-10-07 18:43:25,670 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.158 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.610 +2025-10-07 18:45:48,903 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.172 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.613 +2025-10-07 18:48:10,918 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.163 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.603 +2025-10-07 18:50:34,046 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.166 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.611 +2025-10-07 18:52:56,156 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.163 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.602 +2025-10-07 18:55:18,309 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.179 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.625 +2025-10-07 18:57:41,568 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.185 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.665 +2025-10-07 19:00:03,755 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.158 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.578 +2025-10-07 19:02:26,835 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.161 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.575 +2025-10-07 19:04:49,053 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.167 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.613 +2025-10-07 19:07:11,127 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.176 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.598 +2025-10-07 19:09:34,484 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.165 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.584 +2025-10-07 19:11:56,745 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.157 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.578 +2025-10-07 19:14:20,003 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.592 +2025-10-07 19:16:42,196 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.177 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.599 +2025-10-07 19:19:04,340 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.649 +2025-10-07 19:21:27,417 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.561 +2025-10-07 19:23:49,472 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.168 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.588 +2025-10-07 19:26:12,700 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.632 +2025-10-07 19:28:34,893 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.180 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.628 +2025-10-07 19:30:56,982 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.167 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.562 +2025-10-07 19:33:20,265 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.606 +2025-10-07 19:35:42,379 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.153 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.546 +2025-10-07 19:38:05,632 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.174 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.642 +2025-10-07 19:40:27,853 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.165 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.587 +2025-10-07 19:42:50,193 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.189 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.652 +2025-10-07 19:45:13,121 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.161 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.579 +2025-10-07 19:49:53,117 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.484 FPR: 55.245 AUROC: 88.688 AUPR: 49.864 AURC: 22.614 EAURC: 15.713 AUPR Succ.: 98.267 ECE: 2.071 NLL: 3.985 Brier: 17.005 +2025-10-07 19:52:05,128 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.524 FPR: 55.577 AUROC: 88.638 AUPR: 49.436 AURC: 22.569 EAURC: 15.717 AUPR Succ.: 98.267 ECE: 2.043 NLL: 3.982 Brier: 16.990 +2025-10-07 19:52:05,135 INFO ####### --- Training Epoch 18 --- ####### +2025-10-07 19:55:35,044 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.166 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.586 +2025-10-07 19:57:57,661 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.155 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.563 +2025-10-07 20:00:19,340 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.179 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.667 +2025-10-07 20:02:41,407 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.169 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.585 +2025-10-07 20:05:04,255 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.182 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.655 +2025-10-07 20:07:26,348 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.194 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.696 +2025-10-07 20:09:49,564 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.180 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.643 +2025-10-07 20:12:11,752 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.181 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.646 +2025-10-07 20:14:34,701 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.157 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.597 +2025-10-07 20:16:57,287 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.171 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.590 +2025-10-07 20:19:19,505 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.172 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.586 +2025-10-07 20:21:42,614 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.188 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.681 +2025-10-07 20:24:04,629 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.163 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.576 +2025-10-07 20:26:28,010 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.168 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.613 +2025-10-07 20:28:50,184 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.655 +2025-10-07 20:31:12,224 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.646 +2025-10-07 20:33:35,304 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.179 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.637 +2025-10-07 20:35:57,661 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.156 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.574 +2025-10-07 20:38:20,975 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.161 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.587 +2025-10-07 20:40:43,117 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.154 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.572 +2025-10-07 20:43:05,120 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.163 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.587 +2025-10-07 20:45:28,241 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.170 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.616 +2025-10-07 20:47:50,276 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.180 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.659 +2025-10-07 20:50:13,465 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.157 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.570 +2025-10-07 20:52:35,429 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.170 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.647 +2025-10-07 20:54:57,530 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.160 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.597 +2025-10-07 20:57:20,503 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.163 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.586 +2025-10-07 20:59:42,514 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.160 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.583 +2025-10-07 21:02:05,730 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.176 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.620 +2025-10-07 21:04:27,897 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.183 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.654 +2025-10-07 21:06:50,002 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.154 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.561 +2025-10-07 21:09:13,085 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.157 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.587 +2025-10-07 21:11:35,227 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.162 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.596 +2025-10-07 21:13:58,481 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.173 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.600 +2025-10-07 21:16:20,572 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.163 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.628 +2025-10-07 21:18:42,779 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.156 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.571 +2025-10-07 21:21:05,899 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.144 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.587 +2025-10-07 21:23:28,014 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.175 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.617 +2025-10-07 21:25:51,453 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.626 +2025-10-07 21:28:13,781 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.155 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.578 +2025-10-07 21:30:36,118 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.627 +2025-10-07 21:32:59,322 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.629 +2025-10-07 21:35:21,509 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.177 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.624 +2025-10-07 21:37:44,730 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.164 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.593 +2025-10-07 21:40:06,789 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.588 +2025-10-07 21:42:29,036 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.148 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.540 +2025-10-07 21:44:52,125 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.640 +2025-10-07 21:47:14,291 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.165 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.609 +2025-10-07 21:49:37,508 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.188 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.655 +2025-10-07 21:51:59,584 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.160 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.564 +2025-10-07 21:54:29,721 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.500 FPR: 55.826 AUROC: 88.668 AUPR: 49.796 AURC: 22.597 EAURC: 15.715 AUPR Succ.: 98.267 ECE: 2.088 NLL: 3.988 Brier: 17.008 +2025-10-07 21:56:39,387 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.516 FPR: 55.608 AUROC: 88.644 AUPR: 49.679 AURC: 22.586 EAURC: 15.724 AUPR Succ.: 98.266 ECE: 2.060 NLL: 3.987 Brier: 17.001 +2025-10-07 21:56:39,395 INFO ####### --- Training Epoch 19 --- ####### +2025-10-07 22:00:09,226 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.165 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.607 +2025-10-07 22:02:31,285 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.154 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.581 +2025-10-07 22:04:53,004 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.176 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.665 +2025-10-07 22:07:16,240 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.168 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.577 +2025-10-07 22:09:38,398 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.179 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.649 +2025-10-07 22:12:01,816 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.669 +2025-10-07 22:14:23,816 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.178 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.633 +2025-10-07 22:16:45,999 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.618 +2025-10-07 22:19:09,592 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.154 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.581 +2025-10-07 22:21:31,825 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.172 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.584 +2025-10-07 22:23:55,245 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.171 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.605 +2025-10-07 22:26:17,357 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.186 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.683 +2025-10-07 22:28:39,445 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.161 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.568 +2025-10-07 22:31:02,748 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.167 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.599 +2025-10-07 22:33:24,782 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.179 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.646 +2025-10-07 22:35:48,074 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.173 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.606 +2025-10-07 22:38:10,159 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.180 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.626 +2025-10-07 22:40:32,393 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.156 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.567 +2025-10-07 22:42:55,824 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.159 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.617 +2025-10-07 22:45:18,000 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.152 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.587 +2025-10-07 22:47:41,449 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.579 +2025-10-07 22:50:03,606 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.169 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.614 +2025-10-07 22:52:25,873 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.177 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.650 +2025-10-07 22:54:49,563 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.156 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.580 +2025-10-07 22:57:11,634 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.170 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.629 +2025-10-07 22:59:34,981 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.159 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.594 +2025-10-07 23:01:57,179 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.162 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.594 +2025-10-07 23:04:19,455 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.159 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.574 +2025-10-07 23:06:42,804 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.617 +2025-10-07 23:09:05,018 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.183 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.675 +2025-10-07 23:11:28,488 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.154 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.557 +2025-10-07 23:13:50,687 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.158 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.591 +2025-10-07 23:16:12,865 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.161 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.578 +2025-10-07 23:18:36,287 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.172 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.599 +2025-10-07 23:20:58,547 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.163 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.592 +2025-10-07 23:23:22,268 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.155 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.578 +2025-10-07 23:25:44,606 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.168 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.597 +2025-10-07 23:28:06,813 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.174 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.621 +2025-10-07 23:30:30,238 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.651 +2025-10-07 23:32:52,574 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.156 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.567 +2025-10-07 23:35:16,042 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.168 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.596 +2025-10-07 23:37:38,224 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.174 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.617 +2025-10-07 23:40:00,819 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.175 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.631 +2025-10-07 23:42:23,927 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.164 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.569 +2025-10-07 23:44:46,221 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.588 +2025-10-07 23:47:09,940 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.149 Mixup Loss: 1.145 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.534 +2025-10-07 23:49:32,354 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.171 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.642 +2025-10-07 23:51:55,261 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.164 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.244 Tot. Loss: 1.570 +2025-10-07 23:54:17,775 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.187 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.630 +2025-10-07 23:56:39,630 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.235 Tot. Loss: 1.557 +2025-10-07 23:59:05,712 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.500 FPR: 55.704 AUROC: 88.654 AUPR: 49.774 AURC: 22.615 EAURC: 15.733 AUPR Succ.: 98.265 ECE: 2.087 NLL: 3.992 Brier: 17.017 +2025-10-08 00:02:35,757 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.496 FPR: 55.303 AUROC: 88.670 AUPR: 49.897 AURC: 22.604 EAURC: 15.718 AUPR Succ.: 98.266 ECE: 2.087 NLL: 3.990 Brier: 17.009 +2025-10-08 00:02:35,765 INFO ####### --- Training Epoch 20 --- ####### +2025-10-08 00:06:06,495 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.162 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.590 +2025-10-08 00:08:27,964 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.152 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.555 +2025-10-08 00:10:50,699 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.175 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.628 +2025-10-08 00:13:12,717 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.166 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.594 +2025-10-08 00:15:34,750 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.666 +2025-10-08 00:17:57,772 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.195 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.672 +2025-10-08 00:20:19,771 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.176 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.640 +2025-10-08 00:22:42,917 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.622 +2025-10-08 00:25:05,287 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.153 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.578 +2025-10-08 00:27:27,695 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.168 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.592 +2025-10-08 00:29:50,979 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.170 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.578 +2025-10-08 00:32:13,134 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.184 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.683 +2025-10-08 00:34:36,374 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.160 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.570 +2025-10-08 00:36:58,417 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.167 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.575 +2025-10-08 00:39:20,538 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.607 +2025-10-08 00:41:43,213 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.604 +2025-10-08 00:44:05,363 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.177 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.621 +2025-10-08 00:46:28,398 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.250 CLS Loss: 0.154 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.565 +2025-10-08 00:48:50,454 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.158 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.581 +2025-10-08 00:51:12,745 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.152 Mixup Loss: 1.139 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.544 +2025-10-08 00:53:35,667 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.577 +2025-10-08 00:55:57,635 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.168 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.589 +2025-10-08 00:58:20,416 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.175 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.658 +2025-10-08 01:00:42,300 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.155 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.565 +2025-10-08 01:03:04,456 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.170 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.616 +2025-10-08 01:05:27,681 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.583 +2025-10-08 01:07:49,599 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.161 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.612 +2025-10-08 01:10:12,681 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.158 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.584 +2025-10-08 01:12:34,791 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.624 +2025-10-08 01:14:56,866 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.180 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.636 +2025-10-08 01:17:19,608 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.154 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.559 +2025-10-08 01:19:41,571 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.159 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.570 +2025-10-08 01:22:04,784 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.603 +2025-10-08 01:24:26,863 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.172 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.606 +2025-10-08 01:26:49,413 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.161 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.602 +2025-10-08 01:29:12,130 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.153 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.571 +2025-10-08 01:31:34,271 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.573 +2025-10-08 01:33:57,569 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.172 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.608 +2025-10-08 01:36:19,773 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.173 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.641 +2025-10-08 01:38:42,415 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.156 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.571 +2025-10-08 01:41:04,781 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.166 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.588 +2025-10-08 01:43:26,941 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.173 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.636 +2025-10-08 01:45:50,008 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.176 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.611 +2025-10-08 01:48:12,121 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.163 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.583 +2025-10-08 01:50:35,231 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.169 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.582 +2025-10-08 01:52:57,534 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.148 Mixup Loss: 1.148 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.535 +2025-10-08 01:55:19,667 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.170 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.606 +2025-10-08 01:57:42,698 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.160 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.574 +2025-10-08 02:00:04,737 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.185 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.652 +2025-10-08 02:02:27,637 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.158 Mixup Loss: 1.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.234 Tot. Loss: 1.527 +2025-10-08 02:04:54,702 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.488 FPR: 55.403 AUROC: 88.669 AUPR: 49.948 AURC: 22.630 EAURC: 15.734 AUPR Succ.: 98.265 ECE: 2.125 NLL: 3.995 Brier: 17.021 +2025-10-08 02:07:07,014 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.502 FPR: 55.523 AUROC: 88.655 AUPR: 49.846 AURC: 22.611 EAURC: 15.732 AUPR Succ.: 98.265 ECE: 2.107 NLL: 3.992 Brier: 17.014 +2025-10-08 02:07:07,022 INFO ####### --- Training Epoch 21 --- ####### +2025-10-08 02:10:36,527 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.162 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.559 +2025-10-08 02:12:58,291 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.151 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.548 +2025-10-08 02:15:21,275 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.173 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.641 +2025-10-08 02:17:43,431 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.167 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.599 +2025-10-08 02:20:06,494 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.625 +2025-10-08 02:22:28,502 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.667 +2025-10-08 02:24:50,716 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.175 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.641 +2025-10-08 02:27:13,943 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.621 +2025-10-08 02:29:36,189 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.153 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.559 +2025-10-08 02:31:59,665 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.168 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.605 +2025-10-08 02:34:21,863 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.169 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.599 +2025-10-08 02:36:44,224 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.182 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.659 +2025-10-08 02:39:07,545 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.159 Mixup Loss: 1.136 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.542 +2025-10-08 02:41:29,765 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.167 Mixup Loss: 1.156 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.579 +2025-10-08 02:43:53,427 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.628 +2025-10-08 02:46:15,648 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.171 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.624 +2025-10-08 02:48:38,033 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.175 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.629 +2025-10-08 02:51:01,246 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.152 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.578 +2025-10-08 02:53:23,510 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.159 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.584 +2025-10-08 02:55:46,758 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.151 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.563 +2025-10-08 02:58:09,008 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.159 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.587 +2025-10-08 03:00:31,472 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.169 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.604 +2025-10-08 03:02:54,810 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.626 +2025-10-08 03:05:17,023 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.154 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.572 +2025-10-08 03:07:40,142 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.167 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.620 +2025-10-08 03:10:02,316 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.158 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.573 +2025-10-08 03:12:25,039 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.160 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.584 +2025-10-08 03:14:47,913 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.157 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.581 +2025-10-08 03:17:10,146 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.622 +2025-10-08 03:19:33,373 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.181 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.627 +2025-10-08 03:21:55,503 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.153 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.572 +2025-10-08 03:24:18,438 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.157 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.556 +2025-10-08 03:26:40,900 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.161 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.607 +2025-10-08 03:29:03,082 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.170 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.590 +2025-10-08 03:31:26,406 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.160 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.591 +2025-10-08 03:33:48,541 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.154 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.239 Tot. Loss: 1.559 +2025-10-08 03:36:11,618 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.169 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.582 +2025-10-08 03:38:33,776 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.173 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.627 +2025-10-08 03:40:56,098 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.170 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.613 +2025-10-08 03:43:19,570 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.154 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.572 +2025-10-08 03:45:41,726 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.167 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.588 +2025-10-08 03:48:04,936 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.174 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.590 +2025-10-08 03:50:27,205 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.631 +2025-10-08 03:52:49,464 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.163 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.578 +2025-10-08 03:55:12,689 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.168 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.601 +2025-10-08 03:57:35,140 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.149 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.532 +2025-10-08 03:59:58,518 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.169 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.628 +2025-10-08 04:02:20,711 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.161 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.564 +2025-10-08 04:04:43,018 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.185 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.640 +2025-10-08 04:07:05,922 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.159 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.567 +2025-10-08 04:09:29,715 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.482 FPR: 55.357 AUROC: 88.679 AUPR: 50.079 AURC: 22.633 EAURC: 15.729 AUPR Succ.: 98.265 ECE: 2.126 NLL: 3.995 Brier: 17.021 +2025-10-08 04:11:39,998 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.498 FPR: 55.469 AUROC: 88.659 AUPR: 49.891 AURC: 22.616 EAURC: 15.732 AUPR Succ.: 98.265 ECE: 2.123 NLL: 3.993 Brier: 17.016 diff --git a/ours_1e-5_adamw_sam/imagenet1k_dinov3_l16_ce_sam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth b/ours_1e-5_adamw_sam/imagenet1k_dinov3_l16_ce_sam-mixup_1.0-crl_0.0-pixmix_1.0-cutmix_0.0_usecos_False_act_relu/best_acc_net_ema_1.pth new file mode 100644 index 0000000000000000000000000000000000000000..9747cc8e0c99a2856440af865286a674d34d7c62 --- /dev/null +++ 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#################################################################################################### +1 / 1 Running +2025-10-04 09:56:44,214 INFO ####### --- Training Epoch 1 --- ####### +2025-10-04 09:59:04,161 INFO Epoch 1 Batch 99 LR : 0.00001 Top1 Acc.: 0.344 CLS Loss: 6.910 Mixup Loss: 6.921 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.909 Tot. Loss: 20.740 +2025-10-04 09:59:52,585 INFO Epoch 1 Batch 199 LR : 0.00001 Top1 Acc.: 0.438 CLS Loss: 6.829 Mixup Loss: 6.877 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.838 Tot. Loss: 20.544 +2025-10-04 10:00:41,082 INFO Epoch 1 Batch 299 LR : 0.00001 Top1 Acc.: 0.812 CLS Loss: 6.765 Mixup Loss: 6.840 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.775 Tot. Loss: 20.380 +2025-10-04 10:01:29,419 INFO Epoch 1 Batch 399 LR : 0.00001 Top1 Acc.: 1.625 CLS Loss: 6.684 Mixup Loss: 6.795 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.703 Tot. Loss: 20.183 +2025-10-04 10:02:17,826 INFO Epoch 1 Batch 499 LR : 0.00001 Top1 Acc.: 3.156 CLS Loss: 6.614 Mixup Loss: 6.756 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.634 Tot. Loss: 20.004 +2025-10-04 10:03:06,342 INFO Epoch 1 Batch 599 LR : 0.00001 Top1 Acc.: 5.875 CLS Loss: 6.531 Mixup Loss: 6.706 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.564 Tot. Loss: 19.802 +2025-10-04 10:03:54,775 INFO Epoch 1 Batch 699 LR : 0.00001 Top1 Acc.: 9.531 CLS Loss: 6.464 Mixup Loss: 6.674 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.498 Tot. Loss: 19.637 +2025-10-04 10:04:43,307 INFO Epoch 1 Batch 799 LR : 0.00001 Top1 Acc.: 12.906 CLS Loss: 6.403 Mixup Loss: 6.628 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.443 Tot. Loss: 19.474 +2025-10-04 10:05:31,884 INFO Epoch 1 Batch 899 LR : 0.00001 Top1 Acc.: 18.531 CLS Loss: 6.320 Mixup Loss: 6.595 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.364 Tot. Loss: 19.279 +2025-10-04 10:06:20,471 INFO Epoch 1 Batch 999 LR : 0.00001 Top1 Acc.: 24.656 CLS Loss: 6.248 Mixup Loss: 6.543 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.302 Tot. Loss: 19.092 +2025-10-04 10:07:09,072 INFO Epoch 1 Batch 1099 LR : 0.00001 Top1 Acc.: 31.969 CLS Loss: 6.163 Mixup Loss: 6.499 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.216 Tot. Loss: 18.878 +2025-10-04 10:07:57,792 INFO Epoch 1 Batch 1199 LR : 0.00001 Top1 Acc.: 36.031 CLS Loss: 6.091 Mixup Loss: 6.451 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.151 Tot. Loss: 18.693 +2025-10-04 10:08:46,558 INFO Epoch 1 Batch 1299 LR : 0.00001 Top1 Acc.: 40.688 CLS Loss: 6.030 Mixup Loss: 6.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.096 Tot. Loss: 18.547 +2025-10-04 10:09:35,158 INFO Epoch 1 Batch 1399 LR : 0.00001 Top1 Acc.: 48.906 CLS Loss: 5.938 Mixup Loss: 6.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 6.014 Tot. Loss: 18.326 +2025-10-04 10:10:24,283 INFO Epoch 1 Batch 1499 LR : 0.00001 Top1 Acc.: 52.469 CLS Loss: 5.875 Mixup Loss: 6.342 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.964 Tot. Loss: 18.181 +2025-10-04 10:11:13,067 INFO Epoch 1 Batch 1599 LR : 0.00001 Top1 Acc.: 55.625 CLS Loss: 5.804 Mixup Loss: 6.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.889 Tot. Loss: 17.991 +2025-10-04 10:12:01,783 INFO Epoch 1 Batch 1699 LR : 0.00001 Top1 Acc.: 58.875 CLS Loss: 5.729 Mixup Loss: 6.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.814 Tot. Loss: 17.789 +2025-10-04 10:12:50,450 INFO Epoch 1 Batch 1799 LR : 0.00001 Top1 Acc.: 61.875 CLS Loss: 5.656 Mixup Loss: 6.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.759 Tot. Loss: 17.637 +2025-10-04 10:13:39,130 INFO Epoch 1 Batch 1899 LR : 0.00001 Top1 Acc.: 64.219 CLS Loss: 5.583 Mixup Loss: 6.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.696 Tot. Loss: 17.440 +2025-10-04 10:14:27,730 INFO Epoch 1 Batch 1999 LR : 0.00001 Top1 Acc.: 67.656 CLS Loss: 5.506 Mixup Loss: 6.129 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.611 Tot. Loss: 17.246 +2025-10-04 10:15:16,362 INFO Epoch 1 Batch 2099 LR : 0.00001 Top1 Acc.: 66.656 CLS Loss: 5.449 Mixup Loss: 6.095 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.568 Tot. Loss: 17.113 +2025-10-04 10:16:05,009 INFO Epoch 1 Batch 2199 LR : 0.00001 Top1 Acc.: 69.969 CLS Loss: 5.362 Mixup Loss: 6.037 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.477 Tot. Loss: 16.876 +2025-10-04 10:16:54,015 INFO Epoch 1 Batch 2299 LR : 0.00001 Top1 Acc.: 70.719 CLS Loss: 5.297 Mixup Loss: 5.995 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.421 Tot. Loss: 16.713 +2025-10-04 10:17:42,650 INFO Epoch 1 Batch 2399 LR : 0.00001 Top1 Acc.: 71.531 CLS Loss: 5.209 Mixup Loss: 5.956 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.340 Tot. Loss: 16.505 +2025-10-04 10:18:31,291 INFO Epoch 1 Batch 2499 LR : 0.00001 Top1 Acc.: 71.781 CLS Loss: 5.153 Mixup Loss: 5.918 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.289 Tot. Loss: 16.360 +2025-10-04 10:19:19,962 INFO Epoch 1 Batch 2599 LR : 0.00001 Top1 Acc.: 72.438 CLS Loss: 5.074 Mixup Loss: 5.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.222 Tot. Loss: 16.183 +2025-10-04 10:20:08,563 INFO Epoch 1 Batch 2699 LR : 0.00001 Top1 Acc.: 75.062 CLS Loss: 5.011 Mixup Loss: 5.840 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.169 Tot. Loss: 16.020 +2025-10-04 10:20:57,120 INFO Epoch 1 Batch 2799 LR : 0.00001 Top1 Acc.: 75.719 CLS Loss: 4.937 Mixup Loss: 5.811 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.088 Tot. Loss: 15.837 +2025-10-04 10:21:45,619 INFO Epoch 1 Batch 2899 LR : 0.00001 Top1 Acc.: 74.250 CLS Loss: 4.882 Mixup Loss: 5.770 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 5.046 Tot. Loss: 15.698 +2025-10-04 10:22:34,166 INFO Epoch 1 Batch 2999 LR : 0.00001 Top1 Acc.: 74.781 CLS Loss: 4.817 Mixup Loss: 5.747 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.980 Tot. Loss: 15.544 +2025-10-04 10:23:22,728 INFO Epoch 1 Batch 3099 LR : 0.00001 Top1 Acc.: 76.875 CLS Loss: 4.712 Mixup Loss: 5.661 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.896 Tot. Loss: 15.269 +2025-10-04 10:24:11,384 INFO Epoch 1 Batch 3199 LR : 0.00001 Top1 Acc.: 77.156 CLS Loss: 4.649 Mixup Loss: 5.635 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.825 Tot. Loss: 15.109 +2025-10-04 10:25:00,019 INFO Epoch 1 Batch 3299 LR : 0.00001 Top1 Acc.: 77.719 CLS Loss: 4.577 Mixup Loss: 5.582 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.753 Tot. Loss: 14.911 +2025-10-04 10:25:48,748 INFO Epoch 1 Batch 3399 LR : 0.00001 Top1 Acc.: 77.875 CLS Loss: 4.502 Mixup Loss: 5.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.691 Tot. Loss: 14.758 +2025-10-04 10:26:37,376 INFO Epoch 1 Batch 3499 LR : 0.00001 Top1 Acc.: 76.594 CLS Loss: 4.461 Mixup Loss: 5.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.636 Tot. Loss: 14.621 +2025-10-04 10:27:25,974 INFO Epoch 1 Batch 3599 LR : 0.00001 Top1 Acc.: 78.781 CLS Loss: 4.345 Mixup Loss: 5.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.542 Tot. Loss: 14.343 +2025-10-04 10:28:15,332 INFO Epoch 1 Batch 3699 LR : 0.00001 Top1 Acc.: 78.938 CLS Loss: 4.292 Mixup Loss: 5.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.485 Tot. Loss: 14.215 +2025-10-04 10:29:04,129 INFO Epoch 1 Batch 3799 LR : 0.00001 Top1 Acc.: 79.562 CLS Loss: 4.228 Mixup Loss: 5.384 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.416 Tot. Loss: 14.028 +2025-10-04 10:29:52,897 INFO Epoch 1 Batch 3899 LR : 0.00001 Top1 Acc.: 78.719 CLS Loss: 4.181 Mixup Loss: 5.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.389 Tot. Loss: 13.914 +2025-10-04 10:30:41,618 INFO Epoch 1 Batch 3999 LR : 0.00001 Top1 Acc.: 77.938 CLS Loss: 4.131 Mixup Loss: 5.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.324 Tot. Loss: 13.812 +2025-10-04 10:31:30,315 INFO Epoch 1 Batch 4099 LR : 0.00001 Top1 Acc.: 79.562 CLS Loss: 4.058 Mixup Loss: 5.299 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.249 Tot. Loss: 13.606 +2025-10-04 10:32:18,978 INFO Epoch 1 Batch 4199 LR : 0.00001 Top1 Acc.: 80.250 CLS Loss: 3.954 Mixup Loss: 5.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.195 Tot. Loss: 13.390 +2025-10-04 10:33:07,658 INFO Epoch 1 Batch 4299 LR : 0.00001 Top1 Acc.: 79.938 CLS Loss: 3.887 Mixup Loss: 5.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.115 Tot. Loss: 13.205 +2025-10-04 10:33:56,308 INFO Epoch 1 Batch 4399 LR : 0.00001 Top1 Acc.: 79.438 CLS Loss: 3.827 Mixup Loss: 5.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 4.061 Tot. Loss: 13.052 +2025-10-04 10:34:45,549 INFO Epoch 1 Batch 4499 LR : 0.00001 Top1 Acc.: 80.000 CLS Loss: 3.755 Mixup Loss: 5.103 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.983 Tot. Loss: 12.841 +2025-10-04 10:35:34,404 INFO Epoch 1 Batch 4599 LR : 0.00001 Top1 Acc.: 80.156 CLS Loss: 3.722 Mixup Loss: 5.091 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.987 Tot. Loss: 12.800 +2025-10-04 10:36:23,066 INFO Epoch 1 Batch 4699 LR : 0.00001 Top1 Acc.: 80.375 CLS Loss: 3.692 Mixup Loss: 5.090 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.960 Tot. Loss: 12.742 +2025-10-04 10:37:11,679 INFO Epoch 1 Batch 4799 LR : 0.00001 Top1 Acc.: 81.219 CLS Loss: 3.560 Mixup Loss: 5.004 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.807 Tot. Loss: 12.371 +2025-10-04 10:38:00,256 INFO Epoch 1 Batch 4899 LR : 0.00001 Top1 Acc.: 81.188 CLS Loss: 3.526 Mixup Loss: 4.973 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.779 Tot. Loss: 12.277 +2025-10-04 10:38:48,807 INFO Epoch 1 Batch 4999 LR : 0.00001 Top1 Acc.: 81.500 CLS Loss: 3.452 Mixup Loss: 4.952 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.686 Tot. Loss: 12.090 +2025-10-04 10:41:09,752 INFO ################## + ---> Validation Epoch 1 (Original Model) Acc.: 78.790 FPR: 72.079 AUROC: 77.533 AUPR: 51.049 AURC: 91.637 EAURC: 67.360 AUPR Succ.: 91.919 ECE: 72.049 NLL: 35.066 Brier: 88.410 +2025-10-04 10:43:20,133 INFO ################## + ---> Validation Epoch 1 (EMA Model) Acc.: 78.762 FPR: 71.965 AUROC: 77.554 AUPR: 51.172 AURC: 91.746 EAURC: 67.402 AUPR Succ.: 91.911 ECE: 72.076 NLL: 35.132 Brier: 88.497 +2025-10-04 10:43:20,139 INFO Original Model Accuracy improved from 0.00 to 78.79!!! +2025-10-04 10:43:21,235 INFO EMA Model Accuracy improved from 0.00 to 78.76!!! +2025-10-04 10:43:23,017 INFO ####### --- Training Epoch 2 --- ####### +2025-10-04 10:47:09,661 INFO Epoch 2 Batch 99 LR : 0.00001 Top1 Acc.: 81.594 CLS Loss: 2.842 Mixup Loss: 4.512 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 3.066 Tot. Loss: 10.420 +2025-10-04 10:49:31,457 INFO Epoch 2 Batch 199 LR : 0.00001 Top1 Acc.: 82.188 CLS Loss: 2.357 Mixup Loss: 4.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.573 Tot. Loss: 9.146 +2025-10-04 10:51:53,137 INFO Epoch 2 Batch 299 LR : 0.00001 Top1 Acc.: 80.375 CLS Loss: 2.085 Mixup Loss: 4.019 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.280 Tot. Loss: 8.384 +2025-10-04 10:54:15,605 INFO Epoch 2 Batch 399 LR : 0.00001 Top1 Acc.: 82.625 CLS Loss: 1.853 Mixup Loss: 3.819 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 2.065 Tot. Loss: 7.737 +2025-10-04 10:56:37,628 INFO Epoch 2 Batch 499 LR : 0.00001 Top1 Acc.: 81.656 CLS Loss: 1.683 Mixup Loss: 3.726 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.891 Tot. Loss: 7.300 +2025-10-04 10:58:59,911 INFO Epoch 2 Batch 599 LR : 0.00001 Top1 Acc.: 82.125 CLS Loss: 1.554 Mixup Loss: 3.564 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.745 Tot. Loss: 6.863 +2025-10-04 11:01:22,640 INFO Epoch 2 Batch 699 LR : 0.00001 Top1 Acc.: 84.312 CLS Loss: 1.391 Mixup Loss: 3.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.577 Tot. Loss: 6.428 +2025-10-04 11:03:44,868 INFO Epoch 2 Batch 799 LR : 0.00001 Top1 Acc.: 83.688 CLS Loss: 1.294 Mixup Loss: 3.352 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.474 Tot. Loss: 6.121 +2025-10-04 11:06:07,733 INFO Epoch 2 Batch 899 LR : 0.00001 Top1 Acc.: 83.438 CLS Loss: 1.184 Mixup Loss: 3.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.368 Tot. Loss: 5.791 +2025-10-04 11:08:30,161 INFO Epoch 2 Batch 999 LR : 0.00001 Top1 Acc.: 84.312 CLS Loss: 1.119 Mixup Loss: 3.135 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.304 Tot. Loss: 5.558 +2025-10-04 11:10:52,461 INFO Epoch 2 Batch 1099 LR : 0.00001 Top1 Acc.: 84.781 CLS Loss: 1.023 Mixup Loss: 3.075 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.208 Tot. Loss: 5.307 +2025-10-04 11:13:15,147 INFO Epoch 2 Batch 1199 LR : 0.00001 Top1 Acc.: 83.625 CLS Loss: 1.031 Mixup Loss: 3.059 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.210 Tot. Loss: 5.299 +2025-10-04 11:15:37,652 INFO Epoch 2 Batch 1299 LR : 0.00001 Top1 Acc.: 85.531 CLS Loss: 0.942 Mixup Loss: 2.936 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.104 Tot. Loss: 4.982 +2025-10-04 11:18:00,286 INFO Epoch 2 Batch 1399 LR : 0.00001 Top1 Acc.: 85.906 CLS Loss: 0.886 Mixup Loss: 2.849 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.058 Tot. Loss: 4.793 +2025-10-04 11:20:22,384 INFO Epoch 2 Batch 1499 LR : 0.00001 Top1 Acc.: 85.594 CLS Loss: 0.842 Mixup Loss: 2.841 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.985 Tot. Loss: 4.668 +2025-10-04 11:22:44,540 INFO Epoch 2 Batch 1599 LR : 0.00001 Top1 Acc.: 85.469 CLS Loss: 0.835 Mixup Loss: 2.759 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 1.007 Tot. Loss: 4.601 +2025-10-04 11:25:07,243 INFO Epoch 2 Batch 1699 LR : 0.00001 Top1 Acc.: 85.812 CLS Loss: 0.800 Mixup Loss: 2.715 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.963 Tot. Loss: 4.478 +2025-10-04 11:27:29,607 INFO Epoch 2 Batch 1799 LR : 0.00001 Top1 Acc.: 86.406 CLS Loss: 0.738 Mixup Loss: 2.637 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 4.280 +2025-10-04 11:29:52,461 INFO Epoch 2 Batch 1899 LR : 0.00001 Top1 Acc.: 85.375 CLS Loss: 0.734 Mixup Loss: 2.604 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.904 Tot. Loss: 4.242 +2025-10-04 11:32:14,671 INFO Epoch 2 Batch 1999 LR : 0.00001 Top1 Acc.: 86.656 CLS Loss: 0.703 Mixup Loss: 2.591 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.842 Tot. Loss: 4.135 +2025-10-04 11:34:37,158 INFO Epoch 2 Batch 2099 LR : 0.00001 Top1 Acc.: 86.594 CLS Loss: 0.692 Mixup Loss: 2.534 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.852 Tot. Loss: 4.079 +2025-10-04 11:36:59,500 INFO Epoch 2 Batch 2199 LR : 0.00001 Top1 Acc.: 86.375 CLS Loss: 0.667 Mixup Loss: 2.518 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.815 Tot. Loss: 3.999 +2025-10-04 11:39:21,682 INFO Epoch 2 Batch 2299 LR : 0.00001 Top1 Acc.: 86.125 CLS Loss: 0.681 Mixup Loss: 2.481 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.817 Tot. Loss: 3.979 +2025-10-04 11:41:44,443 INFO Epoch 2 Batch 2399 LR : 0.00001 Top1 Acc.: 87.156 CLS Loss: 0.642 Mixup Loss: 2.429 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.824 Tot. Loss: 3.895 +2025-10-04 11:44:06,951 INFO Epoch 2 Batch 2499 LR : 0.00001 Top1 Acc.: 86.188 CLS Loss: 0.656 Mixup Loss: 2.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.810 Tot. Loss: 3.913 +2025-10-04 11:46:29,861 INFO Epoch 2 Batch 2599 LR : 0.00001 Top1 Acc.: 85.219 CLS Loss: 0.771 Mixup Loss: 2.558 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.843 Tot. Loss: 4.172 +2025-10-04 11:48:51,951 INFO Epoch 2 Batch 2699 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.596 Mixup Loss: 2.376 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.763 Tot. Loss: 3.735 +2025-10-04 11:51:14,291 INFO Epoch 2 Batch 2799 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.589 Mixup Loss: 2.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.727 Tot. Loss: 3.660 +2025-10-04 11:53:37,265 INFO Epoch 2 Batch 2899 LR : 0.00001 Top1 Acc.: 86.844 CLS Loss: 0.601 Mixup Loss: 2.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.735 Tot. Loss: 3.658 +2025-10-04 11:55:59,607 INFO Epoch 2 Batch 2999 LR : 0.00001 Top1 Acc.: 86.375 CLS Loss: 0.605 Mixup Loss: 2.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.753 Tot. Loss: 3.641 +2025-10-04 11:58:22,484 INFO Epoch 2 Batch 3099 LR : 0.00001 Top1 Acc.: 87.969 CLS Loss: 0.553 Mixup Loss: 2.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.698 Tot. Loss: 3.484 +2025-10-04 12:00:44,617 INFO Epoch 2 Batch 3199 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.549 Mixup Loss: 2.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.720 Tot. Loss: 3.482 +2025-10-04 12:03:07,005 INFO Epoch 2 Batch 3299 LR : 0.00001 Top1 Acc.: 87.406 CLS Loss: 0.565 Mixup Loss: 2.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.704 Tot. Loss: 3.493 +2025-10-04 12:05:29,858 INFO Epoch 2 Batch 3399 LR : 0.00001 Top1 Acc.: 87.219 CLS Loss: 0.546 Mixup Loss: 2.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.707 Tot. Loss: 3.404 +2025-10-04 12:07:52,282 INFO Epoch 2 Batch 3499 LR : 0.00001 Top1 Acc.: 86.094 CLS Loss: 0.574 Mixup Loss: 2.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.722 Tot. Loss: 3.503 +2025-10-04 12:10:14,858 INFO Epoch 2 Batch 3599 LR : 0.00001 Top1 Acc.: 87.031 CLS Loss: 0.526 Mixup Loss: 2.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.690 Tot. Loss: 3.390 +2025-10-04 12:12:37,146 INFO Epoch 2 Batch 3699 LR : 0.00001 Top1 Acc.: 87.844 CLS Loss: 0.522 Mixup Loss: 2.096 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.677 Tot. Loss: 3.295 +2025-10-04 12:14:59,661 INFO Epoch 2 Batch 3799 LR : 0.00001 Top1 Acc.: 87.344 CLS Loss: 0.528 Mixup Loss: 2.118 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.684 Tot. Loss: 3.330 +2025-10-04 12:17:22,446 INFO Epoch 2 Batch 3899 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.522 Mixup Loss: 2.101 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.643 Tot. Loss: 3.266 +2025-10-04 12:19:44,547 INFO Epoch 2 Batch 3999 LR : 0.00001 Top1 Acc.: 87.750 CLS Loss: 0.532 Mixup Loss: 2.091 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.671 Tot. Loss: 3.294 +2025-10-04 12:22:07,098 INFO Epoch 2 Batch 4099 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.523 Mixup Loss: 2.070 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.658 Tot. Loss: 3.251 +2025-10-04 12:24:29,275 INFO Epoch 2 Batch 4199 LR : 0.00001 Top1 Acc.: 88.031 CLS Loss: 0.503 Mixup Loss: 2.042 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.644 Tot. Loss: 3.189 +2025-10-04 12:26:51,736 INFO Epoch 2 Batch 4299 LR : 0.00001 Top1 Acc.: 87.375 CLS Loss: 0.513 Mixup Loss: 2.012 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.652 Tot. Loss: 3.177 +2025-10-04 12:29:14,441 INFO Epoch 2 Batch 4399 LR : 0.00001 Top1 Acc.: 87.594 CLS Loss: 0.503 Mixup Loss: 2.014 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.627 Tot. Loss: 3.144 +2025-10-04 12:31:36,738 INFO Epoch 2 Batch 4499 LR : 0.00001 Top1 Acc.: 87.438 CLS Loss: 0.481 Mixup Loss: 2.004 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.626 Tot. Loss: 3.111 +2025-10-04 12:33:59,479 INFO Epoch 2 Batch 4599 LR : 0.00001 Top1 Acc.: 88.281 CLS Loss: 0.469 Mixup Loss: 1.993 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.579 Tot. Loss: 3.040 +2025-10-04 12:36:21,956 INFO Epoch 2 Batch 4699 LR : 0.00001 Top1 Acc.: 87.688 CLS Loss: 0.502 Mixup Loss: 2.002 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.621 Tot. Loss: 3.125 +2025-10-04 12:38:44,254 INFO Epoch 2 Batch 4799 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.468 Mixup Loss: 1.959 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.611 Tot. Loss: 3.038 +2025-10-04 12:41:06,948 INFO Epoch 2 Batch 4899 LR : 0.00001 Top1 Acc.: 86.906 CLS Loss: 0.504 Mixup Loss: 1.950 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.642 Tot. Loss: 3.095 +2025-10-04 12:43:29,283 INFO Epoch 2 Batch 4999 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.460 Mixup Loss: 1.942 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.597 Tot. Loss: 3.000 +2025-10-04 12:45:55,491 INFO ################## + ---> Validation Epoch 2 (Original Model) Acc.: 86.170 FPR: 61.620 AUROC: 86.764 AUPR: 49.400 AURC: 32.508 EAURC: 22.471 AUPR Succ.: 97.472 ECE: 4.906 NLL: 5.370 Brier: 20.953 +2025-10-04 12:48:07,119 INFO ################## + ---> Validation Epoch 2 (EMA Model) Acc.: 86.238 FPR: 62.331 AUROC: 86.691 AUPR: 49.200 AURC: 32.426 EAURC: 22.489 AUPR Succ.: 97.471 ECE: 5.171 NLL: 5.393 Brier: 20.971 +2025-10-04 12:48:07,125 INFO Original Model Accuracy improved from 78.79 to 86.17!!! +2025-10-04 12:48:08,403 INFO EMA Model Accuracy improved from 78.76 to 86.24!!! +2025-10-04 12:48:09,763 INFO ####### --- Training Epoch 3 --- ####### +2025-10-04 12:51:41,735 INFO Epoch 3 Batch 99 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.464 Mixup Loss: 1.909 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.590 Tot. Loss: 2.963 +2025-10-04 12:54:03,365 INFO Epoch 3 Batch 199 LR : 0.00001 Top1 Acc.: 88.719 CLS Loss: 0.444 Mixup Loss: 1.910 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.595 Tot. Loss: 2.949 +2025-10-04 12:56:25,460 INFO Epoch 3 Batch 299 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.485 Mixup Loss: 1.974 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.631 Tot. Loss: 3.091 +2025-10-04 12:58:47,776 INFO Epoch 3 Batch 399 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.455 Mixup Loss: 1.878 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.574 Tot. Loss: 2.907 +2025-10-04 13:01:09,919 INFO Epoch 3 Batch 499 LR : 0.00001 Top1 Acc.: 87.812 CLS Loss: 0.472 Mixup Loss: 1.922 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.614 Tot. Loss: 3.008 +2025-10-04 13:03:32,747 INFO Epoch 3 Batch 599 LR : 0.00001 Top1 Acc.: 87.531 CLS Loss: 0.496 Mixup Loss: 1.888 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.633 Tot. Loss: 3.016 +2025-10-04 13:05:54,974 INFO Epoch 3 Batch 699 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.451 Mixup Loss: 1.875 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.589 Tot. Loss: 2.915 +2025-10-04 13:08:17,618 INFO Epoch 3 Batch 799 LR : 0.00001 Top1 Acc.: 88.125 CLS Loss: 0.457 Mixup Loss: 1.848 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.601 Tot. Loss: 2.905 +2025-10-04 13:10:40,581 INFO Epoch 3 Batch 899 LR : 0.00001 Top1 Acc.: 87.656 CLS Loss: 0.430 Mixup Loss: 1.862 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.563 Tot. Loss: 2.855 +2025-10-04 13:13:03,179 INFO Epoch 3 Batch 999 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.433 Mixup Loss: 1.810 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.561 Tot. Loss: 2.804 +2025-10-04 13:15:26,294 INFO Epoch 3 Batch 1099 LR : 0.00001 Top1 Acc.: 88.188 CLS Loss: 0.429 Mixup Loss: 1.820 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.546 Tot. Loss: 2.795 +2025-10-04 13:17:48,576 INFO Epoch 3 Batch 1199 LR : 0.00001 Top1 Acc.: 87.281 CLS Loss: 0.473 Mixup Loss: 1.860 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.606 Tot. Loss: 2.938 +2025-10-04 13:20:11,915 INFO Epoch 3 Batch 1299 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.427 Mixup Loss: 1.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 2.784 +2025-10-04 13:22:34,260 INFO Epoch 3 Batch 1399 LR : 0.00001 Top1 Acc.: 88.844 CLS Loss: 0.432 Mixup Loss: 1.794 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.545 Tot. Loss: 2.770 +2025-10-04 13:24:56,716 INFO Epoch 3 Batch 1499 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.425 Mixup Loss: 1.810 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.556 Tot. Loss: 2.791 +2025-10-04 13:27:19,860 INFO Epoch 3 Batch 1599 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.447 Mixup Loss: 1.809 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.590 Tot. Loss: 2.846 +2025-10-04 13:29:42,257 INFO Epoch 3 Batch 1699 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.440 Mixup Loss: 1.805 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.553 Tot. Loss: 2.798 +2025-10-04 13:32:05,358 INFO Epoch 3 Batch 1799 LR : 0.00001 Top1 Acc.: 89.531 CLS Loss: 0.395 Mixup Loss: 1.766 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.681 +2025-10-04 13:34:27,798 INFO Epoch 3 Batch 1899 LR : 0.00001 Top1 Acc.: 88.219 CLS Loss: 0.418 Mixup Loss: 1.753 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.709 +2025-10-04 13:36:50,053 INFO Epoch 3 Batch 1999 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.394 Mixup Loss: 1.777 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.683 +2025-10-04 13:39:12,801 INFO Epoch 3 Batch 2099 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.407 Mixup Loss: 1.757 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.533 Tot. Loss: 2.697 +2025-10-04 13:41:35,082 INFO Epoch 3 Batch 2199 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.410 Mixup Loss: 1.746 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.537 Tot. Loss: 2.693 +2025-10-04 13:43:58,165 INFO Epoch 3 Batch 2299 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.438 Mixup Loss: 1.795 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.576 Tot. Loss: 2.810 +2025-10-04 13:46:20,454 INFO Epoch 3 Batch 2399 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.401 Mixup Loss: 1.727 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.666 +2025-10-04 13:48:42,889 INFO Epoch 3 Batch 2499 LR : 0.00001 Top1 Acc.: 88.531 CLS Loss: 0.438 Mixup Loss: 1.779 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.572 Tot. Loss: 2.789 +2025-10-04 13:51:06,010 INFO Epoch 3 Batch 2599 LR : 0.00001 Top1 Acc.: 88.500 CLS Loss: 0.422 Mixup Loss: 1.749 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.542 Tot. Loss: 2.714 +2025-10-04 13:53:28,358 INFO Epoch 3 Batch 2699 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.388 Mixup Loss: 1.738 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.645 +2025-10-04 13:55:51,280 INFO Epoch 3 Batch 2799 LR : 0.00001 Top1 Acc.: 89.719 CLS Loss: 0.390 Mixup Loss: 1.708 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.518 Tot. Loss: 2.616 +2025-10-04 13:58:13,565 INFO Epoch 3 Batch 2899 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.410 Mixup Loss: 1.725 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.526 Tot. Loss: 2.661 +2025-10-04 14:00:35,857 INFO Epoch 3 Batch 2999 LR : 0.00001 Top1 Acc.: 88.656 CLS Loss: 0.425 Mixup Loss: 1.716 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.538 Tot. Loss: 2.679 +2025-10-04 14:02:58,682 INFO Epoch 3 Batch 3099 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.388 Mixup Loss: 1.672 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 2.556 +2025-10-04 14:05:21,281 INFO Epoch 3 Batch 3199 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.388 Mixup Loss: 1.703 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.495 Tot. Loss: 2.586 +2025-10-04 14:07:44,199 INFO Epoch 3 Batch 3299 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.403 Mixup Loss: 1.699 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.623 +2025-10-04 14:10:06,420 INFO Epoch 3 Batch 3399 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.397 Mixup Loss: 1.684 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.513 Tot. Loss: 2.594 +2025-10-04 14:12:28,971 INFO Epoch 3 Batch 3499 LR : 0.00001 Top1 Acc.: 88.750 CLS Loss: 0.408 Mixup Loss: 1.727 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.543 Tot. Loss: 2.678 +2025-10-04 14:14:51,909 INFO Epoch 3 Batch 3599 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.387 Mixup Loss: 1.693 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.493 Tot. Loss: 2.573 +2025-10-04 14:17:14,189 INFO Epoch 3 Batch 3699 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.388 Mixup Loss: 1.651 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 2.544 +2025-10-04 14:19:37,085 INFO Epoch 3 Batch 3799 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.399 Mixup Loss: 1.695 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.526 Tot. Loss: 2.621 +2025-10-04 14:21:59,170 INFO Epoch 3 Batch 3899 LR : 0.00001 Top1 Acc.: 89.625 CLS Loss: 0.392 Mixup Loss: 1.689 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.609 +2025-10-04 14:24:21,573 INFO Epoch 3 Batch 3999 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.398 Mixup Loss: 1.675 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.533 Tot. Loss: 2.606 +2025-10-04 14:26:44,280 INFO Epoch 3 Batch 4099 LR : 0.00001 Top1 Acc.: 89.469 CLS Loss: 0.396 Mixup Loss: 1.671 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 2.577 +2025-10-04 14:29:06,647 INFO Epoch 3 Batch 4199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.388 Mixup Loss: 1.633 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.519 Tot. Loss: 2.540 +2025-10-04 14:31:29,283 INFO Epoch 3 Batch 4299 LR : 0.00001 Top1 Acc.: 88.781 CLS Loss: 0.400 Mixup Loss: 1.650 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.513 Tot. Loss: 2.563 +2025-10-04 14:33:51,278 INFO Epoch 3 Batch 4399 LR : 0.00001 Top1 Acc.: 88.969 CLS Loss: 0.397 Mixup Loss: 1.613 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.511 Tot. Loss: 2.521 +2025-10-04 14:36:13,663 INFO Epoch 3 Batch 4499 LR : 0.00001 Top1 Acc.: 89.562 CLS Loss: 0.382 Mixup Loss: 1.621 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.491 Tot. Loss: 2.494 +2025-10-04 14:38:36,369 INFO Epoch 3 Batch 4599 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.361 Mixup Loss: 1.628 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.489 Tot. Loss: 2.478 +2025-10-04 14:40:59,106 INFO Epoch 3 Batch 4699 LR : 0.00001 Top1 Acc.: 89.375 CLS Loss: 0.396 Mixup Loss: 1.671 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.522 Tot. Loss: 2.589 +2025-10-04 14:43:22,513 INFO Epoch 3 Batch 4799 LR : 0.00001 Top1 Acc.: 89.656 CLS Loss: 0.369 Mixup Loss: 1.618 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.494 Tot. Loss: 2.481 +2025-10-04 14:45:44,980 INFO Epoch 3 Batch 4899 LR : 0.00001 Top1 Acc.: 88.625 CLS Loss: 0.409 Mixup Loss: 1.644 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.540 Tot. Loss: 2.592 +2025-10-04 14:48:07,622 INFO Epoch 3 Batch 4999 LR : 0.00001 Top1 Acc.: 90.125 CLS Loss: 0.366 Mixup Loss: 1.610 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 2.453 +2025-10-04 14:50:35,488 INFO ################## + ---> Validation Epoch 3 (Original Model) Acc.: 87.176 FPR: 59.888 AUROC: 87.488 AUPR: 49.466 AURC: 28.109 EAURC: 19.510 AUPR Succ.: 97.824 ECE: 1.577 NLL: 4.626 Brier: 19.070 +2025-10-04 14:52:49,855 INFO ################## + ---> Validation Epoch 3 (EMA Model) Acc.: 87.116 FPR: 59.640 AUROC: 87.503 AUPR: 49.554 AURC: 28.299 EAURC: 19.618 AUPR Succ.: 97.811 ECE: 1.887 NLL: 4.678 Brier: 19.146 +2025-10-04 14:52:49,861 INFO Original Model Accuracy improved from 86.17 to 87.18!!! +2025-10-04 14:52:51,102 INFO EMA Model Accuracy improved from 86.24 to 87.12!!! +2025-10-04 14:52:52,430 INFO ####### --- Training Epoch 4 --- ####### +2025-10-04 14:56:22,799 INFO Epoch 4 Batch 99 LR : 0.00001 Top1 Acc.: 89.844 CLS Loss: 0.371 Mixup Loss: 1.614 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.490 Tot. Loss: 2.475 +2025-10-04 14:58:44,374 INFO Epoch 4 Batch 199 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.352 Mixup Loss: 1.628 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.472 Tot. Loss: 2.453 +2025-10-04 15:01:06,526 INFO Epoch 4 Batch 299 LR : 0.00001 Top1 Acc.: 89.000 CLS Loss: 0.395 Mixup Loss: 1.642 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.534 Tot. Loss: 2.571 +2025-10-04 15:03:28,497 INFO Epoch 4 Batch 399 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.370 Mixup Loss: 1.595 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.479 Tot. Loss: 2.444 +2025-10-04 15:05:51,226 INFO Epoch 4 Batch 499 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.387 Mixup Loss: 1.625 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.512 Tot. Loss: 2.525 +2025-10-04 15:08:13,384 INFO Epoch 4 Batch 599 LR : 0.00001 Top1 Acc.: 89.156 CLS Loss: 0.406 Mixup Loss: 1.631 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.527 Tot. Loss: 2.565 +2025-10-04 15:10:35,788 INFO Epoch 4 Batch 699 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.377 Mixup Loss: 1.600 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.481 Tot. Loss: 2.458 +2025-10-04 15:12:58,317 INFO Epoch 4 Batch 799 LR : 0.00001 Top1 Acc.: 89.312 CLS Loss: 0.380 Mixup Loss: 1.608 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.481 +2025-10-04 15:15:20,595 INFO Epoch 4 Batch 899 LR : 0.00001 Top1 Acc.: 89.250 CLS Loss: 0.349 Mixup Loss: 1.629 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.487 Tot. Loss: 2.464 +2025-10-04 15:17:43,177 INFO Epoch 4 Batch 999 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.362 Mixup Loss: 1.555 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 2.387 +2025-10-04 15:20:05,377 INFO Epoch 4 Batch 1099 LR : 0.00001 Top1 Acc.: 89.344 CLS Loss: 0.361 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.403 +2025-10-04 15:22:27,690 INFO Epoch 4 Batch 1199 LR : 0.00001 Top1 Acc.: 89.094 CLS Loss: 0.397 Mixup Loss: 1.612 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.509 Tot. Loss: 2.517 +2025-10-04 15:24:50,652 INFO Epoch 4 Batch 1299 LR : 0.00001 Top1 Acc.: 89.688 CLS Loss: 0.352 Mixup Loss: 1.570 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.390 +2025-10-04 15:27:12,920 INFO Epoch 4 Batch 1399 LR : 0.00001 Top1 Acc.: 90.219 CLS Loss: 0.361 Mixup Loss: 1.577 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.407 +2025-10-04 15:29:35,588 INFO Epoch 4 Batch 1499 LR : 0.00001 Top1 Acc.: 90.156 CLS Loss: 0.361 Mixup Loss: 1.580 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 2.437 +2025-10-04 15:31:57,946 INFO Epoch 4 Batch 1599 LR : 0.00001 Top1 Acc.: 89.750 CLS Loss: 0.381 Mixup Loss: 1.581 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.492 Tot. Loss: 2.453 +2025-10-04 15:34:20,623 INFO Epoch 4 Batch 1699 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.375 Mixup Loss: 1.592 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.496 Tot. Loss: 2.462 +2025-10-04 15:36:43,443 INFO Epoch 4 Batch 1799 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.334 Mixup Loss: 1.555 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.351 +2025-10-04 15:39:05,761 INFO Epoch 4 Batch 1899 LR : 0.00001 Top1 Acc.: 89.438 CLS Loss: 0.352 Mixup Loss: 1.566 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.377 +2025-10-04 15:41:28,838 INFO Epoch 4 Batch 1999 LR : 0.00001 Top1 Acc.: 90.562 CLS Loss: 0.331 Mixup Loss: 1.564 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.335 +2025-10-04 15:43:51,306 INFO Epoch 4 Batch 2099 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.343 Mixup Loss: 1.540 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.458 Tot. Loss: 2.340 +2025-10-04 15:46:14,214 INFO Epoch 4 Batch 2199 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.350 Mixup Loss: 1.552 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.363 +2025-10-04 15:48:37,327 INFO Epoch 4 Batch 2299 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.377 Mixup Loss: 1.567 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.506 Tot. Loss: 2.450 +2025-10-04 15:50:59,868 INFO Epoch 4 Batch 2399 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.339 Mixup Loss: 1.548 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.451 Tot. Loss: 2.338 +2025-10-04 15:53:23,360 INFO Epoch 4 Batch 2499 LR : 0.00001 Top1 Acc.: 89.875 CLS Loss: 0.380 Mixup Loss: 1.575 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.497 Tot. Loss: 2.452 +2025-10-04 15:55:45,650 INFO Epoch 4 Batch 2599 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.360 Mixup Loss: 1.555 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.480 Tot. Loss: 2.396 +2025-10-04 15:58:08,005 INFO Epoch 4 Batch 2699 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.332 Mixup Loss: 1.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.442 Tot. Loss: 2.315 +2025-10-04 16:00:30,734 INFO Epoch 4 Batch 2799 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.335 Mixup Loss: 1.524 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.467 Tot. Loss: 2.326 +2025-10-04 16:02:53,010 INFO Epoch 4 Batch 2899 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.356 Mixup Loss: 1.564 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.381 +2025-10-04 16:05:15,897 INFO Epoch 4 Batch 2999 LR : 0.00001 Top1 Acc.: 90.000 CLS Loss: 0.369 Mixup Loss: 1.542 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.486 Tot. Loss: 2.398 +2025-10-04 16:07:38,137 INFO Epoch 4 Batch 3099 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.334 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.449 Tot. Loss: 2.295 +2025-10-04 16:10:00,729 INFO Epoch 4 Batch 3199 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.335 Mixup Loss: 1.530 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 2.320 +2025-10-04 16:12:23,574 INFO Epoch 4 Batch 3299 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.348 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.453 Tot. Loss: 2.323 +2025-10-04 16:14:46,242 INFO Epoch 4 Batch 3399 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.342 Mixup Loss: 1.506 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.298 +2025-10-04 16:17:09,359 INFO Epoch 4 Batch 3499 LR : 0.00001 Top1 Acc.: 90.031 CLS Loss: 0.352 Mixup Loss: 1.532 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.360 +2025-10-04 16:19:31,837 INFO Epoch 4 Batch 3599 LR : 0.00001 Top1 Acc.: 90.250 CLS Loss: 0.335 Mixup Loss: 1.526 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.318 +2025-10-04 16:21:54,152 INFO Epoch 4 Batch 3699 LR : 0.00001 Top1 Acc.: 90.625 CLS Loss: 0.339 Mixup Loss: 1.522 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.303 +2025-10-04 16:24:17,138 INFO Epoch 4 Batch 3799 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.350 Mixup Loss: 1.526 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.323 +2025-10-04 16:26:39,709 INFO Epoch 4 Batch 3899 LR : 0.00001 Top1 Acc.: 90.812 CLS Loss: 0.344 Mixup Loss: 1.536 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.476 Tot. Loss: 2.357 +2025-10-04 16:29:02,984 INFO Epoch 4 Batch 3999 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.351 Mixup Loss: 1.530 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.469 Tot. Loss: 2.350 +2025-10-04 16:31:25,440 INFO Epoch 4 Batch 4099 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.344 Mixup Loss: 1.521 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.450 Tot. Loss: 2.315 +2025-10-04 16:33:47,922 INFO Epoch 4 Batch 4199 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.343 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.455 Tot. Loss: 2.311 +2025-10-04 16:36:10,714 INFO Epoch 4 Batch 4299 LR : 0.00001 Top1 Acc.: 89.781 CLS Loss: 0.353 Mixup Loss: 1.520 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.334 +2025-10-04 16:38:33,175 INFO Epoch 4 Batch 4399 LR : 0.00001 Top1 Acc.: 89.812 CLS Loss: 0.349 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.273 +2025-10-04 16:40:56,038 INFO Epoch 4 Batch 4499 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.336 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 2.268 +2025-10-04 16:43:18,118 INFO Epoch 4 Batch 4599 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.316 Mixup Loss: 1.510 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.441 Tot. Loss: 2.268 +2025-10-04 16:45:40,427 INFO Epoch 4 Batch 4699 LR : 0.00001 Top1 Acc.: 90.406 CLS Loss: 0.349 Mixup Loss: 1.525 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.461 Tot. Loss: 2.335 +2025-10-04 16:48:03,260 INFO Epoch 4 Batch 4799 LR : 0.00001 Top1 Acc.: 90.656 CLS Loss: 0.326 Mixup Loss: 1.493 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.256 +2025-10-04 16:50:25,690 INFO Epoch 4 Batch 4899 LR : 0.00001 Top1 Acc.: 89.906 CLS Loss: 0.362 Mixup Loss: 1.513 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.459 Tot. Loss: 2.333 +2025-10-04 16:52:48,791 INFO Epoch 4 Batch 4999 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.320 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.222 +2025-10-04 16:55:16,040 INFO ################## + ---> Validation Epoch 4 (Original Model) Acc.: 87.568 FPR: 58.076 AUROC: 87.920 AUPR: 49.413 AURC: 26.245 EAURC: 18.176 AUPR Succ.: 97.980 ECE: 0.947 NLL: 4.366 Brier: 18.349 +2025-10-04 16:57:30,064 INFO ################## + ---> Validation Epoch 4 (EMA Model) Acc.: 87.460 FPR: 58.246 AUROC: 87.820 AUPR: 49.813 AURC: 26.767 EAURC: 18.553 AUPR Succ.: 97.935 ECE: 1.217 NLL: 4.455 Brier: 18.529 +2025-10-04 16:57:30,070 INFO Original Model Accuracy improved from 87.18 to 87.57!!! +2025-10-04 16:57:31,224 INFO EMA Model Accuracy improved from 87.12 to 87.46!!! +2025-10-04 16:57:32,644 INFO ####### --- Training Epoch 5 --- ####### +2025-10-04 17:01:04,444 INFO Epoch 5 Batch 99 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.327 Mixup Loss: 1.480 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.465 Tot. Loss: 2.273 +2025-10-04 17:03:26,998 INFO Epoch 5 Batch 199 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.311 Mixup Loss: 1.478 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.199 +2025-10-04 17:05:49,062 INFO Epoch 5 Batch 299 LR : 0.00001 Top1 Acc.: 90.281 CLS Loss: 0.352 Mixup Loss: 1.528 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.342 +2025-10-04 17:08:11,390 INFO Epoch 5 Batch 399 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.330 Mixup Loss: 1.485 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.240 +2025-10-04 17:10:34,073 INFO Epoch 5 Batch 499 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.347 Mixup Loss: 1.514 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.477 Tot. Loss: 2.338 +2025-10-04 17:12:56,268 INFO Epoch 5 Batch 599 LR : 0.00001 Top1 Acc.: 89.969 CLS Loss: 0.365 Mixup Loss: 1.501 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.462 Tot. Loss: 2.328 +2025-10-04 17:15:19,521 INFO Epoch 5 Batch 699 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.337 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.454 Tot. Loss: 2.274 +2025-10-04 17:17:41,748 INFO Epoch 5 Batch 799 LR : 0.00001 Top1 Acc.: 90.531 CLS Loss: 0.340 Mixup Loss: 1.492 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.436 Tot. Loss: 2.268 +2025-10-04 17:20:04,236 INFO Epoch 5 Batch 899 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.311 Mixup Loss: 1.483 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.422 Tot. Loss: 2.216 +2025-10-04 17:22:27,211 INFO Epoch 5 Batch 999 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.322 Mixup Loss: 1.466 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.426 Tot. Loss: 2.214 +2025-10-04 17:24:49,635 INFO Epoch 5 Batch 1099 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.325 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.226 +2025-10-04 17:27:12,921 INFO Epoch 5 Batch 1199 LR : 0.00001 Top1 Acc.: 90.062 CLS Loss: 0.355 Mixup Loss: 1.503 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.478 Tot. Loss: 2.336 +2025-10-04 17:29:35,201 INFO Epoch 5 Batch 1299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.311 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.177 +2025-10-04 17:31:57,654 INFO Epoch 5 Batch 1399 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.324 Mixup Loss: 1.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.430 Tot. Loss: 2.211 +2025-10-04 17:34:20,674 INFO Epoch 5 Batch 1499 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.326 Mixup Loss: 1.456 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.456 Tot. Loss: 2.238 +2025-10-04 17:36:43,291 INFO Epoch 5 Batch 1599 LR : 0.00001 Top1 Acc.: 90.500 CLS Loss: 0.341 Mixup Loss: 1.486 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.285 +2025-10-04 17:39:06,733 INFO Epoch 5 Batch 1699 LR : 0.00001 Top1 Acc.: 91.250 CLS Loss: 0.337 Mixup Loss: 1.477 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 2.258 +2025-10-04 17:41:28,977 INFO Epoch 5 Batch 1799 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.298 Mixup Loss: 1.468 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.419 Tot. Loss: 2.185 +2025-10-04 17:43:51,523 INFO Epoch 5 Batch 1899 LR : 0.00001 Top1 Acc.: 90.469 CLS Loss: 0.317 Mixup Loss: 1.455 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.443 Tot. Loss: 2.215 +2025-10-04 17:46:14,757 INFO Epoch 5 Batch 1999 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.295 Mixup Loss: 1.463 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.400 Tot. Loss: 2.158 +2025-10-04 17:48:37,112 INFO Epoch 5 Batch 2099 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.307 Mixup Loss: 1.460 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.173 +2025-10-04 17:51:00,413 INFO Epoch 5 Batch 2199 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.313 Mixup Loss: 1.457 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.190 +2025-10-04 17:53:22,792 INFO Epoch 5 Batch 2299 LR : 0.00001 Top1 Acc.: 90.594 CLS Loss: 0.340 Mixup Loss: 1.487 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.444 Tot. Loss: 2.271 +2025-10-04 17:55:45,246 INFO Epoch 5 Batch 2399 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.302 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.157 +2025-10-04 17:58:08,297 INFO Epoch 5 Batch 2499 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.342 Mixup Loss: 1.495 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.457 Tot. Loss: 2.295 +2025-10-04 18:00:30,700 INFO Epoch 5 Batch 2599 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.326 Mixup Loss: 1.473 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.438 Tot. Loss: 2.237 +2025-10-04 18:02:53,851 INFO Epoch 5 Batch 2699 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.296 Mixup Loss: 1.464 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.420 Tot. Loss: 2.181 +2025-10-04 18:05:15,992 INFO Epoch 5 Batch 2799 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.299 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.172 +2025-10-04 18:07:38,481 INFO Epoch 5 Batch 2899 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.322 Mixup Loss: 1.459 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.208 +2025-10-04 18:10:01,677 INFO Epoch 5 Batch 2999 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.334 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.470 Tot. Loss: 2.257 +2025-10-04 18:12:24,028 INFO Epoch 5 Batch 3099 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.302 Mixup Loss: 1.427 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.139 +2025-10-04 18:14:47,556 INFO Epoch 5 Batch 3199 LR : 0.00001 Top1 Acc.: 91.125 CLS Loss: 0.304 Mixup Loss: 1.448 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.171 +2025-10-04 18:17:09,954 INFO Epoch 5 Batch 3299 LR : 0.00001 Top1 Acc.: 91.406 CLS Loss: 0.311 Mixup Loss: 1.432 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.432 Tot. Loss: 2.175 +2025-10-04 18:19:32,713 INFO Epoch 5 Batch 3399 LR : 0.00001 Top1 Acc.: 91.469 CLS Loss: 0.310 Mixup Loss: 1.426 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.412 Tot. Loss: 2.148 +2025-10-04 18:21:55,798 INFO Epoch 5 Batch 3499 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.318 Mixup Loss: 1.479 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.224 +2025-10-04 18:24:18,208 INFO Epoch 5 Batch 3599 LR : 0.00001 Top1 Acc.: 91.188 CLS Loss: 0.301 Mixup Loss: 1.442 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.176 +2025-10-04 18:26:41,734 INFO Epoch 5 Batch 3699 LR : 0.00001 Top1 Acc.: 91.375 CLS Loss: 0.303 Mixup Loss: 1.395 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.413 Tot. Loss: 2.111 +2025-10-04 18:29:04,025 INFO Epoch 5 Batch 3799 LR : 0.00001 Top1 Acc.: 90.750 CLS Loss: 0.319 Mixup Loss: 1.454 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.429 Tot. Loss: 2.202 +2025-10-04 18:31:26,786 INFO Epoch 5 Batch 3899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.316 Mixup Loss: 1.439 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.170 +2025-10-04 18:33:49,429 INFO Epoch 5 Batch 3999 LR : 0.00001 Top1 Acc.: 91.438 CLS Loss: 0.316 Mixup Loss: 1.435 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.417 Tot. Loss: 2.169 +2025-10-04 18:36:11,796 INFO Epoch 5 Batch 4099 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.312 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.169 +2025-10-04 18:38:34,981 INFO Epoch 5 Batch 4199 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.314 Mixup Loss: 1.416 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.157 +2025-10-04 18:40:57,248 INFO Epoch 5 Batch 4299 LR : 0.00001 Top1 Acc.: 90.312 CLS Loss: 0.320 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.423 Tot. Loss: 2.181 +2025-10-04 18:43:20,725 INFO Epoch 5 Batch 4399 LR : 0.00001 Top1 Acc.: 90.688 CLS Loss: 0.312 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.412 Tot. Loss: 2.148 +2025-10-04 18:45:43,491 INFO Epoch 5 Batch 4499 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.307 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.427 Tot. Loss: 2.141 +2025-10-04 18:48:06,012 INFO Epoch 5 Batch 4599 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.287 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.091 +2025-10-04 18:50:29,199 INFO Epoch 5 Batch 4699 LR : 0.00001 Top1 Acc.: 91.062 CLS Loss: 0.317 Mixup Loss: 1.431 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.166 +2025-10-04 18:52:51,897 INFO Epoch 5 Batch 4799 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.297 Mixup Loss: 1.423 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.121 +2025-10-04 18:55:15,500 INFO Epoch 5 Batch 4899 LR : 0.00001 Top1 Acc.: 90.375 CLS Loss: 0.332 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.446 Tot. Loss: 2.224 +2025-10-04 18:57:37,550 INFO Epoch 5 Batch 4999 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.295 Mixup Loss: 1.412 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.109 +2025-10-04 19:00:04,177 INFO ################## + ---> Validation Epoch 5 (Original Model) Acc.: 87.874 FPR: 57.579 AUROC: 88.135 AUPR: 49.283 AURC: 25.029 EAURC: 17.361 AUPR Succ.: 98.076 ECE: 0.736 NLL: 4.220 Brier: 17.897 +2025-10-04 19:02:14,837 INFO ################## + ---> Validation Epoch 5 (EMA Model) Acc.: 87.762 FPR: 57.853 AUROC: 87.987 AUPR: 49.372 AURC: 25.621 EAURC: 17.807 AUPR Succ.: 98.024 ECE: 0.950 NLL: 4.305 Brier: 18.091 +2025-10-04 19:02:14,843 INFO Original Model Accuracy improved from 87.57 to 87.87!!! +2025-10-04 19:02:16,156 INFO EMA Model Accuracy improved from 87.46 to 87.76!!! +2025-10-04 19:02:17,521 INFO ####### --- Training Epoch 6 --- ####### +2025-10-04 19:05:46,997 INFO Epoch 6 Batch 99 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.298 Mixup Loss: 1.421 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.116 +2025-10-04 19:08:09,253 INFO Epoch 6 Batch 199 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.282 Mixup Loss: 1.393 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.068 +2025-10-04 19:10:31,069 INFO Epoch 6 Batch 299 LR : 0.00001 Top1 Acc.: 90.781 CLS Loss: 0.321 Mixup Loss: 1.462 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.431 Tot. Loss: 2.213 +2025-10-04 19:12:53,924 INFO Epoch 6 Batch 399 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.299 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.107 +2025-10-04 19:15:16,026 INFO Epoch 6 Batch 499 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.317 Mixup Loss: 1.450 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.414 Tot. Loss: 2.181 +2025-10-04 19:17:38,468 INFO Epoch 6 Batch 599 LR : 0.00001 Top1 Acc.: 90.844 CLS Loss: 0.334 Mixup Loss: 1.446 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.445 Tot. Loss: 2.226 +2025-10-04 19:20:01,210 INFO Epoch 6 Batch 699 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.308 Mixup Loss: 1.436 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.151 +2025-10-04 19:22:23,541 INFO Epoch 6 Batch 799 LR : 0.00001 Top1 Acc.: 91.219 CLS Loss: 0.309 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.408 Tot. Loss: 2.118 +2025-10-04 19:24:46,926 INFO Epoch 6 Batch 899 LR : 0.00001 Top1 Acc.: 90.969 CLS Loss: 0.284 Mixup Loss: 1.420 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.100 +2025-10-04 19:27:09,219 INFO Epoch 6 Batch 999 LR : 0.00001 Top1 Acc.: 91.344 CLS Loss: 0.297 Mixup Loss: 1.398 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.088 +2025-10-04 19:29:31,712 INFO Epoch 6 Batch 1099 LR : 0.00001 Top1 Acc.: 91.094 CLS Loss: 0.299 Mixup Loss: 1.390 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 2.085 +2025-10-04 19:31:54,539 INFO Epoch 6 Batch 1199 LR : 0.00001 Top1 Acc.: 90.906 CLS Loss: 0.325 Mixup Loss: 1.437 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.433 Tot. Loss: 2.194 +2025-10-04 19:34:16,848 INFO Epoch 6 Batch 1299 LR : 0.00001 Top1 Acc.: 91.719 CLS Loss: 0.288 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 2.059 +2025-10-04 19:36:39,945 INFO Epoch 6 Batch 1399 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.296 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.405 Tot. Loss: 2.115 +2025-10-04 19:39:02,007 INFO Epoch 6 Batch 1499 LR : 0.00001 Top1 Acc.: 91.750 CLS Loss: 0.299 Mixup Loss: 1.406 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 2.108 +2025-10-04 19:41:24,278 INFO Epoch 6 Batch 1599 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.315 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.421 Tot. Loss: 2.149 +2025-10-04 19:43:47,121 INFO Epoch 6 Batch 1699 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.312 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.132 +2025-10-04 19:46:09,469 INFO Epoch 6 Batch 1799 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.273 Mixup Loss: 1.374 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.023 +2025-10-04 19:48:32,503 INFO Epoch 6 Batch 1899 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.287 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.395 Tot. Loss: 2.074 +2025-10-04 19:50:54,833 INFO Epoch 6 Batch 1999 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.268 Mixup Loss: 1.377 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 2.021 +2025-10-04 19:53:17,256 INFO Epoch 6 Batch 2099 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.282 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 2.046 +2025-10-04 19:55:40,366 INFO Epoch 6 Batch 2199 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.287 Mixup Loss: 1.400 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 2.059 +2025-10-04 19:58:02,769 INFO Epoch 6 Batch 2299 LR : 0.00001 Top1 Acc.: 91.000 CLS Loss: 0.313 Mixup Loss: 1.428 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.418 Tot. Loss: 2.159 +2025-10-04 20:00:25,890 INFO Epoch 6 Batch 2399 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.278 Mixup Loss: 1.398 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.059 +2025-10-04 20:02:48,141 INFO Epoch 6 Batch 2499 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.316 Mixup Loss: 1.413 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.424 Tot. Loss: 2.153 +2025-10-04 20:05:10,637 INFO Epoch 6 Batch 2599 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.297 Mixup Loss: 1.392 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.082 +2025-10-04 20:07:33,842 INFO Epoch 6 Batch 2699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.273 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 2.048 +2025-10-04 20:09:56,116 INFO Epoch 6 Batch 2799 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.276 Mixup Loss: 1.379 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 2.027 +2025-10-04 20:12:18,972 INFO Epoch 6 Batch 2899 LR : 0.00001 Top1 Acc.: 91.312 CLS Loss: 0.298 Mixup Loss: 1.402 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.410 Tot. Loss: 2.110 +2025-10-04 20:14:41,079 INFO Epoch 6 Batch 2999 LR : 0.00001 Top1 Acc.: 91.656 CLS Loss: 0.308 Mixup Loss: 1.403 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.440 Tot. Loss: 2.151 +2025-10-04 20:17:03,942 INFO Epoch 6 Batch 3099 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.275 Mixup Loss: 1.367 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.019 +2025-10-04 20:19:26,683 INFO Epoch 6 Batch 3199 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.280 Mixup Loss: 1.386 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.401 Tot. Loss: 2.067 +2025-10-04 20:21:48,868 INFO Epoch 6 Batch 3299 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.284 Mixup Loss: 1.405 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.091 +2025-10-04 20:24:12,365 INFO Epoch 6 Batch 3399 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.285 Mixup Loss: 1.357 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.036 +2025-10-04 20:26:34,911 INFO Epoch 6 Batch 3499 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.292 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.064 +2025-10-04 20:28:58,560 INFO Epoch 6 Batch 3599 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.276 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.374 Tot. Loss: 2.038 +2025-10-04 20:31:20,822 INFO Epoch 6 Batch 3699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.280 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.389 Tot. Loss: 2.029 +2025-10-04 20:33:43,266 INFO Epoch 6 Batch 3799 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.295 Mixup Loss: 1.394 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.377 Tot. Loss: 2.066 +2025-10-04 20:36:06,326 INFO Epoch 6 Batch 3899 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.293 Mixup Loss: 1.388 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.380 Tot. Loss: 2.061 +2025-10-04 20:38:28,766 INFO Epoch 6 Batch 3999 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.286 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.070 +2025-10-04 20:40:52,139 INFO Epoch 6 Batch 4099 LR : 0.00001 Top1 Acc.: 91.594 CLS Loss: 0.289 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.031 +2025-10-04 20:43:14,555 INFO Epoch 6 Batch 4199 LR : 0.00001 Top1 Acc.: 91.906 CLS Loss: 0.291 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.048 +2025-10-04 20:45:37,251 INFO Epoch 6 Batch 4299 LR : 0.00001 Top1 Acc.: 91.156 CLS Loss: 0.296 Mixup Loss: 1.385 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.406 Tot. Loss: 2.086 +2025-10-04 20:48:00,370 INFO Epoch 6 Batch 4399 LR : 0.00001 Top1 Acc.: 90.938 CLS Loss: 0.290 Mixup Loss: 1.371 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.043 +2025-10-04 20:50:22,745 INFO Epoch 6 Batch 4499 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.285 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.030 +2025-10-04 20:52:45,982 INFO Epoch 6 Batch 4599 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.262 Mixup Loss: 1.351 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.985 +2025-10-04 20:55:08,408 INFO Epoch 6 Batch 4699 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.292 Mixup Loss: 1.404 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.103 +2025-10-04 20:57:30,840 INFO Epoch 6 Batch 4799 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.274 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.998 +2025-10-04 20:59:53,891 INFO Epoch 6 Batch 4899 LR : 0.00001 Top1 Acc.: 91.031 CLS Loss: 0.307 Mixup Loss: 1.381 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.398 Tot. Loss: 2.087 +2025-10-04 21:02:15,971 INFO Epoch 6 Batch 4999 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.273 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 1.993 +2025-10-04 21:04:55,717 INFO ################## + ---> Validation Epoch 6 (Original Model) Acc.: 87.976 FPR: 56.271 AUROC: 88.491 AUPR: 50.599 AURC: 24.219 EAURC: 16.682 AUPR Succ.: 98.152 ECE: 0.633 NLL: 4.124 Brier: 17.582 +2025-10-04 21:07:06,392 INFO ################## + ---> Validation Epoch 6 (EMA Model) Acc.: 88.018 FPR: 57.620 AUROC: 88.130 AUPR: 49.033 AURC: 24.664 EAURC: 17.180 AUPR Succ.: 98.098 ECE: 0.883 NLL: 4.188 Brier: 17.732 +2025-10-04 21:07:06,399 INFO Original Model Accuracy improved from 87.87 to 87.98!!! +2025-10-04 21:07:07,709 INFO EMA Model Accuracy improved from 87.76 to 88.02!!! +2025-10-04 21:07:09,023 INFO ####### --- Training Epoch 7 --- ####### +2025-10-04 21:10:41,629 INFO Epoch 7 Batch 99 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.275 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.373 Tot. Loss: 1.997 +2025-10-04 21:13:03,228 INFO Epoch 7 Batch 199 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.260 Mixup Loss: 1.343 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.969 +2025-10-04 21:15:25,223 INFO Epoch 7 Batch 299 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.295 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.407 Tot. Loss: 2.102 +2025-10-04 21:17:47,687 INFO Epoch 7 Batch 399 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.278 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 2.037 +2025-10-04 21:20:09,967 INFO Epoch 7 Batch 499 LR : 0.00001 Top1 Acc.: 91.625 CLS Loss: 0.290 Mixup Loss: 1.401 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.093 +2025-10-04 21:22:33,288 INFO Epoch 7 Batch 599 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.311 Mixup Loss: 1.399 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.403 Tot. Loss: 2.113 +2025-10-04 21:24:55,695 INFO Epoch 7 Batch 699 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.288 Mixup Loss: 1.375 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.392 Tot. Loss: 2.055 +2025-10-04 21:27:18,302 INFO Epoch 7 Batch 799 LR : 0.00001 Top1 Acc.: 91.938 CLS Loss: 0.285 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.028 +2025-10-04 21:29:41,273 INFO Epoch 7 Batch 899 LR : 0.00001 Top1 Acc.: 91.781 CLS Loss: 0.261 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 2.000 +2025-10-04 21:32:03,934 INFO Epoch 7 Batch 999 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.276 Mixup Loss: 1.350 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.985 +2025-10-04 21:34:27,134 INFO Epoch 7 Batch 1099 LR : 0.00001 Top1 Acc.: 91.688 CLS Loss: 0.277 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.020 +2025-10-04 21:36:49,554 INFO Epoch 7 Batch 1199 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.302 Mixup Loss: 1.397 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.397 Tot. Loss: 2.096 +2025-10-04 21:39:12,130 INFO Epoch 7 Batch 1299 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.265 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.978 +2025-10-04 21:41:35,527 INFO Epoch 7 Batch 1399 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.277 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.015 +2025-10-04 21:43:57,898 INFO Epoch 7 Batch 1499 LR : 0.00001 Top1 Acc.: 92.281 CLS Loss: 0.279 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.381 Tot. Loss: 2.008 +2025-10-04 21:46:21,041 INFO Epoch 7 Batch 1599 LR : 0.00001 Top1 Acc.: 91.500 CLS Loss: 0.288 Mixup Loss: 1.360 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.385 Tot. Loss: 2.033 +2025-10-04 21:48:43,561 INFO Epoch 7 Batch 1699 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.290 Mixup Loss: 1.366 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.058 +2025-10-04 21:51:06,224 INFO Epoch 7 Batch 1799 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.253 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.972 +2025-10-04 21:53:29,122 INFO Epoch 7 Batch 1899 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.266 Mixup Loss: 1.355 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.379 Tot. Loss: 2.000 +2025-10-04 21:55:51,477 INFO Epoch 7 Batch 1999 LR : 0.00001 Top1 Acc.: 93.031 CLS Loss: 0.248 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.939 +2025-10-04 21:58:14,180 INFO Epoch 7 Batch 2099 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.260 Mixup Loss: 1.333 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.368 Tot. Loss: 1.962 +2025-10-04 22:00:36,583 INFO Epoch 7 Batch 2199 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.266 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.952 +2025-10-04 22:02:59,614 INFO Epoch 7 Batch 2299 LR : 0.00001 Top1 Acc.: 91.562 CLS Loss: 0.291 Mixup Loss: 1.380 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.062 +2025-10-04 22:05:22,067 INFO Epoch 7 Batch 2399 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.258 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.957 +2025-10-04 22:07:44,494 INFO Epoch 7 Batch 2499 LR : 0.00001 Top1 Acc.: 92.375 CLS Loss: 0.290 Mixup Loss: 1.364 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.049 +2025-10-04 22:10:07,699 INFO Epoch 7 Batch 2599 LR : 0.00001 Top1 Acc.: 91.875 CLS Loss: 0.275 Mixup Loss: 1.365 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 2.028 +2025-10-04 22:12:30,005 INFO Epoch 7 Batch 2699 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.256 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.376 Tot. Loss: 1.969 +2025-10-04 22:14:53,091 INFO Epoch 7 Batch 2799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.256 Mixup Loss: 1.341 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.953 +2025-10-04 22:17:15,684 INFO Epoch 7 Batch 2899 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.277 Mixup Loss: 1.349 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.994 +2025-10-04 22:19:38,082 INFO Epoch 7 Batch 2999 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.285 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.390 Tot. Loss: 2.016 +2025-10-04 22:22:01,193 INFO Epoch 7 Batch 3099 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.255 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.924 +2025-10-04 22:24:23,450 INFO Epoch 7 Batch 3199 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.257 Mixup Loss: 1.344 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.952 +2025-10-04 22:26:46,365 INFO Epoch 7 Batch 3299 LR : 0.00001 Top1 Acc.: 92.219 CLS Loss: 0.261 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.980 +2025-10-04 22:29:08,594 INFO Epoch 7 Batch 3399 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.264 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.932 +2025-10-04 22:31:31,008 INFO Epoch 7 Batch 3499 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.268 Mixup Loss: 1.346 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.363 Tot. Loss: 1.978 +2025-10-04 22:33:53,754 INFO Epoch 7 Batch 3599 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.255 Mixup Loss: 1.354 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.974 +2025-10-04 22:36:16,142 INFO Epoch 7 Batch 3699 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.259 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.942 +2025-10-04 22:38:39,323 INFO Epoch 7 Batch 3799 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.277 Mixup Loss: 1.347 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.393 Tot. Loss: 2.017 +2025-10-04 22:41:01,974 INFO Epoch 7 Batch 3899 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.271 Mixup Loss: 1.339 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.371 Tot. Loss: 1.981 +2025-10-04 22:43:24,629 INFO Epoch 7 Batch 3999 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.263 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.384 Tot. Loss: 1.996 +2025-10-04 22:45:47,191 INFO Epoch 7 Batch 4099 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.268 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.366 Tot. Loss: 1.965 +2025-10-04 22:48:09,268 INFO Epoch 7 Batch 4199 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.269 Mixup Loss: 1.353 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 2.005 +2025-10-04 22:50:32,651 INFO Epoch 7 Batch 4299 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.278 Mixup Loss: 1.321 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.963 +2025-10-04 22:52:55,105 INFO Epoch 7 Batch 4399 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.270 Mixup Loss: 1.322 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.378 Tot. Loss: 1.970 +2025-10-04 22:55:17,820 INFO Epoch 7 Batch 4499 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.264 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.944 +2025-10-04 22:57:40,734 INFO Epoch 7 Batch 4599 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.242 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.890 +2025-10-04 23:00:03,160 INFO Epoch 7 Batch 4699 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.271 Mixup Loss: 1.348 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.387 Tot. Loss: 2.006 +2025-10-04 23:02:26,285 INFO Epoch 7 Batch 4799 LR : 0.00001 Top1 Acc.: 92.469 CLS Loss: 0.254 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.926 +2025-10-04 23:04:48,787 INFO Epoch 7 Batch 4899 LR : 0.00001 Top1 Acc.: 91.531 CLS Loss: 0.286 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.402 Tot. Loss: 2.019 +2025-10-04 23:07:11,100 INFO Epoch 7 Batch 4999 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.252 Mixup Loss: 1.317 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.916 +2025-10-04 23:09:38,050 INFO ################## + ---> Validation Epoch 7 (Original Model) Acc.: 88.100 FPR: 56.017 AUROC: 88.604 AUPR: 50.444 AURC: 23.724 EAURC: 16.345 AUPR Succ.: 98.191 ECE: 0.820 NLL: 4.066 Brier: 17.390 +2025-10-04 23:11:50,505 INFO ################## + ---> Validation Epoch 7 (EMA Model) Acc.: 88.184 FPR: 57.058 AUROC: 88.306 AUPR: 49.081 AURC: 23.934 EAURC: 16.660 AUPR Succ.: 98.158 ECE: 0.681 NLL: 4.102 Brier: 17.462 +2025-10-04 23:11:50,511 INFO Original Model Accuracy improved from 87.98 to 88.10!!! +2025-10-04 23:11:51,706 INFO EMA Model Accuracy improved from 88.02 to 88.18!!! +2025-10-04 23:11:53,199 INFO ####### --- Training Epoch 8 --- ####### +2025-10-04 23:15:26,457 INFO Epoch 8 Batch 99 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.257 Mixup Loss: 1.326 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.942 +2025-10-04 23:17:48,420 INFO Epoch 8 Batch 199 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.240 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.883 +2025-10-04 23:20:10,944 INFO Epoch 8 Batch 299 LR : 0.00001 Top1 Acc.: 92.094 CLS Loss: 0.275 Mixup Loss: 1.359 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.025 +2025-10-04 23:22:33,009 INFO Epoch 8 Batch 399 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.259 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.930 +2025-10-04 23:24:55,279 INFO Epoch 8 Batch 499 LR : 0.00001 Top1 Acc.: 92.344 CLS Loss: 0.271 Mixup Loss: 1.369 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.357 Tot. Loss: 1.997 +2025-10-04 23:27:18,365 INFO Epoch 8 Batch 599 LR : 0.00001 Top1 Acc.: 92.125 CLS Loss: 0.291 Mixup Loss: 1.358 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.394 Tot. Loss: 2.042 +2025-10-04 23:29:40,789 INFO Epoch 8 Batch 699 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.268 Mixup Loss: 1.345 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.369 Tot. Loss: 1.983 +2025-10-04 23:32:03,621 INFO Epoch 8 Batch 799 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.267 Mixup Loss: 1.335 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.367 Tot. Loss: 1.969 +2025-10-04 23:34:26,220 INFO Epoch 8 Batch 899 LR : 0.00001 Top1 Acc.: 92.062 CLS Loss: 0.243 Mixup Loss: 1.319 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.912 +2025-10-04 23:36:48,979 INFO Epoch 8 Batch 999 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.255 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.361 Tot. Loss: 1.911 +2025-10-04 23:39:11,633 INFO Epoch 8 Batch 1099 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.260 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.917 +2025-10-04 23:41:34,089 INFO Epoch 8 Batch 1199 LR : 0.00001 Top1 Acc.: 92.031 CLS Loss: 0.283 Mixup Loss: 1.361 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.391 Tot. Loss: 2.035 +2025-10-04 23:43:57,138 INFO Epoch 8 Batch 1299 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.247 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.875 +2025-10-04 23:46:19,491 INFO Epoch 8 Batch 1399 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.256 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.903 +2025-10-04 23:48:42,923 INFO Epoch 8 Batch 1499 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.264 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.948 +2025-10-04 23:51:05,335 INFO Epoch 8 Batch 1599 LR : 0.00001 Top1 Acc.: 91.969 CLS Loss: 0.270 Mixup Loss: 1.356 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.362 Tot. Loss: 1.988 +2025-10-04 23:53:27,830 INFO Epoch 8 Batch 1699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.270 Mixup Loss: 1.337 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.370 Tot. Loss: 1.978 +2025-10-04 23:55:51,221 INFO Epoch 8 Batch 1799 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.235 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.901 +2025-10-04 23:58:13,444 INFO Epoch 8 Batch 1899 LR : 0.00001 Top1 Acc.: 92.531 CLS Loss: 0.247 Mixup Loss: 1.314 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.912 +2025-10-05 00:00:36,777 INFO Epoch 8 Batch 1999 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.229 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.862 +2025-10-05 00:02:58,902 INFO Epoch 8 Batch 2099 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.242 Mixup Loss: 1.308 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.898 +2025-10-05 00:05:21,439 INFO Epoch 8 Batch 2199 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.251 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.912 +2025-10-05 00:07:44,532 INFO Epoch 8 Batch 2299 LR : 0.00001 Top1 Acc.: 92.000 CLS Loss: 0.273 Mixup Loss: 1.340 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.372 Tot. Loss: 1.984 +2025-10-05 00:10:06,939 INFO Epoch 8 Batch 2399 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.240 Mixup Loss: 1.298 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.883 +2025-10-05 00:12:30,371 INFO Epoch 8 Batch 2499 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.268 Mixup Loss: 1.331 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.365 Tot. Loss: 1.964 +2025-10-05 00:14:52,649 INFO Epoch 8 Batch 2599 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.254 Mixup Loss: 1.328 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.936 +2025-10-05 00:17:15,042 INFO Epoch 8 Batch 2699 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.240 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.893 +2025-10-05 00:19:38,007 INFO Epoch 8 Batch 2799 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.240 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.886 +2025-10-05 00:22:00,389 INFO Epoch 8 Batch 2899 LR : 0.00001 Top1 Acc.: 92.562 CLS Loss: 0.258 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.924 +2025-10-05 00:24:23,751 INFO Epoch 8 Batch 2999 LR : 0.00001 Top1 Acc.: 92.812 CLS Loss: 0.271 Mixup Loss: 1.327 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.973 +2025-10-05 00:26:46,059 INFO Epoch 8 Batch 3099 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.234 Mixup Loss: 1.295 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.867 +2025-10-05 00:29:08,390 INFO Epoch 8 Batch 3199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.240 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.890 +2025-10-05 00:31:31,325 INFO Epoch 8 Batch 3299 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.245 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.895 +2025-10-05 00:33:53,589 INFO Epoch 8 Batch 3399 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.250 Mixup Loss: 1.283 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.875 +2025-10-05 00:36:16,650 INFO Epoch 8 Batch 3499 LR : 0.00001 Top1 Acc.: 92.688 CLS Loss: 0.251 Mixup Loss: 1.306 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.906 +2025-10-05 00:38:39,007 INFO Epoch 8 Batch 3599 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.237 Mixup Loss: 1.315 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.346 Tot. Loss: 1.897 +2025-10-05 00:41:01,325 INFO Epoch 8 Batch 3699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.242 Mixup Loss: 1.297 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.349 Tot. Loss: 1.888 +2025-10-05 00:43:24,447 INFO Epoch 8 Batch 3799 LR : 0.00001 Top1 Acc.: 92.188 CLS Loss: 0.259 Mixup Loss: 1.325 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.364 Tot. Loss: 1.949 +2025-10-05 00:45:46,744 INFO Epoch 8 Batch 3899 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.256 Mixup Loss: 1.320 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.359 Tot. Loss: 1.935 +2025-10-05 00:48:09,712 INFO Epoch 8 Batch 3999 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.244 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.345 Tot. Loss: 1.881 +2025-10-05 00:50:32,094 INFO Epoch 8 Batch 4099 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.250 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.350 Tot. Loss: 1.878 +2025-10-05 00:52:54,772 INFO Epoch 8 Batch 4199 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.251 Mixup Loss: 1.289 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.887 +2025-10-05 00:55:17,926 INFO Epoch 8 Batch 4299 LR : 0.00001 Top1 Acc.: 92.438 CLS Loss: 0.260 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.921 +2025-10-05 00:57:40,463 INFO Epoch 8 Batch 4399 LR : 0.00001 Top1 Acc.: 92.312 CLS Loss: 0.250 Mixup Loss: 1.290 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.882 +2025-10-05 01:00:03,482 INFO Epoch 8 Batch 4499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.247 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.877 +2025-10-05 01:02:25,894 INFO Epoch 8 Batch 4599 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.227 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.816 +2025-10-05 01:04:48,474 INFO Epoch 8 Batch 4699 LR : 0.00001 Top1 Acc.: 92.750 CLS Loss: 0.254 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.917 +2025-10-05 01:07:11,207 INFO Epoch 8 Batch 4799 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.237 Mixup Loss: 1.294 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.324 Tot. Loss: 1.856 +2025-10-05 01:09:33,794 INFO Epoch 8 Batch 4899 LR : 0.00001 Top1 Acc.: 92.156 CLS Loss: 0.268 Mixup Loss: 1.318 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.375 Tot. Loss: 1.962 +2025-10-05 01:11:57,046 INFO Epoch 8 Batch 4999 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.234 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.843 +2025-10-05 01:14:24,991 INFO ################## + ---> Validation Epoch 8 (Original Model) Acc.: 88.264 FPR: 56.391 AUROC: 88.610 AUPR: 49.988 AURC: 23.246 EAURC: 16.073 AUPR Succ.: 98.224 ECE: 1.051 NLL: 4.022 Brier: 17.235 +2025-10-05 01:16:36,487 INFO ################## + ---> Validation Epoch 8 (EMA Model) Acc.: 88.274 FPR: 56.558 AUROC: 88.488 AUPR: 49.563 AURC: 23.411 EAURC: 16.251 AUPR Succ.: 98.205 ECE: 0.880 NLL: 4.043 Brier: 17.269 +2025-10-05 01:16:36,493 INFO Original Model Accuracy improved from 88.10 to 88.26!!! +2025-10-05 01:16:37,781 INFO EMA Model Accuracy improved from 88.18 to 88.27!!! +2025-10-05 01:16:39,259 INFO ####### --- Training Epoch 9 --- ####### +2025-10-05 01:20:10,234 INFO Epoch 9 Batch 99 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.239 Mixup Loss: 1.302 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.890 +2025-10-05 01:22:32,024 INFO Epoch 9 Batch 199 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.223 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.827 +2025-10-05 01:24:54,137 INFO Epoch 9 Batch 299 LR : 0.00001 Top1 Acc.: 92.250 CLS Loss: 0.257 Mixup Loss: 1.338 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.380 Tot. Loss: 1.975 +2025-10-05 01:27:16,178 INFO Epoch 9 Batch 399 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.242 Mixup Loss: 1.287 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.857 +2025-10-05 01:29:38,781 INFO Epoch 9 Batch 499 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.255 Mixup Loss: 1.336 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.944 +2025-10-05 01:32:01,106 INFO Epoch 9 Batch 599 LR : 0.00001 Top1 Acc.: 92.406 CLS Loss: 0.275 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.388 Tot. Loss: 1.972 +2025-10-05 01:34:24,639 INFO Epoch 9 Batch 699 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.252 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.919 +2025-10-05 01:36:46,993 INFO Epoch 9 Batch 799 LR : 0.00001 Top1 Acc.: 92.875 CLS Loss: 0.251 Mixup Loss: 1.309 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.352 Tot. Loss: 1.912 +2025-10-05 01:39:09,759 INFO Epoch 9 Batch 899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.225 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.838 +2025-10-05 01:41:32,740 INFO Epoch 9 Batch 999 LR : 0.00001 Top1 Acc.: 93.000 CLS Loss: 0.239 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.868 +2025-10-05 01:43:55,049 INFO Epoch 9 Batch 1099 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.245 Mixup Loss: 1.300 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.888 +2025-10-05 01:46:18,740 INFO Epoch 9 Batch 1199 LR : 0.00001 Top1 Acc.: 92.500 CLS Loss: 0.266 Mixup Loss: 1.313 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.383 Tot. Loss: 1.962 +2025-10-05 01:48:41,233 INFO Epoch 9 Batch 1299 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.233 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.852 +2025-10-05 01:51:03,882 INFO Epoch 9 Batch 1399 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.243 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.875 +2025-10-05 01:53:26,969 INFO Epoch 9 Batch 1499 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.249 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.895 +2025-10-05 01:55:49,197 INFO Epoch 9 Batch 1599 LR : 0.00001 Top1 Acc.: 92.594 CLS Loss: 0.253 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.903 +2025-10-05 01:58:12,383 INFO Epoch 9 Batch 1699 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.252 Mixup Loss: 1.304 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.353 Tot. Loss: 1.909 +2025-10-05 02:00:34,750 INFO Epoch 9 Batch 1799 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.222 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.812 +2025-10-05 02:02:57,070 INFO Epoch 9 Batch 1899 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.230 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.835 +2025-10-05 02:05:20,502 INFO Epoch 9 Batch 1999 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.216 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.796 +2025-10-05 02:07:42,832 INFO Epoch 9 Batch 2099 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.226 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.814 +2025-10-05 02:10:05,889 INFO Epoch 9 Batch 2199 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.233 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.841 +2025-10-05 02:12:27,911 INFO Epoch 9 Batch 2299 LR : 0.00001 Top1 Acc.: 92.656 CLS Loss: 0.256 Mixup Loss: 1.312 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.354 Tot. Loss: 1.922 +2025-10-05 02:14:50,104 INFO Epoch 9 Batch 2399 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.224 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.790 +2025-10-05 02:17:13,327 INFO Epoch 9 Batch 2499 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.249 Mixup Loss: 1.323 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.930 +2025-10-05 02:19:35,432 INFO Epoch 9 Batch 2599 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.235 Mixup Loss: 1.310 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.872 +2025-10-05 02:21:58,380 INFO Epoch 9 Batch 2699 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.226 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.827 +2025-10-05 02:24:20,448 INFO Epoch 9 Batch 2799 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.226 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.827 +2025-10-05 02:26:42,773 INFO Epoch 9 Batch 2899 LR : 0.00001 Top1 Acc.: 92.781 CLS Loss: 0.247 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.882 +2025-10-05 02:29:06,041 INFO Epoch 9 Batch 2999 LR : 0.00001 Top1 Acc.: 92.844 CLS Loss: 0.254 Mixup Loss: 1.292 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.888 +2025-10-05 02:31:28,472 INFO Epoch 9 Batch 3099 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.220 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.803 +2025-10-05 02:33:51,675 INFO Epoch 9 Batch 3199 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.223 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.810 +2025-10-05 02:36:13,884 INFO Epoch 9 Batch 3299 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.230 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.351 Tot. Loss: 1.868 +2025-10-05 02:38:36,301 INFO Epoch 9 Batch 3399 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.235 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.820 +2025-10-05 02:40:59,183 INFO Epoch 9 Batch 3499 LR : 0.00001 Top1 Acc.: 92.969 CLS Loss: 0.235 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.854 +2025-10-05 02:43:21,465 INFO Epoch 9 Batch 3599 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.220 Mixup Loss: 1.281 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.824 +2025-10-05 02:45:44,896 INFO Epoch 9 Batch 3699 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.228 Mixup Loss: 1.270 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.810 +2025-10-05 02:48:07,146 INFO Epoch 9 Batch 3799 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.243 Mixup Loss: 1.307 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.897 +2025-10-05 02:50:29,637 INFO Epoch 9 Batch 3899 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.239 Mixup Loss: 1.276 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.855 +2025-10-05 02:52:52,626 INFO Epoch 9 Batch 3999 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.227 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.834 +2025-10-05 02:55:14,789 INFO Epoch 9 Batch 4099 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.235 Mixup Loss: 1.291 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.341 Tot. Loss: 1.867 +2025-10-05 02:57:37,581 INFO Epoch 9 Batch 4199 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.237 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.848 +2025-10-05 02:59:59,767 INFO Epoch 9 Batch 4299 LR : 0.00001 Top1 Acc.: 93.062 CLS Loss: 0.242 Mixup Loss: 1.282 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.358 Tot. Loss: 1.882 +2025-10-05 03:02:22,132 INFO Epoch 9 Batch 4399 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.231 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.810 +2025-10-05 03:04:45,258 INFO Epoch 9 Batch 4499 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.233 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.338 Tot. Loss: 1.822 +2025-10-05 03:07:07,460 INFO Epoch 9 Batch 4599 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.211 Mixup Loss: 1.251 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.776 +2025-10-05 03:09:30,196 INFO Epoch 9 Batch 4699 LR : 0.00001 Top1 Acc.: 93.406 CLS Loss: 0.240 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.882 +2025-10-05 03:11:52,499 INFO Epoch 9 Batch 4799 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.223 Mixup Loss: 1.264 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.829 +2025-10-05 03:14:14,980 INFO Epoch 9 Batch 4899 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.251 Mixup Loss: 1.296 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.343 Tot. Loss: 1.890 +2025-10-05 03:16:37,993 INFO Epoch 9 Batch 4999 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.221 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.778 +2025-10-05 03:19:06,534 INFO ################## + ---> Validation Epoch 9 (Original Model) Acc.: 88.272 FPR: 55.235 AUROC: 88.730 AUPR: 50.378 AURC: 23.051 EAURC: 15.888 AUPR Succ.: 98.244 ECE: 1.220 NLL: 3.997 Brier: 17.157 +2025-10-05 03:21:16,002 INFO ################## + ---> Validation Epoch 9 (EMA Model) Acc.: 88.380 FPR: 56.489 AUROC: 88.548 AUPR: 49.365 AURC: 23.033 EAURC: 16.004 AUPR Succ.: 98.234 ECE: 1.015 NLL: 4.003 Brier: 17.136 +2025-10-05 03:21:16,008 INFO Original Model Accuracy improved from 88.26 to 88.27!!! +2025-10-05 03:21:17,276 INFO EMA Model Accuracy improved from 88.27 to 88.38!!! +2025-10-05 03:21:18,622 INFO ####### --- Training Epoch 10 --- ####### +2025-10-05 03:24:48,869 INFO Epoch 10 Batch 99 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.224 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.327 Tot. Loss: 1.812 +2025-10-05 03:27:11,487 INFO Epoch 10 Batch 199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.209 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.766 +2025-10-05 03:29:33,494 INFO Epoch 10 Batch 299 LR : 0.00001 Top1 Acc.: 92.938 CLS Loss: 0.242 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.863 +2025-10-05 03:31:56,301 INFO Epoch 10 Batch 399 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.227 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.817 +2025-10-05 03:34:18,237 INFO Epoch 10 Batch 499 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.243 Mixup Loss: 1.311 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.888 +2025-10-05 03:36:40,426 INFO Epoch 10 Batch 599 LR : 0.00001 Top1 Acc.: 92.625 CLS Loss: 0.260 Mixup Loss: 1.285 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.355 Tot. Loss: 1.900 +2025-10-05 03:39:03,656 INFO Epoch 10 Batch 699 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.238 Mixup Loss: 1.274 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.849 +2025-10-05 03:41:25,827 INFO Epoch 10 Batch 799 LR : 0.00001 Top1 Acc.: 93.469 CLS Loss: 0.238 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.826 +2025-10-05 03:43:48,846 INFO Epoch 10 Batch 899 LR : 0.00001 Top1 Acc.: 93.094 CLS Loss: 0.212 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.796 +2025-10-05 03:46:10,980 INFO Epoch 10 Batch 999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.226 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.340 Tot. Loss: 1.805 +2025-10-05 03:48:33,376 INFO Epoch 10 Batch 1099 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.230 Mixup Loss: 1.279 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.834 +2025-10-05 03:50:56,381 INFO Epoch 10 Batch 1199 LR : 0.00001 Top1 Acc.: 92.906 CLS Loss: 0.249 Mixup Loss: 1.277 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.342 Tot. Loss: 1.867 +2025-10-05 03:53:18,776 INFO Epoch 10 Batch 1299 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.220 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.775 +2025-10-05 03:55:42,119 INFO Epoch 10 Batch 1399 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.228 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.805 +2025-10-05 03:58:04,319 INFO Epoch 10 Batch 1499 LR : 0.00001 Top1 Acc.: 93.219 CLS Loss: 0.234 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.348 Tot. Loss: 1.832 +2025-10-05 04:00:26,804 INFO Epoch 10 Batch 1599 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.237 Mixup Loss: 1.284 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.853 +2025-10-05 04:02:49,940 INFO Epoch 10 Batch 1699 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.238 Mixup Loss: 1.275 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.860 +2025-10-05 04:05:12,316 INFO Epoch 10 Batch 1799 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.208 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.765 +2025-10-05 04:07:35,851 INFO Epoch 10 Batch 1899 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.216 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.811 +2025-10-05 04:09:58,162 INFO Epoch 10 Batch 1999 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.202 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.739 +2025-10-05 04:12:20,715 INFO Epoch 10 Batch 2099 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.214 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.777 +2025-10-05 04:14:43,948 INFO Epoch 10 Batch 2199 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.220 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.801 +2025-10-05 04:17:06,226 INFO Epoch 10 Batch 2299 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.239 Mixup Loss: 1.288 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.339 Tot. Loss: 1.866 +2025-10-05 04:19:29,401 INFO Epoch 10 Batch 2399 LR : 0.00001 Top1 Acc.: 93.906 CLS Loss: 0.210 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.779 +2025-10-05 04:21:51,643 INFO Epoch 10 Batch 2499 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.235 Mixup Loss: 1.278 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.830 +2025-10-05 04:24:14,029 INFO Epoch 10 Batch 2599 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.221 Mixup Loss: 1.258 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.800 +2025-10-05 04:26:37,248 INFO Epoch 10 Batch 2699 LR : 0.00001 Top1 Acc.: 94.469 CLS Loss: 0.214 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.807 +2025-10-05 04:28:59,840 INFO Epoch 10 Batch 2799 LR : 0.00001 Top1 Acc.: 94.375 CLS Loss: 0.213 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.764 +2025-10-05 04:31:23,142 INFO Epoch 10 Batch 2899 LR : 0.00001 Top1 Acc.: 93.156 CLS Loss: 0.231 Mixup Loss: 1.271 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.840 +2025-10-05 04:33:45,580 INFO Epoch 10 Batch 2999 LR : 0.00001 Top1 Acc.: 93.281 CLS Loss: 0.241 Mixup Loss: 1.272 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.849 +2025-10-05 04:36:07,915 INFO Epoch 10 Batch 3099 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.209 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.769 +2025-10-05 04:38:31,334 INFO Epoch 10 Batch 3199 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.211 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.771 +2025-10-05 04:40:53,800 INFO Epoch 10 Batch 3299 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.217 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.782 +2025-10-05 04:43:17,055 INFO Epoch 10 Batch 3399 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.220 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.770 +2025-10-05 04:45:39,244 INFO Epoch 10 Batch 3499 LR : 0.00001 Top1 Acc.: 93.594 CLS Loss: 0.220 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.808 +2025-10-05 04:48:01,624 INFO Epoch 10 Batch 3599 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.206 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.771 +2025-10-05 04:50:24,984 INFO Epoch 10 Batch 3699 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.216 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.767 +2025-10-05 04:52:47,350 INFO Epoch 10 Batch 3799 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.230 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.356 Tot. Loss: 1.843 +2025-10-05 04:55:10,669 INFO Epoch 10 Batch 3899 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.225 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.814 +2025-10-05 04:57:33,061 INFO Epoch 10 Batch 3999 LR : 0.00001 Top1 Acc.: 93.969 CLS Loss: 0.214 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.774 +2025-10-05 04:59:56,085 INFO Epoch 10 Batch 4099 LR : 0.00001 Top1 Acc.: 93.438 CLS Loss: 0.221 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.792 +2025-10-05 05:02:18,674 INFO Epoch 10 Batch 4199 LR : 0.00001 Top1 Acc.: 93.844 CLS Loss: 0.224 Mixup Loss: 1.260 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.344 Tot. Loss: 1.827 +2025-10-05 05:04:40,998 INFO Epoch 10 Batch 4299 LR : 0.00001 Top1 Acc.: 93.375 CLS Loss: 0.230 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.832 +2025-10-05 05:07:04,618 INFO Epoch 10 Batch 4399 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.216 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.757 +2025-10-05 05:09:26,880 INFO Epoch 10 Batch 4499 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.218 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.791 +2025-10-05 05:11:50,138 INFO Epoch 10 Batch 4599 LR : 0.00001 Top1 Acc.: 94.500 CLS Loss: 0.198 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.706 +2025-10-05 05:14:12,500 INFO Epoch 10 Batch 4699 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.226 Mixup Loss: 1.273 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.836 +2025-10-05 05:16:34,921 INFO Epoch 10 Batch 4799 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.212 Mixup Loss: 1.243 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.313 Tot. Loss: 1.768 +2025-10-05 05:18:58,442 INFO Epoch 10 Batch 4899 LR : 0.00001 Top1 Acc.: 92.719 CLS Loss: 0.238 Mixup Loss: 1.265 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.333 Tot. Loss: 1.837 +2025-10-05 05:21:20,772 INFO Epoch 10 Batch 4999 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.207 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.737 +2025-10-05 05:24:01,700 INFO ################## + ---> Validation Epoch 10 (Original Model) Acc.: 88.378 FPR: 55.946 AUROC: 88.715 AUPR: 50.036 AURC: 22.815 EAURC: 15.784 AUPR Succ.: 98.257 ECE: 1.360 NLL: 3.980 Brier: 17.072 +2025-10-05 05:26:14,420 INFO ################## + ---> Validation Epoch 10 (EMA Model) Acc.: 88.384 FPR: 55.716 AUROC: 88.701 AUPR: 50.115 AURC: 22.807 EAURC: 15.782 AUPR Succ.: 98.258 ECE: 1.173 NLL: 3.979 Brier: 17.053 +2025-10-05 05:26:14,426 INFO Original Model Accuracy improved from 88.27 to 88.38!!! +2025-10-05 05:26:15,679 INFO EMA Model Accuracy improved from 88.38 to 88.38!!! +2025-10-05 05:26:17,029 INFO ####### --- Training Epoch 11 --- ####### +2025-10-05 05:29:47,607 INFO Epoch 11 Batch 99 LR : 0.00001 Top1 Acc.: 93.812 CLS Loss: 0.213 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.779 +2025-10-05 05:32:09,034 INFO Epoch 11 Batch 199 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.196 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.708 +2025-10-05 05:34:30,988 INFO Epoch 11 Batch 299 LR : 0.00001 Top1 Acc.: 93.250 CLS Loss: 0.228 Mixup Loss: 1.280 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.325 Tot. Loss: 1.832 +2025-10-05 05:36:53,953 INFO Epoch 11 Batch 399 LR : 0.00001 Top1 Acc.: 94.125 CLS Loss: 0.214 Mixup Loss: 1.223 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.317 Tot. Loss: 1.754 +2025-10-05 05:39:16,177 INFO Epoch 11 Batch 499 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.228 Mixup Loss: 1.261 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.808 +2025-10-05 05:41:39,635 INFO Epoch 11 Batch 599 LR : 0.00001 Top1 Acc.: 93.188 CLS Loss: 0.246 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.347 Tot. Loss: 1.856 +2025-10-05 05:44:01,891 INFO Epoch 11 Batch 699 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.226 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.328 Tot. Loss: 1.810 +2025-10-05 05:46:24,302 INFO Epoch 11 Batch 799 LR : 0.00001 Top1 Acc.: 93.500 CLS Loss: 0.226 Mixup Loss: 1.263 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.827 +2025-10-05 05:48:47,488 INFO Epoch 11 Batch 899 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.200 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.756 +2025-10-05 05:51:09,621 INFO Epoch 11 Batch 999 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.747 +2025-10-05 05:53:33,048 INFO Epoch 11 Batch 1099 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.216 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.740 +2025-10-05 05:55:55,226 INFO Epoch 11 Batch 1199 LR : 0.00001 Top1 Acc.: 93.312 CLS Loss: 0.237 Mixup Loss: 1.301 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.875 +2025-10-05 05:58:17,674 INFO Epoch 11 Batch 1299 LR : 0.00001 Top1 Acc.: 94.219 CLS Loss: 0.207 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.702 +2025-10-05 06:00:40,933 INFO Epoch 11 Batch 1399 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.215 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.767 +2025-10-05 06:03:03,255 INFO Epoch 11 Batch 1499 LR : 0.00001 Top1 Acc.: 93.625 CLS Loss: 0.222 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.789 +2025-10-05 06:05:26,968 INFO Epoch 11 Batch 1599 LR : 0.00001 Top1 Acc.: 93.344 CLS Loss: 0.221 Mixup Loss: 1.267 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.332 Tot. Loss: 1.820 +2025-10-05 06:07:49,379 INFO Epoch 11 Batch 1699 LR : 0.00001 Top1 Acc.: 94.062 CLS Loss: 0.225 Mixup Loss: 1.266 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.814 +2025-10-05 06:10:11,931 INFO Epoch 11 Batch 1799 LR : 0.00001 Top1 Acc.: 94.875 CLS Loss: 0.196 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.309 Tot. Loss: 1.734 +2025-10-05 06:12:35,681 INFO Epoch 11 Batch 1899 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.203 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.764 +2025-10-05 06:14:58,296 INFO Epoch 11 Batch 1999 LR : 0.00001 Top1 Acc.: 94.406 CLS Loss: 0.193 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.694 +2025-10-05 06:17:22,304 INFO Epoch 11 Batch 2099 LR : 0.00001 Top1 Acc.: 94.562 CLS Loss: 0.203 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.760 +2025-10-05 06:19:44,673 INFO Epoch 11 Batch 2199 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.211 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.758 +2025-10-05 06:22:07,031 INFO Epoch 11 Batch 2299 LR : 0.00001 Top1 Acc.: 93.562 CLS Loss: 0.225 Mixup Loss: 1.259 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.795 +2025-10-05 06:24:30,395 INFO Epoch 11 Batch 2399 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.200 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.718 +2025-10-05 06:26:52,900 INFO Epoch 11 Batch 2499 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.217 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.806 +2025-10-05 06:29:16,481 INFO Epoch 11 Batch 2599 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.208 Mixup Loss: 1.245 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.745 +2025-10-05 06:31:38,839 INFO Epoch 11 Batch 2699 LR : 0.00001 Top1 Acc.: 94.750 CLS Loss: 0.203 Mixup Loss: 1.236 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.749 +2025-10-05 06:34:01,390 INFO Epoch 11 Batch 2799 LR : 0.00001 Top1 Acc.: 94.531 CLS Loss: 0.203 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.754 +2025-10-05 06:36:24,808 INFO Epoch 11 Batch 2899 LR : 0.00001 Top1 Acc.: 93.656 CLS Loss: 0.216 Mixup Loss: 1.253 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.321 Tot. Loss: 1.790 +2025-10-05 06:38:47,240 INFO Epoch 11 Batch 2999 LR : 0.00001 Top1 Acc.: 93.531 CLS Loss: 0.228 Mixup Loss: 1.268 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.337 Tot. Loss: 1.833 +2025-10-05 06:41:10,763 INFO Epoch 11 Batch 3099 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.196 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.719 +2025-10-05 06:43:33,176 INFO Epoch 11 Batch 3199 LR : 0.00001 Top1 Acc.: 94.500 CLS Loss: 0.200 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.737 +2025-10-05 06:45:56,321 INFO Epoch 11 Batch 3299 LR : 0.00001 Top1 Acc.: 94.281 CLS Loss: 0.205 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.733 +2025-10-05 06:48:19,250 INFO Epoch 11 Batch 3399 LR : 0.00001 Top1 Acc.: 94.312 CLS Loss: 0.212 Mixup Loss: 1.225 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.741 +2025-10-05 06:50:41,513 INFO Epoch 11 Batch 3499 LR : 0.00001 Top1 Acc.: 93.750 CLS Loss: 0.206 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.759 +2025-10-05 06:53:04,820 INFO Epoch 11 Batch 3599 LR : 0.00001 Top1 Acc.: 94.156 CLS Loss: 0.196 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.738 +2025-10-05 06:55:27,126 INFO Epoch 11 Batch 3699 LR : 0.00001 Top1 Acc.: 94.344 CLS Loss: 0.206 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.732 +2025-10-05 06:57:50,895 INFO Epoch 11 Batch 3799 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.217 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.796 +2025-10-05 07:00:13,270 INFO Epoch 11 Batch 3899 LR : 0.00001 Top1 Acc.: 93.688 CLS Loss: 0.215 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.765 +2025-10-05 07:02:35,649 INFO Epoch 11 Batch 3999 LR : 0.00001 Top1 Acc.: 94.250 CLS Loss: 0.200 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.726 +2025-10-05 07:04:59,203 INFO Epoch 11 Batch 4099 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.210 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.739 +2025-10-05 07:07:21,482 INFO Epoch 11 Batch 4199 LR : 0.00001 Top1 Acc.: 93.875 CLS Loss: 0.214 Mixup Loss: 1.231 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.752 +2025-10-05 07:09:45,282 INFO Epoch 11 Batch 4299 LR : 0.00001 Top1 Acc.: 93.719 CLS Loss: 0.218 Mixup Loss: 1.246 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.322 Tot. Loss: 1.786 +2025-10-05 07:12:07,814 INFO Epoch 11 Batch 4399 LR : 0.00001 Top1 Acc.: 93.938 CLS Loss: 0.209 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.716 +2025-10-05 07:14:30,284 INFO Epoch 11 Batch 4499 LR : 0.00001 Top1 Acc.: 93.781 CLS Loss: 0.208 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.330 Tot. Loss: 1.750 +2025-10-05 07:16:53,954 INFO Epoch 11 Batch 4599 LR : 0.00001 Top1 Acc.: 94.719 CLS Loss: 0.188 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.683 +2025-10-05 07:19:16,331 INFO Epoch 11 Batch 4699 LR : 0.00001 Top1 Acc.: 94.031 CLS Loss: 0.213 Mixup Loss: 1.250 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.319 Tot. Loss: 1.781 +2025-10-05 07:21:40,016 INFO Epoch 11 Batch 4799 LR : 0.00001 Top1 Acc.: 94.000 CLS Loss: 0.200 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.712 +2025-10-05 07:24:02,391 INFO Epoch 11 Batch 4899 LR : 0.00001 Top1 Acc.: 93.125 CLS Loss: 0.229 Mixup Loss: 1.252 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.810 +2025-10-05 07:26:24,589 INFO Epoch 11 Batch 4999 LR : 0.00001 Top1 Acc.: 94.188 CLS Loss: 0.198 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.697 +2025-10-05 07:28:51,736 INFO ################## + ---> Validation Epoch 11 (Original Model) Acc.: 88.400 FPR: 55.586 AUROC: 88.714 AUPR: 49.945 AURC: 22.755 EAURC: 15.751 AUPR Succ.: 98.261 ECE: 1.515 NLL: 3.976 Brier: 17.059 +2025-10-05 07:31:03,013 INFO ################## + ---> Validation Epoch 11 (EMA Model) Acc.: 88.414 FPR: 55.412 AUROC: 88.746 AUPR: 50.275 AURC: 22.667 EAURC: 15.679 AUPR Succ.: 98.269 ECE: 1.357 NLL: 3.967 Brier: 17.007 +2025-10-05 07:31:03,019 INFO Original Model Accuracy improved from 88.38 to 88.40!!! +2025-10-05 07:31:04,162 INFO EMA Model Accuracy improved from 88.38 to 88.41!!! +2025-10-05 07:31:05,381 INFO ####### --- Training Epoch 12 --- ####### +2025-10-05 07:34:36,840 INFO Epoch 12 Batch 99 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.201 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.727 +2025-10-05 07:36:58,360 INFO Epoch 12 Batch 199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.186 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.675 +2025-10-05 07:39:21,381 INFO Epoch 12 Batch 299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.217 Mixup Loss: 1.257 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.329 Tot. Loss: 1.803 +2025-10-05 07:41:43,586 INFO Epoch 12 Batch 399 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.202 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.715 +2025-10-05 07:44:06,157 INFO Epoch 12 Batch 499 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.216 Mixup Loss: 1.249 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.784 +2025-10-05 07:46:29,404 INFO Epoch 12 Batch 599 LR : 0.00000 Top1 Acc.: 93.438 CLS Loss: 0.235 Mixup Loss: 1.256 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.334 Tot. Loss: 1.825 +2025-10-05 07:48:51,579 INFO Epoch 12 Batch 699 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.215 Mixup Loss: 1.248 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.777 +2025-10-05 07:51:14,913 INFO Epoch 12 Batch 799 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.215 Mixup Loss: 1.229 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.323 Tot. Loss: 1.767 +2025-10-05 07:53:37,453 INFO Epoch 12 Batch 899 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.190 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.725 +2025-10-05 07:56:00,035 INFO Epoch 12 Batch 999 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.205 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.711 +2025-10-05 07:58:23,486 INFO Epoch 12 Batch 1099 LR : 0.00000 Top1 Acc.: 93.875 CLS Loss: 0.206 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.727 +2025-10-05 08:00:45,820 INFO Epoch 12 Batch 1199 LR : 0.00000 Top1 Acc.: 93.312 CLS Loss: 0.227 Mixup Loss: 1.262 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.335 Tot. Loss: 1.824 +2025-10-05 08:03:09,318 INFO Epoch 12 Batch 1299 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.197 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.705 +2025-10-05 08:05:31,819 INFO Epoch 12 Batch 1399 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.204 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.719 +2025-10-05 08:07:54,290 INFO Epoch 12 Batch 1499 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.213 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.748 +2025-10-05 08:10:17,878 INFO Epoch 12 Batch 1599 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.209 Mixup Loss: 1.239 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.756 +2025-10-05 08:12:40,427 INFO Epoch 12 Batch 1699 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.216 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.320 Tot. Loss: 1.776 +2025-10-05 08:15:03,744 INFO Epoch 12 Batch 1799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.186 Mixup Loss: 1.230 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.700 +2025-10-05 08:17:26,279 INFO Epoch 12 Batch 1899 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.192 Mixup Loss: 1.232 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.729 +2025-10-05 08:19:49,171 INFO Epoch 12 Batch 1999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.672 +2025-10-05 08:22:12,138 INFO Epoch 12 Batch 2099 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.191 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.687 +2025-10-05 08:24:34,624 INFO Epoch 12 Batch 2199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.201 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.728 +2025-10-05 08:26:57,854 INFO Epoch 12 Batch 2299 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.214 Mixup Loss: 1.241 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.315 Tot. Loss: 1.769 +2025-10-05 08:29:19,915 INFO Epoch 12 Batch 2399 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.190 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.686 +2025-10-05 08:31:43,179 INFO Epoch 12 Batch 2499 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.208 Mixup Loss: 1.238 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.755 +2025-10-05 08:34:05,672 INFO Epoch 12 Batch 2599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.196 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.711 +2025-10-05 08:36:27,961 INFO Epoch 12 Batch 2699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.192 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.701 +2025-10-05 08:38:51,236 INFO Epoch 12 Batch 2799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.191 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.683 +2025-10-05 08:41:13,407 INFO Epoch 12 Batch 2899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.207 Mixup Loss: 1.226 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.734 +2025-10-05 08:43:36,813 INFO Epoch 12 Batch 2999 LR : 0.00000 Top1 Acc.: 93.906 CLS Loss: 0.217 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.748 +2025-10-05 08:45:58,928 INFO Epoch 12 Batch 3099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.186 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.659 +2025-10-05 08:48:21,403 INFO Epoch 12 Batch 3199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.189 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.712 +2025-10-05 08:50:44,770 INFO Epoch 12 Batch 3299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.195 Mixup Loss: 1.234 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.723 +2025-10-05 08:53:07,297 INFO Epoch 12 Batch 3399 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.204 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.693 +2025-10-05 08:55:30,777 INFO Epoch 12 Batch 3499 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.195 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.687 +2025-10-05 08:57:52,988 INFO Epoch 12 Batch 3599 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.673 +2025-10-05 09:00:15,337 INFO Epoch 12 Batch 3699 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.196 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.673 +2025-10-05 09:02:38,545 INFO Epoch 12 Batch 3799 LR : 0.00000 Top1 Acc.: 93.781 CLS Loss: 0.206 Mixup Loss: 1.228 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.739 +2025-10-05 09:05:00,811 INFO Epoch 12 Batch 3899 LR : 0.00000 Top1 Acc.: 93.938 CLS Loss: 0.203 Mixup Loss: 1.247 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.752 +2025-10-05 09:07:24,470 INFO Epoch 12 Batch 3999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.188 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.704 +2025-10-05 09:09:46,842 INFO Epoch 12 Batch 4099 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.200 Mixup Loss: 1.233 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.721 +2025-10-05 09:12:09,401 INFO Epoch 12 Batch 4199 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.203 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.294 Tot. Loss: 1.708 +2025-10-05 09:14:32,603 INFO Epoch 12 Batch 4299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.207 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.722 +2025-10-05 09:16:54,802 INFO Epoch 12 Batch 4399 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.197 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.690 +2025-10-05 09:19:18,145 INFO Epoch 12 Batch 4499 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.198 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.703 +2025-10-05 09:21:40,482 INFO Epoch 12 Batch 4599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.652 +2025-10-05 09:24:02,867 INFO Epoch 12 Batch 4699 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.201 Mixup Loss: 1.240 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.731 +2025-10-05 09:26:26,238 INFO Epoch 12 Batch 4799 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.192 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.701 +2025-10-05 09:28:48,497 INFO Epoch 12 Batch 4899 LR : 0.00000 Top1 Acc.: 93.562 CLS Loss: 0.217 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.316 Tot. Loss: 1.768 +2025-10-05 09:31:11,753 INFO Epoch 12 Batch 4999 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.189 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.655 +2025-10-05 09:33:40,317 INFO ################## + ---> Validation Epoch 12 (Original Model) Acc.: 88.400 FPR: 54.966 AUROC: 88.767 AUPR: 50.117 AURC: 22.691 EAURC: 15.686 AUPR Succ.: 98.268 ECE: 1.755 NLL: 3.975 Brier: 17.032 +2025-10-05 09:35:54,174 INFO ################## + ---> Validation Epoch 12 (EMA Model) Acc.: 88.444 FPR: 55.452 AUROC: 88.755 AUPR: 50.050 AURC: 22.578 EAURC: 15.627 AUPR Succ.: 98.276 ECE: 1.557 NLL: 3.961 Brier: 16.979 +2025-10-05 09:35:54,180 INFO EMA Model Accuracy improved from 88.41 to 88.44!!! +2025-10-05 09:35:55,466 INFO ####### --- Training Epoch 13 --- ####### +2025-10-05 09:39:25,439 INFO Epoch 13 Batch 99 LR : 0.00000 Top1 Acc.: 94.375 CLS Loss: 0.193 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.681 +2025-10-05 09:41:47,000 INFO Epoch 13 Batch 199 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.641 +2025-10-05 09:44:09,570 INFO Epoch 13 Batch 299 LR : 0.00000 Top1 Acc.: 93.750 CLS Loss: 0.206 Mixup Loss: 1.254 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.308 Tot. Loss: 1.768 +2025-10-05 09:46:31,696 INFO Epoch 13 Batch 399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.194 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.692 +2025-10-05 09:48:54,579 INFO Epoch 13 Batch 499 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.207 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.739 +2025-10-05 09:51:16,610 INFO Epoch 13 Batch 599 LR : 0.00000 Top1 Acc.: 93.719 CLS Loss: 0.226 Mixup Loss: 1.242 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.331 Tot. Loss: 1.800 +2025-10-05 09:53:39,021 INFO Epoch 13 Batch 699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.206 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.737 +2025-10-05 09:56:02,253 INFO Epoch 13 Batch 799 LR : 0.00000 Top1 Acc.: 94.094 CLS Loss: 0.207 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.716 +2025-10-05 09:58:24,498 INFO Epoch 13 Batch 899 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.182 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.677 +2025-10-05 10:00:47,419 INFO Epoch 13 Batch 999 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.197 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.692 +2025-10-05 10:03:09,506 INFO Epoch 13 Batch 1099 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.197 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.703 +2025-10-05 10:05:32,178 INFO Epoch 13 Batch 1199 LR : 0.00000 Top1 Acc.: 93.844 CLS Loss: 0.216 Mixup Loss: 1.244 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.764 +2025-10-05 10:07:54,589 INFO Epoch 13 Batch 1299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.670 +2025-10-05 10:10:16,770 INFO Epoch 13 Batch 1399 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.698 +2025-10-05 10:12:39,354 INFO Epoch 13 Batch 1499 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.206 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.713 +2025-10-05 10:15:01,554 INFO Epoch 13 Batch 1599 LR : 0.00000 Top1 Acc.: 94.156 CLS Loss: 0.200 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.305 Tot. Loss: 1.722 +2025-10-05 10:17:24,647 INFO Epoch 13 Batch 1699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.204 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.730 +2025-10-05 10:19:46,819 INFO Epoch 13 Batch 1799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.178 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.636 +2025-10-05 10:22:09,121 INFO Epoch 13 Batch 1899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.184 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.675 +2025-10-05 10:24:32,359 INFO Epoch 13 Batch 1999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.175 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.635 +2025-10-05 10:26:54,565 INFO Epoch 13 Batch 2099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.185 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.670 +2025-10-05 10:29:17,944 INFO Epoch 13 Batch 2199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.193 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.671 +2025-10-05 10:31:40,177 INFO Epoch 13 Batch 2299 LR : 0.00000 Top1 Acc.: 93.969 CLS Loss: 0.205 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.749 +2025-10-05 10:34:02,543 INFO Epoch 13 Batch 2399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.642 +2025-10-05 10:36:25,607 INFO Epoch 13 Batch 2499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.198 Mixup Loss: 1.237 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.736 +2025-10-05 10:38:47,883 INFO Epoch 13 Batch 2599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.187 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.683 +2025-10-05 10:41:10,725 INFO Epoch 13 Batch 2699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.187 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.685 +2025-10-05 10:43:32,831 INFO Epoch 13 Batch 2799 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.183 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.662 +2025-10-05 10:45:55,153 INFO Epoch 13 Batch 2899 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.200 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.716 +2025-10-05 10:48:18,240 INFO Epoch 13 Batch 2999 LR : 0.00000 Top1 Acc.: 94.125 CLS Loss: 0.210 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.318 Tot. Loss: 1.749 +2025-10-05 10:50:40,559 INFO Epoch 13 Batch 3099 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.177 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.647 +2025-10-05 10:53:04,018 INFO Epoch 13 Batch 3199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.181 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.651 +2025-10-05 10:55:26,235 INFO Epoch 13 Batch 3299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.186 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.695 +2025-10-05 10:57:48,441 INFO Epoch 13 Batch 3399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.196 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.678 +2025-10-05 11:00:11,402 INFO Epoch 13 Batch 3499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.188 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.684 +2025-10-05 11:02:33,440 INFO Epoch 13 Batch 3599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.176 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.653 +2025-10-05 11:04:56,626 INFO Epoch 13 Batch 3699 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.188 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.668 +2025-10-05 11:07:18,698 INFO Epoch 13 Batch 3799 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.198 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.295 Tot. Loss: 1.706 +2025-10-05 11:09:41,041 INFO Epoch 13 Batch 3899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.194 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.707 +2025-10-05 11:12:04,013 INFO Epoch 13 Batch 3999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.180 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.663 +2025-10-05 11:14:26,203 INFO Epoch 13 Batch 4099 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.192 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.686 +2025-10-05 11:16:49,306 INFO Epoch 13 Batch 4199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.196 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.709 +2025-10-05 11:19:11,432 INFO Epoch 13 Batch 4299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.199 Mixup Loss: 1.216 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.705 +2025-10-05 11:21:33,727 INFO Epoch 13 Batch 4399 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.184 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.665 +2025-10-05 11:23:56,931 INFO Epoch 13 Batch 4499 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.191 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.670 +2025-10-05 11:26:19,184 INFO Epoch 13 Batch 4599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.632 +2025-10-05 11:28:42,625 INFO Epoch 13 Batch 4699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.194 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.711 +2025-10-05 11:31:04,747 INFO Epoch 13 Batch 4799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.184 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.661 +2025-10-05 11:33:27,137 INFO Epoch 13 Batch 4899 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.210 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.312 Tot. Loss: 1.731 +2025-10-05 11:35:49,880 INFO Epoch 13 Batch 4999 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.182 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.656 +2025-10-05 11:38:16,638 INFO ################## + ---> Validation Epoch 13 (Original Model) Acc.: 88.460 FPR: 55.199 AUROC: 88.728 AUPR: 49.721 AURC: 22.597 EAURC: 15.667 AUPR Succ.: 98.271 ECE: 1.783 NLL: 3.970 Brier: 17.000 +2025-10-05 11:40:26,921 INFO ################## + ---> Validation Epoch 13 (EMA Model) Acc.: 88.500 FPR: 55.670 AUROC: 88.697 AUPR: 49.503 AURC: 22.518 EAURC: 15.637 AUPR Succ.: 98.276 ECE: 1.694 NLL: 3.962 Brier: 16.964 +2025-10-05 11:40:26,927 INFO Original Model Accuracy improved from 88.40 to 88.46!!! +2025-10-05 11:40:28,247 INFO EMA Model Accuracy improved from 88.44 to 88.50!!! +2025-10-05 11:40:29,635 INFO ####### --- Training Epoch 14 --- ####### +2025-10-05 11:43:59,512 INFO Epoch 14 Batch 99 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.184 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.665 +2025-10-05 11:46:21,800 INFO Epoch 14 Batch 199 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.170 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.642 +2025-10-05 11:48:43,512 INFO Epoch 14 Batch 299 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.197 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.718 +2025-10-05 11:51:05,929 INFO Epoch 14 Batch 399 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.188 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.664 +2025-10-05 11:53:28,329 INFO Epoch 14 Batch 499 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.202 Mixup Loss: 1.227 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.727 +2025-10-05 11:55:50,747 INFO Epoch 14 Batch 599 LR : 0.00000 Top1 Acc.: 93.812 CLS Loss: 0.219 Mixup Loss: 1.235 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.310 Tot. Loss: 1.764 +2025-10-05 11:58:13,869 INFO Epoch 14 Batch 699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.195 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.697 +2025-10-05 12:00:36,136 INFO Epoch 14 Batch 799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.201 Mixup Loss: 1.219 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.733 +2025-10-05 12:02:59,257 INFO Epoch 14 Batch 899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.175 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.659 +2025-10-05 12:05:21,407 INFO Epoch 14 Batch 999 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.189 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.668 +2025-10-05 12:07:43,775 INFO Epoch 14 Batch 1099 LR : 0.00000 Top1 Acc.: 94.281 CLS Loss: 0.190 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.678 +2025-10-05 12:10:06,974 INFO Epoch 14 Batch 1199 LR : 0.00000 Top1 Acc.: 94.062 CLS Loss: 0.207 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.311 Tot. Loss: 1.733 +2025-10-05 12:12:28,957 INFO Epoch 14 Batch 1299 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.179 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.636 +2025-10-05 12:14:52,258 INFO Epoch 14 Batch 1399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.669 +2025-10-05 12:17:14,546 INFO Epoch 14 Batch 1499 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.197 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.683 +2025-10-05 12:19:36,867 INFO Epoch 14 Batch 1599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.191 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.710 +2025-10-05 12:21:59,967 INFO Epoch 14 Batch 1699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.197 Mixup Loss: 1.222 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.720 +2025-10-05 12:24:22,184 INFO Epoch 14 Batch 1799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.171 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.650 +2025-10-05 12:26:45,385 INFO Epoch 14 Batch 1899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.178 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.669 +2025-10-05 12:29:07,586 INFO Epoch 14 Batch 1999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.169 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.609 +2025-10-05 12:31:29,833 INFO Epoch 14 Batch 2099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.176 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.638 +2025-10-05 12:33:52,800 INFO Epoch 14 Batch 2199 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.186 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.668 +2025-10-05 12:36:14,977 INFO Epoch 14 Batch 2299 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.195 Mixup Loss: 1.220 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.712 +2025-10-05 12:38:38,366 INFO Epoch 14 Batch 2399 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.174 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.641 +2025-10-05 12:41:00,708 INFO Epoch 14 Batch 2499 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.191 Mixup Loss: 1.209 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.690 +2025-10-05 12:43:23,014 INFO Epoch 14 Batch 2599 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.654 +2025-10-05 12:45:46,220 INFO Epoch 14 Batch 2699 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.180 Mixup Loss: 1.213 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.674 +2025-10-05 12:48:08,354 INFO Epoch 14 Batch 2799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.175 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.622 +2025-10-05 12:50:31,640 INFO Epoch 14 Batch 2899 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.192 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.683 +2025-10-05 12:52:53,869 INFO Epoch 14 Batch 2999 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.202 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.303 Tot. Loss: 1.718 +2025-10-05 12:55:16,325 INFO Epoch 14 Batch 3099 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.172 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.610 +2025-10-05 12:57:39,293 INFO Epoch 14 Batch 3199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.629 +2025-10-05 13:00:01,650 INFO Epoch 14 Batch 3299 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.178 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.670 +2025-10-05 13:02:24,640 INFO Epoch 14 Batch 3399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.189 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.661 +2025-10-05 13:04:46,731 INFO Epoch 14 Batch 3499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.179 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.650 +2025-10-05 13:07:09,117 INFO Epoch 14 Batch 3599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.171 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.652 +2025-10-05 13:09:32,186 INFO Epoch 14 Batch 3699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.183 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.653 +2025-10-05 13:11:54,403 INFO Epoch 14 Batch 3799 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.191 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.692 +2025-10-05 13:14:17,421 INFO Epoch 14 Batch 3899 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.189 Mixup Loss: 1.221 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.689 +2025-10-05 13:16:39,619 INFO Epoch 14 Batch 3999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.633 +2025-10-05 13:19:02,053 INFO Epoch 14 Batch 4099 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.185 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.656 +2025-10-05 13:21:25,184 INFO Epoch 14 Batch 4199 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.189 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.288 Tot. Loss: 1.681 +2025-10-05 13:23:47,696 INFO Epoch 14 Batch 4299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.192 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.674 +2025-10-05 13:26:10,731 INFO Epoch 14 Batch 4399 LR : 0.00000 Top1 Acc.: 94.469 CLS Loss: 0.180 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.610 +2025-10-05 13:28:33,034 INFO Epoch 14 Batch 4499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.183 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.637 +2025-10-05 13:30:55,491 INFO Epoch 14 Batch 4599 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.163 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.591 +2025-10-05 13:33:18,537 INFO Epoch 14 Batch 4699 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.187 Mixup Loss: 1.214 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.675 +2025-10-05 13:35:40,883 INFO Epoch 14 Batch 4799 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.177 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.639 +2025-10-05 13:38:03,964 INFO Epoch 14 Batch 4899 LR : 0.00000 Top1 Acc.: 94.250 CLS Loss: 0.202 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.306 Tot. Loss: 1.707 +2025-10-05 13:40:26,005 INFO Epoch 14 Batch 4999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.175 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.635 +2025-10-05 13:42:53,311 INFO ################## + ---> Validation Epoch 14 (Original Model) Acc.: 88.460 FPR: 55.303 AUROC: 88.743 AUPR: 49.963 AURC: 22.579 EAURC: 15.649 AUPR Succ.: 98.273 ECE: 1.872 NLL: 3.975 Brier: 17.004 +2025-10-05 13:45:04,961 INFO ################## + ---> Validation Epoch 14 (EMA Model) Acc.: 88.476 FPR: 54.998 AUROC: 88.751 AUPR: 49.857 AURC: 22.513 EAURC: 15.602 AUPR Succ.: 98.279 ECE: 1.809 NLL: 3.966 Brier: 16.966 +2025-10-05 13:45:04,969 INFO ####### --- Training Epoch 15 --- ####### +2025-10-05 13:48:37,959 INFO Epoch 15 Batch 99 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.179 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.652 +2025-10-05 13:50:59,631 INFO Epoch 15 Batch 199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.165 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.617 +2025-10-05 13:53:21,805 INFO Epoch 15 Batch 299 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.190 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.675 +2025-10-05 13:55:44,795 INFO Epoch 15 Batch 399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.179 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.653 +2025-10-05 13:58:07,199 INFO Epoch 15 Batch 499 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.194 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.304 Tot. Loss: 1.699 +2025-10-05 14:00:30,381 INFO Epoch 15 Batch 599 LR : 0.00000 Top1 Acc.: 94.031 CLS Loss: 0.211 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.314 Tot. Loss: 1.734 +2025-10-05 14:02:52,644 INFO Epoch 15 Batch 699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.191 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.307 Tot. Loss: 1.679 +2025-10-05 14:05:15,085 INFO Epoch 15 Batch 799 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.194 Mixup Loss: 1.224 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.706 +2025-10-05 14:07:38,449 INFO Epoch 15 Batch 899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.169 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.596 +2025-10-05 14:10:01,055 INFO Epoch 15 Batch 999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.181 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.635 +2025-10-05 14:12:24,435 INFO Epoch 15 Batch 1099 LR : 0.00000 Top1 Acc.: 94.344 CLS Loss: 0.184 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.653 +2025-10-05 14:14:46,903 INFO Epoch 15 Batch 1199 LR : 0.00000 Top1 Acc.: 94.438 CLS Loss: 0.200 Mixup Loss: 1.215 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.302 Tot. Loss: 1.717 +2025-10-05 14:17:09,604 INFO Epoch 15 Batch 1299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.174 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.605 +2025-10-05 14:19:33,073 INFO Epoch 15 Batch 1399 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.181 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.650 +2025-10-05 14:21:55,754 INFO Epoch 15 Batch 1499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.193 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.691 +2025-10-05 14:24:19,246 INFO Epoch 15 Batch 1599 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.186 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.675 +2025-10-05 14:26:41,804 INFO Epoch 15 Batch 1699 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.192 Mixup Loss: 1.217 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.695 +2025-10-05 14:29:04,449 INFO Epoch 15 Batch 1799 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.167 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.603 +2025-10-05 14:31:27,669 INFO Epoch 15 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.172 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.651 +2025-10-05 14:33:49,957 INFO Epoch 15 Batch 1999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.163 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.591 +2025-10-05 14:36:12,947 INFO Epoch 15 Batch 2099 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.172 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.602 +2025-10-05 14:38:34,945 INFO Epoch 15 Batch 2199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.180 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.659 +2025-10-05 14:40:57,003 INFO Epoch 15 Batch 2299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.677 +2025-10-05 14:43:19,835 INFO Epoch 15 Batch 2399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.167 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.611 +2025-10-05 14:45:41,967 INFO Epoch 15 Batch 2499 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.182 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.671 +2025-10-05 14:48:04,861 INFO Epoch 15 Batch 2599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.172 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.623 +2025-10-05 14:50:26,909 INFO Epoch 15 Batch 2699 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.174 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.634 +2025-10-05 14:52:49,138 INFO Epoch 15 Batch 2799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.615 +2025-10-05 14:55:12,036 INFO Epoch 15 Batch 2899 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.187 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.663 +2025-10-05 14:57:34,280 INFO Epoch 15 Batch 2999 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.196 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.678 +2025-10-05 14:59:57,572 INFO Epoch 15 Batch 3099 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.165 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.621 +2025-10-05 15:02:19,742 INFO Epoch 15 Batch 3199 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.169 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.632 +2025-10-05 15:04:42,259 INFO Epoch 15 Batch 3299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.171 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.617 +2025-10-05 15:07:05,453 INFO Epoch 15 Batch 3399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.185 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.628 +2025-10-05 15:09:27,876 INFO Epoch 15 Batch 3499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.648 +2025-10-05 15:11:51,110 INFO Epoch 15 Batch 3599 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.164 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.602 +2025-10-05 15:14:13,499 INFO Epoch 15 Batch 3699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.178 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.632 +2025-10-05 15:16:36,267 INFO Epoch 15 Batch 3799 LR : 0.00000 Top1 Acc.: 94.531 CLS Loss: 0.185 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.668 +2025-10-05 15:18:59,398 INFO Epoch 15 Batch 3899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.182 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.654 +2025-10-05 15:21:21,962 INFO Epoch 15 Batch 3999 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.167 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.596 +2025-10-05 15:23:45,247 INFO Epoch 15 Batch 4099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.179 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.642 +2025-10-05 15:26:07,812 INFO Epoch 15 Batch 4199 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.184 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.644 +2025-10-05 15:28:30,959 INFO Epoch 15 Batch 4299 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.185 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.655 +2025-10-05 15:30:53,868 INFO Epoch 15 Batch 4399 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.174 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.617 +2025-10-05 15:33:16,448 INFO Epoch 15 Batch 4499 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.177 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.655 +2025-10-05 15:35:39,510 INFO Epoch 15 Batch 4599 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.159 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.575 +2025-10-05 15:38:01,613 INFO Epoch 15 Batch 4699 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.181 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.678 +2025-10-05 15:40:24,727 INFO Epoch 15 Batch 4799 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.171 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.594 +2025-10-05 15:42:46,906 INFO Epoch 15 Batch 4899 LR : 0.00000 Top1 Acc.: 94.312 CLS Loss: 0.197 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.680 +2025-10-05 15:45:09,161 INFO Epoch 15 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.168 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.586 +2025-10-05 15:47:34,236 INFO ################## + ---> Validation Epoch 15 (Original Model) Acc.: 88.472 FPR: 55.534 AUROC: 88.697 AUPR: 49.825 AURC: 22.617 EAURC: 15.701 AUPR Succ.: 98.268 ECE: 1.964 NLL: 3.981 Brier: 17.011 +2025-10-05 15:49:46,505 INFO ################## + ---> Validation Epoch 15 (EMA Model) Acc.: 88.490 FPR: 55.152 AUROC: 88.724 AUPR: 49.798 AURC: 22.520 EAURC: 15.626 AUPR Succ.: 98.276 ECE: 1.916 NLL: 3.973 Brier: 16.977 +2025-10-05 15:49:46,511 INFO Original Model Accuracy improved from 88.46 to 88.47!!! +2025-10-05 15:49:47,841 INFO ####### --- Training Epoch 16 --- ####### +2025-10-05 15:53:20,261 INFO Epoch 16 Batch 99 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.614 +2025-10-05 15:55:41,930 INFO Epoch 16 Batch 199 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.160 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.581 +2025-10-05 15:58:04,417 INFO Epoch 16 Batch 299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.185 Mixup Loss: 1.218 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.298 Tot. Loss: 1.701 +2025-10-05 16:00:26,373 INFO Epoch 16 Batch 399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.176 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.623 +2025-10-05 16:02:48,442 INFO Epoch 16 Batch 499 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.189 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.672 +2025-10-05 16:05:11,183 INFO Epoch 16 Batch 599 LR : 0.00000 Top1 Acc.: 94.188 CLS Loss: 0.206 Mixup Loss: 1.206 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.291 Tot. Loss: 1.703 +2025-10-05 16:07:33,314 INFO Epoch 16 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.185 Mixup Loss: 1.205 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.673 +2025-10-05 16:09:56,130 INFO Epoch 16 Batch 799 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.188 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.656 +2025-10-05 16:12:18,161 INFO Epoch 16 Batch 899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.164 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.638 +2025-10-05 16:14:40,480 INFO Epoch 16 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.177 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.647 +2025-10-05 16:17:03,770 INFO Epoch 16 Batch 1099 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.180 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.610 +2025-10-05 16:19:26,255 INFO Epoch 16 Batch 1199 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.193 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.695 +2025-10-05 16:21:49,468 INFO Epoch 16 Batch 1299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.169 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.591 +2025-10-05 16:24:11,791 INFO Epoch 16 Batch 1399 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.637 +2025-10-05 16:26:34,256 INFO Epoch 16 Batch 1499 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.186 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.657 +2025-10-05 16:28:57,569 INFO Epoch 16 Batch 1599 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.180 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.673 +2025-10-05 16:31:19,997 INFO Epoch 16 Batch 1699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.186 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.677 +2025-10-05 16:33:43,031 INFO Epoch 16 Batch 1799 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.162 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.602 +2025-10-05 16:36:05,393 INFO Epoch 16 Batch 1899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.167 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.617 +2025-10-05 16:38:27,924 INFO Epoch 16 Batch 1999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.566 +2025-10-05 16:40:50,991 INFO Epoch 16 Batch 2099 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.167 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.614 +2025-10-05 16:43:13,489 INFO Epoch 16 Batch 2199 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.175 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.634 +2025-10-05 16:45:36,689 INFO Epoch 16 Batch 2299 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.186 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.667 +2025-10-05 16:47:59,239 INFO Epoch 16 Batch 2399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.163 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.632 +2025-10-05 16:50:21,878 INFO Epoch 16 Batch 2499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.178 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.652 +2025-10-05 16:52:44,978 INFO Epoch 16 Batch 2599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.170 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.640 +2025-10-05 16:55:07,486 INFO Epoch 16 Batch 2699 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.171 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.627 +2025-10-05 16:57:30,617 INFO Epoch 16 Batch 2799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.631 +2025-10-05 16:59:53,311 INFO Epoch 16 Batch 2899 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.184 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.635 +2025-10-05 17:02:16,078 INFO Epoch 16 Batch 2999 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.191 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.297 Tot. Loss: 1.675 +2025-10-05 17:04:38,884 INFO Epoch 16 Batch 3099 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.162 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.593 +2025-10-05 17:07:01,450 INFO Epoch 16 Batch 3199 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.165 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.600 +2025-10-05 17:09:24,787 INFO Epoch 16 Batch 3299 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.167 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.623 +2025-10-05 17:11:47,159 INFO Epoch 16 Batch 3399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.180 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.622 +2025-10-05 17:14:10,706 INFO Epoch 16 Batch 3499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.169 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.630 +2025-10-05 17:16:33,363 INFO Epoch 16 Batch 3599 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.161 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.610 +2025-10-05 17:18:55,872 INFO Epoch 16 Batch 3699 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.173 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.626 +2025-10-05 17:21:19,380 INFO Epoch 16 Batch 3799 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.182 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.639 +2025-10-05 17:23:41,856 INFO Epoch 16 Batch 3899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.177 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.626 +2025-10-05 17:26:05,467 INFO Epoch 16 Batch 3999 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.164 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.593 +2025-10-05 17:28:27,946 INFO Epoch 16 Batch 4099 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.176 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.616 +2025-10-05 17:30:50,727 INFO Epoch 16 Batch 4199 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.179 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.644 +2025-10-05 17:33:14,341 INFO Epoch 16 Batch 4299 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.183 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.634 +2025-10-05 17:35:36,870 INFO Epoch 16 Batch 4399 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.171 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.603 +2025-10-05 17:38:00,343 INFO Epoch 16 Batch 4499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.173 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.612 +2025-10-05 17:40:22,645 INFO Epoch 16 Batch 4599 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.155 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.560 +2025-10-05 17:42:45,009 INFO Epoch 16 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.176 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.655 +2025-10-05 17:45:08,589 INFO Epoch 16 Batch 4799 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.167 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.584 +2025-10-05 17:47:31,306 INFO Epoch 16 Batch 4899 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.192 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.657 +2025-10-05 17:49:54,557 INFO Epoch 16 Batch 4999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.166 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.575 +2025-10-05 17:52:33,649 INFO ################## + ---> Validation Epoch 16 (Original Model) Acc.: 88.488 FPR: 55.542 AUROC: 88.687 AUPR: 49.772 AURC: 22.585 EAURC: 15.689 AUPR Succ.: 98.270 ECE: 1.984 NLL: 3.982 Brier: 17.005 +2025-10-05 17:54:44,095 INFO ################## + ---> Validation Epoch 16 (EMA Model) Acc.: 88.472 FPR: 54.927 AUROC: 88.747 AUPR: 50.225 AURC: 22.542 EAURC: 15.626 AUPR Succ.: 98.276 ECE: 1.968 NLL: 3.979 Brier: 16.986 +2025-10-05 17:54:44,101 INFO Original Model Accuracy improved from 88.47 to 88.49!!! +2025-10-05 17:54:45,420 INFO ####### --- Training Epoch 17 --- ####### +2025-10-05 17:58:16,782 INFO Epoch 17 Batch 99 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.170 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.617 +2025-10-05 18:00:38,537 INFO Epoch 17 Batch 199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.156 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.237 Tot. Loss: 1.555 +2025-10-05 18:03:01,226 INFO Epoch 17 Batch 299 LR : 0.00000 Top1 Acc.: 94.625 CLS Loss: 0.181 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.293 Tot. Loss: 1.685 +2025-10-05 18:05:23,411 INFO Epoch 17 Batch 399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.171 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.613 +2025-10-05 18:07:46,436 INFO Epoch 17 Batch 499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.184 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.654 +2025-10-05 18:10:08,553 INFO Epoch 17 Batch 599 LR : 0.00000 Top1 Acc.: 94.406 CLS Loss: 0.201 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.682 +2025-10-05 18:12:30,961 INFO Epoch 17 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.181 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.640 +2025-10-05 18:14:54,236 INFO Epoch 17 Batch 799 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.184 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.648 +2025-10-05 18:17:16,691 INFO Epoch 17 Batch 899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.159 Mixup Loss: 1.190 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.599 +2025-10-05 18:19:39,779 INFO Epoch 17 Batch 999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.174 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.600 +2025-10-05 18:22:02,028 INFO Epoch 17 Batch 1099 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.175 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.592 +2025-10-05 18:24:24,632 INFO Epoch 17 Batch 1199 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.190 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.669 +2025-10-05 18:26:47,840 INFO Epoch 17 Batch 1299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.165 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.590 +2025-10-05 18:29:10,563 INFO Epoch 17 Batch 1399 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.619 +2025-10-05 18:31:33,727 INFO Epoch 17 Batch 1499 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.184 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.650 +2025-10-05 18:33:55,852 INFO Epoch 17 Batch 1599 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.179 Mixup Loss: 1.197 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.658 +2025-10-05 18:36:18,234 INFO Epoch 17 Batch 1699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.184 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.673 +2025-10-05 18:38:41,265 INFO Epoch 17 Batch 1799 LR : 0.00000 Top1 Acc.: 95.969 CLS Loss: 0.159 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.570 +2025-10-05 18:41:03,585 INFO Epoch 17 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.163 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.578 +2025-10-05 18:43:26,670 INFO Epoch 17 Batch 1999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.156 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.235 Tot. Loss: 1.559 +2025-10-05 18:45:48,751 INFO Epoch 17 Batch 2099 LR : 0.00000 Top1 Acc.: 95.938 CLS Loss: 0.164 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.593 +2025-10-05 18:48:11,439 INFO Epoch 17 Batch 2199 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.637 +2025-10-05 18:50:34,416 INFO Epoch 17 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.180 Mixup Loss: 1.212 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.654 +2025-10-05 18:52:56,972 INFO Epoch 17 Batch 2399 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.159 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.596 +2025-10-05 18:55:20,085 INFO Epoch 17 Batch 2499 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.174 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.284 Tot. Loss: 1.656 +2025-10-05 18:57:42,444 INFO Epoch 17 Batch 2599 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.164 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.594 +2025-10-05 19:00:05,709 INFO Epoch 17 Batch 2699 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.167 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.614 +2025-10-05 19:02:27,977 INFO Epoch 17 Batch 2799 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.163 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.598 +2025-10-05 19:04:50,310 INFO Epoch 17 Batch 2899 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.179 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.653 +2025-10-05 19:07:13,347 INFO Epoch 17 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.191 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.645 +2025-10-05 19:09:35,612 INFO Epoch 17 Batch 3099 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.157 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.559 +2025-10-05 19:11:58,886 INFO Epoch 17 Batch 3199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.161 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.587 +2025-10-05 19:14:20,971 INFO Epoch 17 Batch 3299 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.165 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.611 +2025-10-05 19:16:43,342 INFO Epoch 17 Batch 3399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.176 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.604 +2025-10-05 19:19:06,346 INFO Epoch 17 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.165 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.610 +2025-10-05 19:21:28,692 INFO Epoch 17 Batch 3599 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.157 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.605 +2025-10-05 19:23:51,752 INFO Epoch 17 Batch 3699 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.588 +2025-10-05 19:26:14,141 INFO Epoch 17 Batch 3799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.178 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.612 +2025-10-05 19:28:36,578 INFO Epoch 17 Batch 3899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.175 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.644 +2025-10-05 19:30:59,881 INFO Epoch 17 Batch 3999 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.161 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.574 +2025-10-05 19:33:22,265 INFO Epoch 17 Batch 4099 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.170 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.609 +2025-10-05 19:35:45,837 INFO Epoch 17 Batch 4199 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.623 +2025-10-05 19:38:08,258 INFO Epoch 17 Batch 4299 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.181 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.635 +2025-10-05 19:40:30,786 INFO Epoch 17 Batch 4399 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.168 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.583 +2025-10-05 19:42:54,039 INFO Epoch 17 Batch 4499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.174 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.608 +2025-10-05 19:45:16,229 INFO Epoch 17 Batch 4599 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.150 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.549 +2025-10-05 19:47:39,206 INFO Epoch 17 Batch 4699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.618 +2025-10-05 19:50:01,441 INFO Epoch 17 Batch 4799 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.165 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.597 +2025-10-05 19:52:23,925 INFO Epoch 17 Batch 4899 LR : 0.00000 Top1 Acc.: 94.500 CLS Loss: 0.190 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.657 +2025-10-05 19:54:46,991 INFO Epoch 17 Batch 4999 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.162 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.585 +2025-10-05 19:57:14,516 INFO ################## + ---> Validation Epoch 17 (Original Model) Acc.: 88.516 FPR: 56.113 AUROC: 88.640 AUPR: 49.742 AURC: 22.582 EAURC: 15.720 AUPR Succ.: 98.267 ECE: 1.994 NLL: 3.986 Brier: 17.011 +2025-10-05 19:59:25,234 INFO ################## + ---> Validation Epoch 17 (EMA Model) Acc.: 88.502 FPR: 55.279 AUROC: 88.678 AUPR: 49.863 AURC: 22.559 EAURC: 15.680 AUPR Succ.: 98.271 ECE: 2.011 NLL: 3.985 Brier: 16.999 +2025-10-05 19:59:25,240 INFO Original Model Accuracy improved from 88.49 to 88.52!!! +2025-10-05 19:59:26,513 INFO EMA Model Accuracy improved from 88.50 to 88.50!!! +2025-10-05 19:59:27,716 INFO ####### --- Training Epoch 18 --- ####### +2025-10-05 20:02:58,196 INFO Epoch 18 Batch 99 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.165 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.586 +2025-10-05 20:05:20,758 INFO Epoch 18 Batch 199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.153 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.562 +2025-10-05 20:07:42,564 INFO Epoch 18 Batch 299 LR : 0.00000 Top1 Acc.: 94.594 CLS Loss: 0.177 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.654 +2025-10-05 20:10:04,662 INFO Epoch 18 Batch 399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.168 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.582 +2025-10-05 20:12:27,746 INFO Epoch 18 Batch 499 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.180 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.649 +2025-10-05 20:14:50,166 INFO Epoch 18 Batch 599 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.195 Mixup Loss: 1.207 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.292 Tot. Loss: 1.694 +2025-10-05 20:17:13,397 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.632 +2025-10-05 20:19:35,601 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.182 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.643 +2025-10-05 20:21:58,210 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.157 Mixup Loss: 1.189 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.605 +2025-10-05 20:24:21,253 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.172 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.607 +2025-10-05 20:26:43,563 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.171 Mixup Loss: 1.161 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.583 +2025-10-05 20:29:06,975 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.188 Mixup Loss: 1.202 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.301 Tot. Loss: 1.691 +2025-10-05 20:31:29,156 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.163 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.570 +2025-10-05 20:33:51,749 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.169 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.607 +2025-10-05 20:36:14,648 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.645 +2025-10-05 20:38:36,899 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.174 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.642 +2025-10-05 20:40:59,984 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.182 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.643 +2025-10-05 20:43:21,996 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.155 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.584 +2025-10-05 20:45:45,071 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.160 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.279 Tot. Loss: 1.617 +2025-10-05 20:48:07,312 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.153 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.563 +2025-10-05 20:50:29,761 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.163 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.588 +2025-10-05 20:52:52,883 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.170 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.606 +2025-10-05 20:55:14,979 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.178 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.657 +2025-10-05 20:57:38,288 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.159 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.594 +2025-10-05 21:00:00,285 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.172 Mixup Loss: 1.208 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.646 +2025-10-05 21:02:22,638 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.161 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.585 +2025-10-05 21:04:45,848 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.163 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.596 +2025-10-05 21:07:08,068 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.160 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.574 +2025-10-05 21:09:31,428 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.176 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.628 +2025-10-05 21:11:53,702 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.185 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.285 Tot. Loss: 1.654 +2025-10-05 21:14:16,274 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.155 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.569 +2025-10-05 21:16:39,391 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.159 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.568 +2025-10-05 21:19:01,721 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.164 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.598 +2025-10-05 21:21:25,028 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.174 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.588 +2025-10-05 21:23:47,334 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.164 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.595 +2025-10-05 21:26:09,964 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.155 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.574 +2025-10-05 21:28:32,950 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.169 Mixup Loss: 1.140 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.577 +2025-10-05 21:30:55,279 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.176 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.634 +2025-10-05 21:33:18,119 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.637 +2025-10-05 21:35:40,170 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.157 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.575 +2025-10-05 21:38:02,558 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.169 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.614 +2025-10-05 21:40:25,472 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.175 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.273 Tot. Loss: 1.611 +2025-10-05 21:42:47,676 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.177 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.624 +2025-10-05 21:45:10,777 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.164 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.577 +2025-10-05 21:47:32,894 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.591 +2025-10-05 21:49:55,343 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.148 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.547 +2025-10-05 21:52:18,282 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.193 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.617 +2025-10-05 21:54:40,513 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.164 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.608 +2025-10-05 21:57:03,766 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 94.750 CLS Loss: 0.189 Mixup Loss: 1.198 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.290 Tot. Loss: 1.677 +2025-10-05 21:59:25,747 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.160 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.559 +2025-10-05 22:01:52,032 INFO ################## + ---> Validation Epoch 18 (Original Model) Acc.: 88.504 FPR: 55.689 AUROC: 88.656 AUPR: 49.874 AURC: 22.590 EAURC: 15.713 AUPR Succ.: 98.267 ECE: 2.061 NLL: 3.992 Brier: 17.018 +2025-10-05 22:04:02,476 INFO ################## + ---> Validation Epoch 18 (EMA Model) Acc.: 88.508 FPR: 55.813 AUROC: 88.657 AUPR: 49.810 AURC: 22.575 EAURC: 15.704 AUPR Succ.: 98.268 ECE: 2.041 NLL: 3.990 Brier: 17.009 +2025-10-05 22:04:02,482 INFO EMA Model Accuracy improved from 88.50 to 88.51!!! +2025-10-05 22:04:03,883 INFO ####### --- Training Epoch 19 --- ####### +2025-10-05 22:07:34,269 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.163 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.604 +2025-10-05 22:09:56,568 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.153 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.572 +2025-10-05 22:12:18,608 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 94.562 CLS Loss: 0.176 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.660 +2025-10-05 22:14:41,764 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.166 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.584 +2025-10-05 22:17:03,948 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.178 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.646 +2025-10-05 22:19:27,139 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.195 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.300 Tot. Loss: 1.676 +2025-10-05 22:21:49,594 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.176 Mixup Loss: 1.192 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.640 +2025-10-05 22:24:12,139 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.180 Mixup Loss: 1.180 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.625 +2025-10-05 22:26:35,580 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.155 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.234 Tot. Loss: 1.573 +2025-10-05 22:28:58,068 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.169 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.601 +2025-10-05 22:31:21,613 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.170 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.605 +2025-10-05 22:33:43,725 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.185 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.663 +2025-10-05 22:36:06,097 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.162 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.577 +2025-10-05 22:38:29,286 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.167 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.591 +2025-10-05 22:40:51,914 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.623 +2025-10-05 22:43:15,072 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.172 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.634 +2025-10-05 22:45:36,944 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.178 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.639 +2025-10-05 22:47:58,926 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.031 CLS Loss: 0.153 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.574 +2025-10-05 22:50:21,680 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.160 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.593 +2025-10-05 22:52:43,886 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.150 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.553 +2025-10-05 22:55:06,705 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.162 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.601 +2025-10-05 22:57:28,667 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.169 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.599 +2025-10-05 22:59:50,855 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.178 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.662 +2025-10-05 23:02:13,534 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.156 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.592 +2025-10-05 23:04:35,685 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.171 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.648 +2025-10-05 23:06:58,592 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.162 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.612 +2025-10-05 23:09:20,639 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.163 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.592 +2025-10-05 23:11:42,891 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.159 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.581 +2025-10-05 23:14:06,219 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.175 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.630 +2025-10-05 23:16:28,627 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.184 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.275 Tot. Loss: 1.650 +2025-10-05 23:18:51,839 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 95.781 CLS Loss: 0.154 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.549 +2025-10-05 23:21:13,949 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 95.750 CLS Loss: 0.157 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.584 +2025-10-05 23:23:36,377 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.160 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.626 +2025-10-05 23:25:59,542 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.173 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.602 +2025-10-05 23:28:22,009 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.163 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.270 Tot. Loss: 1.614 +2025-10-05 23:30:45,184 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.154 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.589 +2025-10-05 23:33:07,490 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.169 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.274 Tot. Loss: 1.598 +2025-10-05 23:35:29,864 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.175 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.627 +2025-10-05 23:37:52,936 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.199 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.631 +2025-10-05 23:40:15,355 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.156 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.567 +2025-10-05 23:42:38,563 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.167 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.596 +2025-10-05 23:45:00,774 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.610 +2025-10-05 23:47:23,329 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.176 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.623 +2025-10-05 23:49:46,507 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.163 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.567 +2025-10-05 23:52:08,810 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.169 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.595 +2025-10-05 23:54:31,915 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.148 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.240 Tot. Loss: 1.533 +2025-10-05 23:56:54,017 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.170 Mixup Loss: 1.200 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.627 +2025-10-05 23:59:16,357 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.160 Mixup Loss: 1.163 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.578 +2025-10-06 00:01:39,037 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 94.781 CLS Loss: 0.187 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.642 +2025-10-06 00:04:01,308 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.161 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.561 +2025-10-06 00:06:29,881 INFO ################## + ---> Validation Epoch 19 (Original Model) Acc.: 88.524 FPR: 55.734 AUROC: 88.620 AUPR: 49.621 AURC: 22.583 EAURC: 15.731 AUPR Succ.: 98.266 ECE: 2.086 NLL: 3.994 Brier: 17.019 +2025-10-06 00:08:40,959 INFO ################## + ---> Validation Epoch 19 (EMA Model) Acc.: 88.498 FPR: 55.590 AUROC: 88.672 AUPR: 50.016 AURC: 22.582 EAURC: 15.698 AUPR Succ.: 98.269 ECE: 2.078 NLL: 3.993 Brier: 17.014 +2025-10-06 00:08:40,965 INFO Original Model Accuracy improved from 88.52 to 88.52!!! +2025-10-06 00:08:42,229 INFO ####### --- Training Epoch 20 --- ####### +2025-10-06 00:12:13,258 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.163 Mixup Loss: 1.167 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.572 +2025-10-06 00:14:34,944 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.150 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.234 Tot. Loss: 1.544 +2025-10-06 00:16:57,868 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.174 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.637 +2025-10-06 00:19:20,013 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 95.531 CLS Loss: 0.166 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.594 +2025-10-06 00:21:42,475 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.181 Mixup Loss: 1.203 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.660 +2025-10-06 00:24:05,810 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 94.688 CLS Loss: 0.193 Mixup Loss: 1.196 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.296 Tot. Loss: 1.685 +2025-10-06 00:26:28,236 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.173 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.616 +2025-10-06 00:28:51,498 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 94.969 CLS Loss: 0.179 Mixup Loss: 1.184 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.286 Tot. Loss: 1.650 +2025-10-06 00:31:13,803 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.154 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.243 Tot. Loss: 1.562 +2025-10-06 00:33:36,218 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.170 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.590 +2025-10-06 00:35:59,621 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.170 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.587 +2025-10-06 00:38:22,105 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.183 Mixup Loss: 1.211 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.281 Tot. Loss: 1.675 +2025-10-06 00:40:45,343 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.162 Mixup Loss: 1.155 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.559 +2025-10-06 00:43:07,499 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.166 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.262 Tot. Loss: 1.597 +2025-10-06 00:45:29,725 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.177 Mixup Loss: 1.181 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.624 +2025-10-06 00:47:52,887 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.171 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.626 +2025-10-06 00:50:15,025 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.177 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.618 +2025-10-06 00:52:38,166 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.154 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.578 +2025-10-06 00:55:00,260 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.158 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.594 +2025-10-06 00:57:22,702 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.150 Mixup Loss: 1.142 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.564 +2025-10-06 00:59:46,248 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 96.000 CLS Loss: 0.160 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.246 Tot. Loss: 1.571 +2025-10-06 01:02:08,473 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.169 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.607 +2025-10-06 01:04:31,866 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.176 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.633 +2025-10-06 01:06:54,002 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.154 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.570 +2025-10-06 01:09:16,240 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.170 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.617 +2025-10-06 01:11:39,526 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.159 Mixup Loss: 1.171 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.578 +2025-10-06 01:14:01,728 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.256 Tot. Loss: 1.597 +2025-10-06 01:16:25,106 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.156 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.593 +2025-10-06 01:18:47,337 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.175 Mixup Loss: 1.179 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.278 Tot. Loss: 1.631 +2025-10-06 01:21:09,576 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.184 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.650 +2025-10-06 01:23:32,794 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 95.562 CLS Loss: 0.151 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.250 Tot. Loss: 1.555 +2025-10-06 01:25:55,098 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 95.688 CLS Loss: 0.157 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.570 +2025-10-06 01:28:18,446 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.606 +2025-10-06 01:30:40,632 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 95.281 CLS Loss: 0.172 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.601 +2025-10-06 01:33:02,989 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.163 Mixup Loss: 1.173 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.592 +2025-10-06 01:35:26,520 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.153 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.557 +2025-10-06 01:37:49,016 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.168 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.267 Tot. Loss: 1.585 +2025-10-06 01:40:12,203 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 94.875 CLS Loss: 0.174 Mixup Loss: 1.168 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.299 Tot. Loss: 1.641 +2025-10-06 01:42:34,269 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 95.219 CLS Loss: 0.171 Mixup Loss: 1.201 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.280 Tot. Loss: 1.651 +2025-10-06 01:44:56,713 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 95.656 CLS Loss: 0.155 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.588 +2025-10-06 01:47:19,494 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 95.156 CLS Loss: 0.166 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.573 +2025-10-06 01:49:41,796 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.172 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.622 +2025-10-06 01:52:05,020 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.176 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.623 +2025-10-06 01:54:27,168 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.164 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.573 +2025-10-06 01:56:50,476 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.169 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.570 +2025-10-06 01:59:12,753 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.147 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.550 +2025-10-06 02:01:34,915 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 95.000 CLS Loss: 0.170 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.612 +2025-10-06 02:03:58,390 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.160 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.565 +2025-10-06 02:06:20,759 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 94.719 CLS Loss: 0.186 Mixup Loss: 1.187 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.261 Tot. Loss: 1.634 +2025-10-06 02:08:44,145 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.159 Mixup Loss: 1.143 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.241 Tot. Loss: 1.544 +2025-10-06 02:11:32,701 INFO ################## + ---> Validation Epoch 20 (Original Model) Acc.: 88.512 FPR: 55.797 AUROC: 88.630 AUPR: 49.650 AURC: 22.605 EAURC: 15.738 AUPR Succ.: 98.265 ECE: 2.107 NLL: 3.997 Brier: 17.023 +2025-10-06 02:14:01,083 INFO ################## + ---> Validation Epoch 20 (EMA Model) Acc.: 88.494 FPR: 55.380 AUROC: 88.671 AUPR: 50.044 AURC: 22.595 EAURC: 15.706 AUPR Succ.: 98.268 ECE: 2.100 NLL: 3.995 Brier: 17.018 +2025-10-06 02:14:01,091 INFO ####### --- Training Epoch 21 --- ####### +2025-10-06 02:17:31,254 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.161 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.567 +2025-10-06 02:19:52,833 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 95.844 CLS Loss: 0.149 Mixup Loss: 1.151 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.560 +2025-10-06 02:22:15,729 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 94.812 CLS Loss: 0.175 Mixup Loss: 1.210 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.668 +2025-10-06 02:24:37,833 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.164 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.258 Tot. Loss: 1.586 +2025-10-06 02:27:00,840 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.176 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.282 Tot. Loss: 1.644 +2025-10-06 02:29:23,109 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.192 Mixup Loss: 1.195 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.646 +2025-10-06 02:31:45,537 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.174 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.641 +2025-10-06 02:34:08,874 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.179 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.602 +2025-10-06 02:36:31,300 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 95.344 CLS Loss: 0.154 Mixup Loss: 1.157 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.248 Tot. Loss: 1.558 +2025-10-06 02:38:54,773 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.168 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.259 Tot. Loss: 1.596 +2025-10-06 02:41:17,240 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.169 Mixup Loss: 1.177 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.257 Tot. Loss: 1.603 +2025-10-06 02:43:39,753 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.182 Mixup Loss: 1.204 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.287 Tot. Loss: 1.673 +2025-10-06 02:46:02,947 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.160 Mixup Loss: 1.131 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.255 Tot. Loss: 1.546 +2025-10-06 02:48:25,465 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.167 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.589 +2025-10-06 02:50:48,708 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.177 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.289 Tot. Loss: 1.637 +2025-10-06 02:53:11,010 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.171 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.277 Tot. Loss: 1.639 +2025-10-06 02:55:33,381 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 95.375 CLS Loss: 0.177 Mixup Loss: 1.191 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.276 Tot. Loss: 1.644 +2025-10-06 02:57:56,563 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.125 CLS Loss: 0.153 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.571 +2025-10-06 03:00:19,109 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.158 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.249 Tot. Loss: 1.565 +2025-10-06 03:02:42,354 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.151 Mixup Loss: 1.153 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.545 +2025-10-06 03:05:04,408 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.094 CLS Loss: 0.160 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.565 +2025-10-06 03:07:26,803 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 95.594 CLS Loss: 0.169 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.606 +2025-10-06 03:09:49,859 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 95.031 CLS Loss: 0.174 Mixup Loss: 1.194 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.641 +2025-10-06 03:12:12,378 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 95.469 CLS Loss: 0.157 Mixup Loss: 1.164 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.251 Tot. Loss: 1.572 +2025-10-06 03:14:35,494 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 95.812 CLS Loss: 0.167 Mixup Loss: 1.183 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.265 Tot. Loss: 1.615 +2025-10-06 03:16:58,007 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.158 Mixup Loss: 1.165 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.570 +2025-10-06 03:19:20,806 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 95.875 CLS Loss: 0.161 Mixup Loss: 1.172 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.596 +2025-10-06 03:21:44,022 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.157 Mixup Loss: 1.149 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.245 Tot. Loss: 1.551 +2025-10-06 03:24:06,496 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 94.938 CLS Loss: 0.175 Mixup Loss: 1.188 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.272 Tot. Loss: 1.635 +2025-10-06 03:26:29,899 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 94.906 CLS Loss: 0.183 Mixup Loss: 1.176 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.642 +2025-10-06 03:28:52,545 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 95.719 CLS Loss: 0.152 Mixup Loss: 1.146 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.253 Tot. Loss: 1.551 +2025-10-06 03:31:15,577 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 95.500 CLS Loss: 0.158 Mixup Loss: 1.158 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.563 +2025-10-06 03:33:38,322 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 95.906 CLS Loss: 0.160 Mixup Loss: 1.178 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.271 Tot. Loss: 1.610 +2025-10-06 03:36:00,949 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.173 Mixup Loss: 1.170 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.609 +2025-10-06 03:38:24,307 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 95.125 CLS Loss: 0.161 Mixup Loss: 1.175 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.583 +2025-10-06 03:40:46,784 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.154 Mixup Loss: 1.169 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.247 Tot. Loss: 1.570 +2025-10-06 03:43:09,905 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 95.188 CLS Loss: 0.169 Mixup Loss: 1.162 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.598 +2025-10-06 03:45:32,154 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 95.094 CLS Loss: 0.174 Mixup Loss: 1.186 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.263 Tot. Loss: 1.623 +2025-10-06 03:47:54,556 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.168 Mixup Loss: 1.182 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.264 Tot. Loss: 1.614 +2025-10-06 03:50:17,858 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 95.625 CLS Loss: 0.155 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.252 Tot. Loss: 1.567 +2025-10-06 03:52:40,347 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.166 Mixup Loss: 1.160 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.260 Tot. Loss: 1.586 +2025-10-06 03:55:03,332 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.172 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.589 +2025-10-06 03:57:25,500 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 95.250 CLS Loss: 0.174 Mixup Loss: 1.174 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.266 Tot. Loss: 1.614 +2025-10-06 03:59:47,832 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 95.062 CLS Loss: 0.165 Mixup Loss: 1.154 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.254 Tot. Loss: 1.574 +2025-10-06 04:02:11,008 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 95.312 CLS Loss: 0.167 Mixup Loss: 1.159 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.269 Tot. Loss: 1.595 +2025-10-06 04:04:33,313 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.062 CLS Loss: 0.146 Mixup Loss: 1.150 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.227 Tot. Loss: 1.523 +2025-10-06 04:06:56,495 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 94.844 CLS Loss: 0.170 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.268 Tot. Loss: 1.623 +2025-10-06 04:09:18,665 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 95.406 CLS Loss: 0.159 Mixup Loss: 1.166 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.242 Tot. Loss: 1.568 +2025-10-06 04:11:40,992 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 94.656 CLS Loss: 0.187 Mixup Loss: 1.185 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.283 Tot. Loss: 1.655 +2025-10-06 04:14:04,427 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 95.438 CLS Loss: 0.159 Mixup Loss: 1.152 CRL Loss: 0.000 CutMix Loss: 0.000 PixMix Loss: 0.238 Tot. Loss: 1.549 +2025-10-06 04:16:26,796 INFO ################## + ---> Validation Epoch 21 (Original Model) Acc.: 88.508 FPR: 55.691 AUROC: 88.637 AUPR: 49.767 AURC: 22.608 EAURC: 15.736 AUPR Succ.: 98.265 ECE: 2.101 NLL: 3.997 Brier: 17.024 +2025-10-06 04:19:32,374 INFO ################## + ---> Validation Epoch 21 (EMA Model) Acc.: 88.500 FPR: 55.478 AUROC: 88.658 AUPR: 49.971 AURC: 22.597 EAURC: 15.716 AUPR Succ.: 98.267 ECE: 2.104 NLL: 3.996 Brier: 17.020