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2025-09-17 17:31:28,074 INFO {
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"deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
"epochs": 20,
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}
2025-09-17 17:34:31,209 INFO ####################################################################################################
1 / 1 Running
2025-09-17 17:35:13,739 INFO ####### --- Training Epoch 1 --- #######
2025-09-17 17:57:39,322 INFO Epoch 1 Batch 99 LR : 0.00010 Top1 Acc.: 95.828 CLS Loss: 0.229 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.151 PixMix Loss: 1.511 Tot. Loss: 1.380
2025-09-17 18:00:42,790 INFO Epoch 1 Batch 199 LR : 0.00010 Top1 Acc.: 95.828 CLS Loss: 0.179 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 1.304 Tot. Loss: 1.317
2025-09-17 18:03:47,443 INFO Epoch 1 Batch 299 LR : 0.00010 Top1 Acc.: 95.797 CLS Loss: 0.170 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.275 Tot. Loss: 1.270
2025-09-17 18:06:52,000 INFO Epoch 1 Batch 399 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.158 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.202 Tot. Loss: 1.276
2025-09-17 18:09:56,357 INFO Epoch 1 Batch 499 LR : 0.00010 Top1 Acc.: 95.906 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.144 PixMix Loss: 1.210 Tot. Loss: 1.308
2025-09-17 18:13:00,877 INFO Epoch 1 Batch 599 LR : 0.00010 Top1 Acc.: 95.750 CLS Loss: 0.163 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.147 PixMix Loss: 1.195 Tot. Loss: 1.310
2025-09-17 18:16:05,309 INFO Epoch 1 Batch 699 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.154 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.166 Tot. Loss: 1.266
2025-09-17 18:19:09,798 INFO Epoch 1 Batch 799 LR : 0.00010 Top1 Acc.: 95.797 CLS Loss: 0.161 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.178 Tot. Loss: 1.288
2025-09-17 18:22:14,436 INFO Epoch 1 Batch 899 LR : 0.00010 Top1 Acc.: 95.625 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.137 PixMix Loss: 1.182 Tot. Loss: 1.286
2025-09-17 18:25:19,147 INFO Epoch 1 Batch 999 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.147 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.165 Tot. Loss: 1.241
2025-09-17 18:28:23,922 INFO Epoch 1 Batch 1099 LR : 0.00010 Top1 Acc.: 95.594 CLS Loss: 0.153 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.113 Tot. Loss: 1.278
2025-09-17 18:31:28,614 INFO Epoch 1 Batch 1199 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.142 PixMix Loss: 1.168 Tot. Loss: 1.287
2025-09-17 18:34:33,412 INFO Epoch 1 Batch 1299 LR : 0.00010 Top1 Acc.: 95.969 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.145 Tot. Loss: 1.236
2025-09-17 18:37:38,080 INFO Epoch 1 Batch 1399 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.093 Tot. Loss: 1.226
2025-09-17 18:40:42,593 INFO Epoch 1 Batch 1499 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.151 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.139 PixMix Loss: 1.113 Tot. Loss: 1.290
2025-09-17 18:43:47,174 INFO Epoch 1 Batch 1599 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.149 PixMix Loss: 1.145 Tot. Loss: 1.298
2025-09-17 18:46:51,745 INFO Epoch 1 Batch 1699 LR : 0.00010 Top1 Acc.: 96.078 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.125 Tot. Loss: 1.250
2025-09-17 18:49:56,573 INFO Epoch 1 Batch 1799 LR : 0.00010 Top1 Acc.: 95.922 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 1.094 Tot. Loss: 1.269
2025-09-17 18:53:01,210 INFO Epoch 1 Batch 1899 LR : 0.00010 Top1 Acc.: 95.812 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.122 Tot. Loss: 1.279
2025-09-17 18:56:05,962 INFO Epoch 1 Batch 1999 LR : 0.00010 Top1 Acc.: 96.438 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.139 Tot. Loss: 1.220
2025-09-17 18:59:10,567 INFO Epoch 1 Batch 2099 LR : 0.00010 Top1 Acc.: 95.891 CLS Loss: 0.150 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.129 Tot. Loss: 1.268
2025-09-17 19:02:15,390 INFO Epoch 1 Batch 2199 LR : 0.00010 Top1 Acc.: 96.281 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.096 Tot. Loss: 1.224
2025-09-17 19:05:20,075 INFO Epoch 1 Batch 2299 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.143 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.161 Tot. Loss: 1.230
2025-09-17 19:08:24,878 INFO Epoch 1 Batch 2399 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.093 Tot. Loss: 1.214
2025-09-17 19:11:29,713 INFO Epoch 1 Batch 2499 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.147 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.119 Tot. Loss: 1.276
2025-09-17 19:14:34,261 INFO Epoch 1 Batch 2599 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.145 Tot. Loss: 1.252
2025-09-17 19:17:38,118 INFO Epoch 1 Batch 2699 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.120 Tot. Loss: 1.238
2025-09-17 19:20:42,613 INFO Epoch 1 Batch 2799 LR : 0.00010 Top1 Acc.: 95.828 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.121 Tot. Loss: 1.223
2025-09-17 19:23:47,311 INFO Epoch 1 Batch 2899 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.149 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.119 Tot. Loss: 1.265
2025-09-17 19:26:51,880 INFO Epoch 1 Batch 2999 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.152 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.140 PixMix Loss: 1.081 Tot. Loss: 1.291
2025-09-17 19:29:56,406 INFO Epoch 1 Batch 3099 LR : 0.00010 Top1 Acc.: 95.859 CLS Loss: 0.142 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.118 Tot. Loss: 1.255
2025-09-17 19:33:00,989 INFO Epoch 1 Batch 3199 LR : 0.00010 Top1 Acc.: 95.938 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.103 Tot. Loss: 1.202
2025-09-17 19:36:05,465 INFO Epoch 1 Batch 3299 LR : 0.00010 Top1 Acc.: 96.266 CLS Loss: 0.143 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.108 Tot. Loss: 1.272
2025-09-17 19:39:09,941 INFO Epoch 1 Batch 3399 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.059 Tot. Loss: 1.220
2025-09-17 19:42:14,503 INFO Epoch 1 Batch 3499 LR : 0.00010 Top1 Acc.: 96.375 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.090 Tot. Loss: 1.241
2025-09-17 19:45:19,105 INFO Epoch 1 Batch 3599 LR : 0.00010 Top1 Acc.: 95.766 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.128 Tot. Loss: 1.194
2025-09-17 19:48:23,612 INFO Epoch 1 Batch 3699 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.141 PixMix Loss: 1.102 Tot. Loss: 1.281
2025-09-17 19:51:28,162 INFO Epoch 1 Batch 3799 LR : 0.00010 Top1 Acc.: 95.609 CLS Loss: 0.151 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.137 PixMix Loss: 1.121 Tot. Loss: 1.288
2025-09-17 19:54:32,664 INFO Epoch 1 Batch 3899 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.086 Tot. Loss: 1.197
2025-09-17 19:57:37,233 INFO Epoch 1 Batch 3999 LR : 0.00010 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.122 Tot. Loss: 1.227
2025-09-17 20:00:41,752 INFO Epoch 1 Batch 4099 LR : 0.00010 Top1 Acc.: 95.922 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.148 PixMix Loss: 1.133 Tot. Loss: 1.287
2025-09-17 20:03:46,259 INFO Epoch 1 Batch 4199 LR : 0.00010 Top1 Acc.: 96.156 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.131 Tot. Loss: 1.239
2025-09-17 20:06:50,802 INFO Epoch 1 Batch 4299 LR : 0.00010 Top1 Acc.: 96.516 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.088 Tot. Loss: 1.233
2025-09-17 20:09:55,331 INFO Epoch 1 Batch 4399 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.069 Tot. Loss: 1.245
2025-09-17 20:12:59,938 INFO Epoch 1 Batch 4499 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.058 Tot. Loss: 1.252
2025-09-17 20:16:04,531 INFO Epoch 1 Batch 4599 LR : 0.00010 Top1 Acc.: 96.266 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.072 Tot. Loss: 1.212
2025-09-17 20:19:09,095 INFO Epoch 1 Batch 4699 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.085 Tot. Loss: 1.256
2025-09-17 20:22:13,690 INFO Epoch 1 Batch 4799 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.150 Tot. Loss: 1.227
2025-09-17 20:25:18,284 INFO Epoch 1 Batch 4899 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.081 Tot. Loss: 1.221
2025-09-17 20:28:22,850 INFO Epoch 1 Batch 4999 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.051 Tot. Loss: 1.220
2025-09-17 20:34:22,714 INFO ##################
---> Validation Epoch 1 (Original Model) Acc.: 81.892 FPR: 58.681 AUROC: 87.315 AUPR: 60.753 AURC: 48.479 EAURC: 30.994 AUPR Succ.: 96.348 ECE: 5.913 NLL: 7.500 Brier: 26.556
2025-09-17 20:40:20,531 INFO ##################
---> Validation Epoch 1 (EMA Model) Acc.: 81.894 FPR: 58.621 AUROC: 87.307 AUPR: 60.654 AURC: 48.476 EAURC: 30.995 AUPR Succ.: 96.348 ECE: 5.930 NLL: 7.499 Brier: 26.555
2025-09-17 20:40:20,874 INFO Original Model Accuracy improved from 0.00 to 81.89!!!
2025-09-17 20:40:26,304 INFO EMA Model Accuracy improved from 0.00 to 81.89!!!
2025-09-17 20:40:30,439 INFO ####### --- Training Epoch 2 --- #######
2025-09-17 20:57:08,961 INFO Epoch 2 Batch 99 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.138 Tot. Loss: 1.261
2025-09-17 21:00:12,874 INFO Epoch 2 Batch 199 LR : 0.00010 Top1 Acc.: 96.344 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.100 Tot. Loss: 1.246
2025-09-17 21:03:17,802 INFO Epoch 2 Batch 299 LR : 0.00010 Top1 Acc.: 96.094 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.125 PixMix Loss: 1.072 Tot. Loss: 1.260
2025-09-17 21:06:22,372 INFO Epoch 2 Batch 399 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.103 Tot. Loss: 1.251
2025-09-17 21:09:27,169 INFO Epoch 2 Batch 499 LR : 0.00010 Top1 Acc.: 96.016 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.097 Tot. Loss: 1.205
2025-09-17 21:12:31,975 INFO Epoch 2 Batch 599 LR : 0.00010 Top1 Acc.: 95.828 CLS Loss: 0.145 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.126 Tot. Loss: 1.212
2025-09-17 21:15:36,723 INFO Epoch 2 Batch 699 LR : 0.00010 Top1 Acc.: 95.906 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.091 Tot. Loss: 1.215
2025-09-17 21:18:41,537 INFO Epoch 2 Batch 799 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.151 PixMix Loss: 1.092 Tot. Loss: 1.295
2025-09-17 21:21:46,451 INFO Epoch 2 Batch 899 LR : 0.00010 Top1 Acc.: 96.125 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.102 Tot. Loss: 1.195
2025-09-17 21:24:51,268 INFO Epoch 2 Batch 999 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.067 Tot. Loss: 1.185
2025-09-17 21:27:55,824 INFO Epoch 2 Batch 1099 LR : 0.00010 Top1 Acc.: 95.734 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.073 Tot. Loss: 1.244
2025-09-17 21:31:00,358 INFO Epoch 2 Batch 1199 LR : 0.00010 Top1 Acc.: 96.328 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.098 Tot. Loss: 1.188
2025-09-17 21:34:04,974 INFO Epoch 2 Batch 1299 LR : 0.00010 Top1 Acc.: 96.281 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.088 Tot. Loss: 1.249
2025-09-17 21:37:09,589 INFO Epoch 2 Batch 1399 LR : 0.00010 Top1 Acc.: 96.328 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.043 Tot. Loss: 1.187
2025-09-17 21:40:14,294 INFO Epoch 2 Batch 1499 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.089 Tot. Loss: 1.217
2025-09-17 21:43:19,147 INFO Epoch 2 Batch 1599 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 1.061 Tot. Loss: 1.275
2025-09-17 21:46:23,959 INFO Epoch 2 Batch 1699 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.138 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.058 Tot. Loss: 1.266
2025-09-17 21:49:28,711 INFO Epoch 2 Batch 1799 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.139 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.074 Tot. Loss: 1.253
2025-09-17 21:52:33,481 INFO Epoch 2 Batch 1899 LR : 0.00010 Top1 Acc.: 95.953 CLS Loss: 0.138 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.085 Tot. Loss: 1.215
2025-09-17 21:55:38,391 INFO Epoch 2 Batch 1999 LR : 0.00010 Top1 Acc.: 96.766 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.116 Tot. Loss: 1.241
2025-09-17 21:58:43,331 INFO Epoch 2 Batch 2099 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.091 Tot. Loss: 1.255
2025-09-17 22:01:47,813 INFO Epoch 2 Batch 2199 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.067 Tot. Loss: 1.209
2025-09-17 22:04:51,997 INFO Epoch 2 Batch 2299 LR : 0.00010 Top1 Acc.: 96.188 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.092 Tot. Loss: 1.222
2025-09-17 22:07:56,707 INFO Epoch 2 Batch 2399 LR : 0.00010 Top1 Acc.: 96.547 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.089 Tot. Loss: 1.197
2025-09-17 22:11:01,304 INFO Epoch 2 Batch 2499 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.113 Tot. Loss: 1.239
2025-09-17 22:14:05,892 INFO Epoch 2 Batch 2599 LR : 0.00010 Top1 Acc.: 96.297 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.138 Tot. Loss: 1.220
2025-09-17 22:17:10,456 INFO Epoch 2 Batch 2699 LR : 0.00010 Top1 Acc.: 96.266 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.096 Tot. Loss: 1.228
2025-09-17 22:20:15,031 INFO Epoch 2 Batch 2799 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.065 Tot. Loss: 1.185
2025-09-17 22:23:19,597 INFO Epoch 2 Batch 2899 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.141 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.087 Tot. Loss: 1.242
2025-09-17 22:26:24,147 INFO Epoch 2 Batch 2999 LR : 0.00010 Top1 Acc.: 95.891 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.127 PixMix Loss: 1.083 Tot. Loss: 1.271
2025-09-17 22:29:28,689 INFO Epoch 2 Batch 3099 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.090 Tot. Loss: 1.204
2025-09-17 22:32:33,207 INFO Epoch 2 Batch 3199 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.072 Tot. Loss: 1.233
2025-09-17 22:35:37,733 INFO Epoch 2 Batch 3299 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.109 Tot. Loss: 1.232
2025-09-17 22:38:42,240 INFO Epoch 2 Batch 3399 LR : 0.00010 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.063 Tot. Loss: 1.228
2025-09-17 22:41:46,710 INFO Epoch 2 Batch 3499 LR : 0.00010 Top1 Acc.: 96.594 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.058 Tot. Loss: 1.200
2025-09-17 22:44:51,251 INFO Epoch 2 Batch 3599 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.134 Tot. Loss: 1.257
2025-09-17 22:47:55,811 INFO Epoch 2 Batch 3699 LR : 0.00010 Top1 Acc.: 96.250 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.094 Tot. Loss: 1.212
2025-09-17 22:51:00,369 INFO Epoch 2 Batch 3799 LR : 0.00010 Top1 Acc.: 95.547 CLS Loss: 0.144 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.105 Tot. Loss: 1.231
2025-09-17 22:54:04,876 INFO Epoch 2 Batch 3899 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.097 Tot. Loss: 1.208
2025-09-17 22:57:09,401 INFO Epoch 2 Batch 3999 LR : 0.00010 Top1 Acc.: 96.547 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.011 PixMix Loss: 1.061 Tot. Loss: 1.128
2025-09-17 23:00:14,006 INFO Epoch 2 Batch 4099 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.020 Tot. Loss: 1.232
2025-09-17 23:03:18,538 INFO Epoch 2 Batch 4199 LR : 0.00010 Top1 Acc.: 96.062 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.110 Tot. Loss: 1.200
2025-09-17 23:06:23,058 INFO Epoch 2 Batch 4299 LR : 0.00010 Top1 Acc.: 96.578 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.051 Tot. Loss: 1.240
2025-09-17 23:09:27,599 INFO Epoch 2 Batch 4399 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.114 Tot. Loss: 1.197
2025-09-17 23:12:32,174 INFO Epoch 2 Batch 4499 LR : 0.00010 Top1 Acc.: 96.156 CLS Loss: 0.138 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.157 PixMix Loss: 1.085 Tot. Loss: 1.295
2025-09-17 23:15:36,728 INFO Epoch 2 Batch 4599 LR : 0.00010 Top1 Acc.: 96.422 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.092 Tot. Loss: 1.218
2025-09-17 23:18:41,277 INFO Epoch 2 Batch 4699 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.034 Tot. Loss: 1.214
2025-09-17 23:21:45,771 INFO Epoch 2 Batch 4799 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.055 Tot. Loss: 1.215
2025-09-17 23:24:50,303 INFO Epoch 2 Batch 4899 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.138 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.096 Tot. Loss: 1.226
2025-09-17 23:27:54,926 INFO Epoch 2 Batch 4999 LR : 0.00010 Top1 Acc.: 96.422 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.059 Tot. Loss: 1.221
2025-09-17 23:34:25,929 INFO ##################
---> Validation Epoch 2 (Original Model) Acc.: 81.828 FPR: 58.420 AUROC: 87.468 AUPR: 60.680 AURC: 47.590 EAURC: 29.976 AUPR Succ.: 96.468 ECE: 6.250 NLL: 7.532 Brier: 26.693
2025-09-17 23:40:52,197 INFO ##################
---> Validation Epoch 2 (EMA Model) Acc.: 81.858 FPR: 58.869 AUROC: 87.420 AUPR: 60.464 AURC: 47.596 EAURC: 30.043 AUPR Succ.: 96.462 ECE: 6.230 NLL: 7.536 Brier: 26.698
2025-09-17 23:40:53,946 INFO ####### --- Training Epoch 3 --- #######
2025-09-18 00:00:04,648 INFO Epoch 3 Batch 99 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.121 PixMix Loss: 1.066 Tot. Loss: 1.251
2025-09-18 00:03:08,863 INFO Epoch 3 Batch 199 LR : 0.00010 Top1 Acc.: 96.453 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.054 Tot. Loss: 1.184
2025-09-18 00:06:13,975 INFO Epoch 3 Batch 299 LR : 0.00010 Top1 Acc.: 96.203 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.035 PixMix Loss: 1.059 Tot. Loss: 1.164
2025-09-18 00:09:18,939 INFO Epoch 3 Batch 399 LR : 0.00010 Top1 Acc.: 96.562 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.121 PixMix Loss: 1.094 Tot. Loss: 1.248
2025-09-18 00:12:23,719 INFO Epoch 3 Batch 499 LR : 0.00010 Top1 Acc.: 96.109 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.051 Tot. Loss: 1.220
2025-09-18 00:15:28,480 INFO Epoch 3 Batch 599 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.127 PixMix Loss: 1.047 Tot. Loss: 1.267
2025-09-18 00:18:33,054 INFO Epoch 3 Batch 699 LR : 0.00010 Top1 Acc.: 96.031 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.086 Tot. Loss: 1.226
2025-09-18 00:21:37,674 INFO Epoch 3 Batch 799 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.072 Tot. Loss: 1.250
2025-09-18 00:24:42,244 INFO Epoch 3 Batch 899 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.082 Tot. Loss: 1.190
2025-09-18 00:27:46,777 INFO Epoch 3 Batch 999 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.046 Tot. Loss: 1.194
2025-09-18 00:30:51,603 INFO Epoch 3 Batch 1099 LR : 0.00010 Top1 Acc.: 95.844 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.088 Tot. Loss: 1.239
2025-09-18 00:33:56,373 INFO Epoch 3 Batch 1199 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.062 Tot. Loss: 1.252
2025-09-18 00:37:01,223 INFO Epoch 3 Batch 1299 LR : 0.00010 Top1 Acc.: 96.438 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.069 Tot. Loss: 1.221
2025-09-18 00:40:06,147 INFO Epoch 3 Batch 1399 LR : 0.00010 Top1 Acc.: 96.438 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.061 Tot. Loss: 1.188
2025-09-18 00:43:11,016 INFO Epoch 3 Batch 1499 LR : 0.00010 Top1 Acc.: 96.219 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.150 PixMix Loss: 1.059 Tot. Loss: 1.285
2025-09-18 00:46:15,890 INFO Epoch 3 Batch 1599 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.108 Tot. Loss: 1.234
2025-09-18 00:49:20,779 INFO Epoch 3 Batch 1699 LR : 0.00010 Top1 Acc.: 96.547 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.099 Tot. Loss: 1.207
2025-09-18 00:52:25,689 INFO Epoch 3 Batch 1799 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.040 Tot. Loss: 1.213
2025-09-18 00:55:29,498 INFO Epoch 3 Batch 1899 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.114 Tot. Loss: 1.199
2025-09-18 00:58:33,785 INFO Epoch 3 Batch 1999 LR : 0.00010 Top1 Acc.: 96.656 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.041 Tot. Loss: 1.171
2025-09-18 01:01:38,537 INFO Epoch 3 Batch 2099 LR : 0.00010 Top1 Acc.: 96.156 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.066 Tot. Loss: 1.204
2025-09-18 01:04:43,183 INFO Epoch 3 Batch 2199 LR : 0.00010 Top1 Acc.: 96.516 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.091 Tot. Loss: 1.219
2025-09-18 01:07:47,834 INFO Epoch 3 Batch 2299 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.168 PixMix Loss: 1.098 Tot. Loss: 1.297
2025-09-18 01:10:52,427 INFO Epoch 3 Batch 2399 LR : 0.00010 Top1 Acc.: 96.688 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.039 Tot. Loss: 1.195
2025-09-18 01:13:57,047 INFO Epoch 3 Batch 2499 LR : 0.00010 Top1 Acc.: 96.344 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.099 Tot. Loss: 1.222
2025-09-18 01:17:01,606 INFO Epoch 3 Batch 2599 LR : 0.00010 Top1 Acc.: 96.297 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.142 PixMix Loss: 1.077 Tot. Loss: 1.265
2025-09-18 01:20:06,152 INFO Epoch 3 Batch 2699 LR : 0.00010 Top1 Acc.: 96.391 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.103 Tot. Loss: 1.229
2025-09-18 01:23:10,870 INFO Epoch 3 Batch 2799 LR : 0.00010 Top1 Acc.: 96.141 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.086 Tot. Loss: 1.246
2025-09-18 01:26:15,458 INFO Epoch 3 Batch 2899 LR : 0.00010 Top1 Acc.: 96.359 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.116 Tot. Loss: 1.249
2025-09-18 01:29:19,982 INFO Epoch 3 Batch 2999 LR : 0.00010 Top1 Acc.: 96.000 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.078 Tot. Loss: 1.227
2025-09-18 01:32:24,549 INFO Epoch 3 Batch 3099 LR : 0.00010 Top1 Acc.: 96.172 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.039 Tot. Loss: 1.232
2025-09-18 01:35:29,134 INFO Epoch 3 Batch 3199 LR : 0.00010 Top1 Acc.: 96.375 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.061 Tot. Loss: 1.195
2025-09-18 01:38:33,654 INFO Epoch 3 Batch 3299 LR : 0.00010 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.110 Tot. Loss: 1.245
2025-09-18 01:41:38,199 INFO Epoch 3 Batch 3399 LR : 0.00010 Top1 Acc.: 96.500 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.092 Tot. Loss: 1.175
2025-09-18 01:44:42,769 INFO Epoch 3 Batch 3499 LR : 0.00010 Top1 Acc.: 96.641 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.029 PixMix Loss: 1.058 Tot. Loss: 1.141
2025-09-18 01:47:47,306 INFO Epoch 3 Batch 3599 LR : 0.00010 Top1 Acc.: 96.047 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.146 PixMix Loss: 1.060 Tot. Loss: 1.275
2025-09-18 01:50:51,774 INFO Epoch 3 Batch 3699 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.052 Tot. Loss: 1.193
2025-09-18 01:53:56,308 INFO Epoch 3 Batch 3799 LR : 0.00010 Top1 Acc.: 95.750 CLS Loss: 0.140 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.107 Tot. Loss: 1.269
2025-09-18 01:57:00,901 INFO Epoch 3 Batch 3899 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.073 Tot. Loss: 1.237
2025-09-18 02:00:05,513 INFO Epoch 3 Batch 3999 LR : 0.00010 Top1 Acc.: 96.797 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.075 Tot. Loss: 1.176
2025-09-18 02:03:09,991 INFO Epoch 3 Batch 4099 LR : 0.00010 Top1 Acc.: 96.234 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.112 Tot. Loss: 1.253
2025-09-18 02:06:14,574 INFO Epoch 3 Batch 4199 LR : 0.00010 Top1 Acc.: 96.297 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.063 Tot. Loss: 1.218
2025-09-18 02:09:19,176 INFO Epoch 3 Batch 4299 LR : 0.00010 Top1 Acc.: 96.750 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.081 Tot. Loss: 1.183
2025-09-18 02:12:23,743 INFO Epoch 3 Batch 4399 LR : 0.00010 Top1 Acc.: 96.422 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.102 Tot. Loss: 1.199
2025-09-18 02:15:28,272 INFO Epoch 3 Batch 4499 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.068 Tot. Loss: 1.242
2025-09-18 02:18:32,794 INFO Epoch 3 Batch 4599 LR : 0.00009 Top1 Acc.: 96.391 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.101 Tot. Loss: 1.200
2025-09-18 02:21:37,357 INFO Epoch 3 Batch 4699 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.072 Tot. Loss: 1.216
2025-09-18 02:24:42,034 INFO Epoch 3 Batch 4799 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.116 Tot. Loss: 1.198
2025-09-18 02:27:46,575 INFO Epoch 3 Batch 4899 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.127 Tot. Loss: 1.252
2025-09-18 02:30:51,202 INFO Epoch 3 Batch 4999 LR : 0.00009 Top1 Acc.: 96.406 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.058 Tot. Loss: 1.191
2025-09-18 02:37:00,450 INFO ##################
---> Validation Epoch 3 (Original Model) Acc.: 81.754 FPR: 58.325 AUROC: 87.597 AUPR: 60.863 AURC: 47.096 EAURC: 29.334 AUPR Succ.: 96.543 ECE: 6.406 NLL: 7.556 Brier: 26.784
2025-09-18 02:42:47,444 INFO ##################
---> Validation Epoch 3 (EMA Model) Acc.: 81.780 FPR: 58.277 AUROC: 87.572 AUPR: 60.803 AURC: 47.123 EAURC: 29.413 AUPR Succ.: 96.534 ECE: 6.403 NLL: 7.553 Brier: 26.758
2025-09-18 02:42:47,513 INFO ####### --- Training Epoch 4 --- #######
2025-09-18 03:00:58,829 INFO Epoch 4 Batch 99 LR : 0.00009 Top1 Acc.: 96.469 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.064 Tot. Loss: 1.230
2025-09-18 03:04:02,916 INFO Epoch 4 Batch 199 LR : 0.00009 Top1 Acc.: 96.656 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.076 Tot. Loss: 1.189
2025-09-18 03:07:07,806 INFO Epoch 4 Batch 299 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.054 Tot. Loss: 1.209
2025-09-18 03:10:12,348 INFO Epoch 4 Batch 399 LR : 0.00009 Top1 Acc.: 96.719 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.052 Tot. Loss: 1.195
2025-09-18 03:13:16,964 INFO Epoch 4 Batch 499 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.096 Tot. Loss: 1.245
2025-09-18 03:16:21,551 INFO Epoch 4 Batch 599 LR : 0.00009 Top1 Acc.: 96.234 CLS Loss: 0.135 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.109 Tot. Loss: 1.238
2025-09-18 03:19:26,115 INFO Epoch 4 Batch 699 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.070 Tot. Loss: 1.222
2025-09-18 03:22:30,881 INFO Epoch 4 Batch 799 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.136 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.050 Tot. Loss: 1.194
2025-09-18 03:25:35,552 INFO Epoch 4 Batch 899 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.125 Tot. Loss: 1.223
2025-09-18 03:28:40,240 INFO Epoch 4 Batch 999 LR : 0.00009 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.122 PixMix Loss: 1.105 Tot. Loss: 1.245
2025-09-18 03:31:45,065 INFO Epoch 4 Batch 1099 LR : 0.00009 Top1 Acc.: 96.016 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.081 Tot. Loss: 1.213
2025-09-18 03:34:49,793 INFO Epoch 4 Batch 1199 LR : 0.00009 Top1 Acc.: 96.359 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.086 Tot. Loss: 1.228
2025-09-18 03:37:54,642 INFO Epoch 4 Batch 1299 LR : 0.00009 Top1 Acc.: 96.500 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.064 Tot. Loss: 1.201
2025-09-18 03:40:59,494 INFO Epoch 4 Batch 1399 LR : 0.00009 Top1 Acc.: 96.625 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.087 Tot. Loss: 1.205
2025-09-18 03:44:04,253 INFO Epoch 4 Batch 1499 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.094 Tot. Loss: 1.187
2025-09-18 03:47:09,145 INFO Epoch 4 Batch 1599 LR : 0.00009 Top1 Acc.: 96.359 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.078 Tot. Loss: 1.222
2025-09-18 03:50:13,981 INFO Epoch 4 Batch 1699 LR : 0.00009 Top1 Acc.: 96.578 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.044 Tot. Loss: 1.215
2025-09-18 03:53:18,908 INFO Epoch 4 Batch 1799 LR : 0.00009 Top1 Acc.: 96.094 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.114 Tot. Loss: 1.224
2025-09-18 03:56:23,724 INFO Epoch 4 Batch 1899 LR : 0.00009 Top1 Acc.: 96.078 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.133 PixMix Loss: 1.102 Tot. Loss: 1.262
2025-09-18 03:59:28,739 INFO Epoch 4 Batch 1999 LR : 0.00009 Top1 Acc.: 96.703 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.050 Tot. Loss: 1.243
2025-09-18 04:02:33,549 INFO Epoch 4 Batch 2099 LR : 0.00009 Top1 Acc.: 96.109 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.028 PixMix Loss: 1.133 Tot. Loss: 1.160
2025-09-18 04:05:38,545 INFO Epoch 4 Batch 2199 LR : 0.00009 Top1 Acc.: 96.562 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.059 Tot. Loss: 1.210
2025-09-18 04:08:43,551 INFO Epoch 4 Batch 2299 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.093 Tot. Loss: 1.232
2025-09-18 04:11:48,299 INFO Epoch 4 Batch 2399 LR : 0.00009 Top1 Acc.: 96.641 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.089 Tot. Loss: 1.199
2025-09-18 04:14:53,165 INFO Epoch 4 Batch 2499 LR : 0.00009 Top1 Acc.: 96.406 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.069 Tot. Loss: 1.222
2025-09-18 04:17:57,991 INFO Epoch 4 Batch 2599 LR : 0.00009 Top1 Acc.: 96.438 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.116 Tot. Loss: 1.214
2025-09-18 04:21:02,810 INFO Epoch 4 Batch 2699 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.084 Tot. Loss: 1.198
2025-09-18 04:24:07,687 INFO Epoch 4 Batch 2799 LR : 0.00009 Top1 Acc.: 96.172 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.095 Tot. Loss: 1.216
2025-09-18 04:27:12,487 INFO Epoch 4 Batch 2899 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.088 Tot. Loss: 1.230
2025-09-18 04:30:17,307 INFO Epoch 4 Batch 2999 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.118 Tot. Loss: 1.208
2025-09-18 04:33:22,180 INFO Epoch 4 Batch 3099 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.065 Tot. Loss: 1.235
2025-09-18 04:36:27,033 INFO Epoch 4 Batch 3199 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.095 Tot. Loss: 1.169
2025-09-18 04:39:31,944 INFO Epoch 4 Batch 3299 LR : 0.00009 Top1 Acc.: 96.531 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.154 PixMix Loss: 1.073 Tot. Loss: 1.281
2025-09-18 04:42:36,802 INFO Epoch 4 Batch 3399 LR : 0.00009 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.100 Tot. Loss: 1.171
2025-09-18 04:45:41,542 INFO Epoch 4 Batch 3499 LR : 0.00009 Top1 Acc.: 96.625 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.089 Tot. Loss: 1.201
2025-09-18 04:48:46,411 INFO Epoch 4 Batch 3599 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.115 Tot. Loss: 1.217
2025-09-18 04:51:51,262 INFO Epoch 4 Batch 3699 LR : 0.00009 Top1 Acc.: 96.422 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.079 Tot. Loss: 1.175
2025-09-18 04:54:56,067 INFO Epoch 4 Batch 3799 LR : 0.00009 Top1 Acc.: 95.797 CLS Loss: 0.137 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.088 Tot. Loss: 1.248
2025-09-18 04:58:00,799 INFO Epoch 4 Batch 3899 LR : 0.00009 Top1 Acc.: 96.219 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.059 Tot. Loss: 1.199
2025-09-18 05:01:05,621 INFO Epoch 4 Batch 3999 LR : 0.00009 Top1 Acc.: 96.766 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.095 Tot. Loss: 1.173
2025-09-18 05:04:10,383 INFO Epoch 4 Batch 4099 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.088 Tot. Loss: 1.201
2025-09-18 05:07:15,175 INFO Epoch 4 Batch 4199 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.120 Tot. Loss: 1.195
2025-09-18 05:10:20,042 INFO Epoch 4 Batch 4299 LR : 0.00009 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.080 Tot. Loss: 1.201
2025-09-18 05:13:25,060 INFO Epoch 4 Batch 4399 LR : 0.00009 Top1 Acc.: 96.562 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.068 Tot. Loss: 1.169
2025-09-18 05:16:29,858 INFO Epoch 4 Batch 4499 LR : 0.00009 Top1 Acc.: 96.406 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.145 PixMix Loss: 1.110 Tot. Loss: 1.275
2025-09-18 05:19:34,819 INFO Epoch 4 Batch 4599 LR : 0.00009 Top1 Acc.: 96.297 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.099 Tot. Loss: 1.199
2025-09-18 05:22:39,613 INFO Epoch 4 Batch 4699 LR : 0.00009 Top1 Acc.: 96.438 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.122 PixMix Loss: 1.057 Tot. Loss: 1.242
2025-09-18 05:25:44,525 INFO Epoch 4 Batch 4799 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.085 Tot. Loss: 1.179
2025-09-18 05:28:49,431 INFO Epoch 4 Batch 4899 LR : 0.00009 Top1 Acc.: 96.234 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.106 Tot. Loss: 1.251
2025-09-18 05:31:54,283 INFO Epoch 4 Batch 4999 LR : 0.00009 Top1 Acc.: 96.484 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.096 Tot. Loss: 1.185
2025-09-18 05:38:40,154 INFO ##################
---> Validation Epoch 4 (Original Model) Acc.: 81.748 FPR: 58.525 AUROC: 87.619 AUPR: 60.767 AURC: 46.804 EAURC: 29.030 AUPR Succ.: 96.580 ECE: 6.496 NLL: 7.573 Brier: 26.836
2025-09-18 05:44:39,845 INFO ##################
---> Validation Epoch 4 (EMA Model) Acc.: 81.720 FPR: 57.965 AUROC: 87.665 AUPR: 61.178 AURC: 46.911 EAURC: 29.080 AUPR Succ.: 96.572 ECE: 6.473 NLL: 7.568 Brier: 26.815
2025-09-18 05:44:42,128 INFO ####### --- Training Epoch 5 --- #######
2025-09-18 06:02:17,828 INFO Epoch 5 Batch 99 LR : 0.00009 Top1 Acc.: 96.484 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.076 Tot. Loss: 1.245
2025-09-18 06:05:22,006 INFO Epoch 5 Batch 199 LR : 0.00009 Top1 Acc.: 96.656 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.077 Tot. Loss: 1.197
2025-09-18 06:08:26,938 INFO Epoch 5 Batch 299 LR : 0.00009 Top1 Acc.: 96.266 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.110 Tot. Loss: 1.225
2025-09-18 06:11:31,744 INFO Epoch 5 Batch 399 LR : 0.00009 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.115 Tot. Loss: 1.233
2025-09-18 06:14:36,467 INFO Epoch 5 Batch 499 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.062 Tot. Loss: 1.254
2025-09-18 06:17:41,313 INFO Epoch 5 Batch 599 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.054 Tot. Loss: 1.189
2025-09-18 06:20:46,153 INFO Epoch 5 Batch 699 LR : 0.00009 Top1 Acc.: 96.188 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.121 PixMix Loss: 1.074 Tot. Loss: 1.248
2025-09-18 06:23:50,937 INFO Epoch 5 Batch 799 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.122 PixMix Loss: 1.107 Tot. Loss: 1.255
2025-09-18 06:26:55,727 INFO Epoch 5 Batch 899 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.068 Tot. Loss: 1.182
2025-09-18 06:30:00,564 INFO Epoch 5 Batch 999 LR : 0.00009 Top1 Acc.: 96.578 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.059 Tot. Loss: 1.219
2025-09-18 06:33:05,383 INFO Epoch 5 Batch 1099 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.075 Tot. Loss: 1.197
2025-09-18 06:36:10,139 INFO Epoch 5 Batch 1199 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.095 Tot. Loss: 1.221
2025-09-18 06:39:15,000 INFO Epoch 5 Batch 1299 LR : 0.00009 Top1 Acc.: 96.562 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.085 Tot. Loss: 1.172
2025-09-18 06:42:19,780 INFO Epoch 5 Batch 1399 LR : 0.00009 Top1 Acc.: 96.609 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.062 Tot. Loss: 1.186
2025-09-18 06:45:24,619 INFO Epoch 5 Batch 1499 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.105 Tot. Loss: 1.222
2025-09-18 06:48:29,386 INFO Epoch 5 Batch 1599 LR : 0.00009 Top1 Acc.: 96.156 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.102 Tot. Loss: 1.214
2025-09-18 06:51:34,129 INFO Epoch 5 Batch 1699 LR : 0.00009 Top1 Acc.: 96.703 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.038 Tot. Loss: 1.235
2025-09-18 06:54:38,977 INFO Epoch 5 Batch 1799 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.092 Tot. Loss: 1.209
2025-09-18 06:57:43,810 INFO Epoch 5 Batch 1899 LR : 0.00009 Top1 Acc.: 96.031 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.068 Tot. Loss: 1.236
2025-09-18 07:00:48,533 INFO Epoch 5 Batch 1999 LR : 0.00009 Top1 Acc.: 96.859 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.059 Tot. Loss: 1.210
2025-09-18 07:03:53,399 INFO Epoch 5 Batch 2099 LR : 0.00009 Top1 Acc.: 96.203 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.100 Tot. Loss: 1.227
2025-09-18 07:06:58,166 INFO Epoch 5 Batch 2199 LR : 0.00009 Top1 Acc.: 96.578 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.122 Tot. Loss: 1.202
2025-09-18 07:10:03,032 INFO Epoch 5 Batch 2299 LR : 0.00009 Top1 Acc.: 96.422 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.131 Tot. Loss: 1.222
2025-09-18 07:13:07,854 INFO Epoch 5 Batch 2399 LR : 0.00009 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.077 Tot. Loss: 1.213
2025-09-18 07:16:12,587 INFO Epoch 5 Batch 2499 LR : 0.00009 Top1 Acc.: 96.547 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.125 Tot. Loss: 1.211
2025-09-18 07:19:17,205 INFO Epoch 5 Batch 2599 LR : 0.00009 Top1 Acc.: 96.531 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.058 Tot. Loss: 1.212
2025-09-18 07:22:21,880 INFO Epoch 5 Batch 2699 LR : 0.00009 Top1 Acc.: 96.469 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.086 Tot. Loss: 1.165
2025-09-18 07:25:26,626 INFO Epoch 5 Batch 2799 LR : 0.00009 Top1 Acc.: 96.312 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.007 PixMix Loss: 1.074 Tot. Loss: 1.125
2025-09-18 07:28:31,366 INFO Epoch 5 Batch 2899 LR : 0.00009 Top1 Acc.: 96.422 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.053 Tot. Loss: 1.216
2025-09-18 07:31:36,131 INFO Epoch 5 Batch 2999 LR : 0.00009 Top1 Acc.: 96.250 CLS Loss: 0.134 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.067 Tot. Loss: 1.245
2025-09-18 07:34:40,897 INFO Epoch 5 Batch 3099 LR : 0.00009 Top1 Acc.: 96.375 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.117 Tot. Loss: 1.194
2025-09-18 07:37:45,655 INFO Epoch 5 Batch 3199 LR : 0.00009 Top1 Acc.: 96.484 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.100 Tot. Loss: 1.213
2025-09-18 07:40:50,475 INFO Epoch 5 Batch 3299 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.112 Tot. Loss: 1.226
2025-09-18 07:43:55,318 INFO Epoch 5 Batch 3399 LR : 0.00009 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.063 Tot. Loss: 1.170
2025-09-18 07:47:00,126 INFO Epoch 5 Batch 3499 LR : 0.00009 Top1 Acc.: 96.766 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.074 Tot. Loss: 1.179
2025-09-18 07:50:04,986 INFO Epoch 5 Batch 3599 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.107 Tot. Loss: 1.185
2025-09-18 07:53:09,843 INFO Epoch 5 Batch 3699 LR : 0.00009 Top1 Acc.: 96.438 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.084 Tot. Loss: 1.206
2025-09-18 07:56:14,618 INFO Epoch 5 Batch 3799 LR : 0.00009 Top1 Acc.: 95.797 CLS Loss: 0.133 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.133 PixMix Loss: 1.066 Tot. Loss: 1.266
2025-09-18 07:59:19,478 INFO Epoch 5 Batch 3899 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.094 Tot. Loss: 1.219
2025-09-18 08:02:24,369 INFO Epoch 5 Batch 3999 LR : 0.00009 Top1 Acc.: 96.859 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.087 Tot. Loss: 1.224
2025-09-18 08:05:29,236 INFO Epoch 5 Batch 4099 LR : 0.00009 Top1 Acc.: 96.344 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.077 Tot. Loss: 1.242
2025-09-18 08:08:34,040 INFO Epoch 5 Batch 4199 LR : 0.00009 Top1 Acc.: 96.328 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.128 Tot. Loss: 1.234
2025-09-18 08:11:38,885 INFO Epoch 5 Batch 4299 LR : 0.00009 Top1 Acc.: 96.797 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.095 Tot. Loss: 1.216
2025-09-18 08:14:43,595 INFO Epoch 5 Batch 4399 LR : 0.00009 Top1 Acc.: 96.547 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.082 Tot. Loss: 1.205
2025-09-18 08:17:48,421 INFO Epoch 5 Batch 4499 LR : 0.00009 Top1 Acc.: 96.531 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.059 Tot. Loss: 1.208
2025-09-18 08:20:53,147 INFO Epoch 5 Batch 4599 LR : 0.00009 Top1 Acc.: 96.453 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.086 Tot. Loss: 1.178
2025-09-18 08:23:58,002 INFO Epoch 5 Batch 4699 LR : 0.00009 Top1 Acc.: 96.547 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.065 Tot. Loss: 1.177
2025-09-18 08:27:02,768 INFO Epoch 5 Batch 4799 LR : 0.00009 Top1 Acc.: 96.281 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.083 Tot. Loss: 1.171
2025-09-18 08:30:07,543 INFO Epoch 5 Batch 4899 LR : 0.00009 Top1 Acc.: 96.484 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.091 Tot. Loss: 1.196
2025-09-18 08:33:12,426 INFO Epoch 5 Batch 4999 LR : 0.00009 Top1 Acc.: 96.547 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.092 Tot. Loss: 1.207
2025-09-18 08:39:33,094 INFO ##################
---> Validation Epoch 5 (Original Model) Acc.: 81.692 FPR: 58.106 AUROC: 87.687 AUPR: 61.218 AURC: 46.655 EAURC: 28.768 AUPR Succ.: 96.609 ECE: 6.525 NLL: 7.595 Brier: 26.894
2025-09-18 08:45:14,263 INFO ##################
---> Validation Epoch 5 (EMA Model) Acc.: 81.704 FPR: 58.122 AUROC: 87.691 AUPR: 61.161 AURC: 46.734 EAURC: 28.871 AUPR Succ.: 96.597 ECE: 6.528 NLL: 7.581 Brier: 26.851
2025-09-18 08:45:14,400 INFO ####### --- Training Epoch 6 --- #######
2025-09-18 09:01:45,473 INFO Epoch 6 Batch 99 LR : 0.00009 Top1 Acc.: 96.656 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.085 Tot. Loss: 1.210
2025-09-18 09:04:49,668 INFO Epoch 6 Batch 199 LR : 0.00009 Top1 Acc.: 96.719 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.992 PixMix Loss: 1.045 Tot. Loss: 1.105
2025-09-18 09:07:54,689 INFO Epoch 6 Batch 299 LR : 0.00009 Top1 Acc.: 96.469 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.046 Tot. Loss: 1.203
2025-09-18 09:10:59,629 INFO Epoch 6 Batch 399 LR : 0.00008 Top1 Acc.: 96.719 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.061 Tot. Loss: 1.196
2025-09-18 09:14:04,389 INFO Epoch 6 Batch 499 LR : 0.00008 Top1 Acc.: 96.250 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.115 Tot. Loss: 1.217
2025-09-18 09:17:09,121 INFO Epoch 6 Batch 599 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.131 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.096 Tot. Loss: 1.220
2025-09-18 09:20:14,080 INFO Epoch 6 Batch 699 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.094 Tot. Loss: 1.199
2025-09-18 09:23:18,847 INFO Epoch 6 Batch 799 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.117 Tot. Loss: 1.187
2025-09-18 09:26:23,673 INFO Epoch 6 Batch 899 LR : 0.00008 Top1 Acc.: 96.328 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.070 Tot. Loss: 1.187
2025-09-18 09:29:28,433 INFO Epoch 6 Batch 999 LR : 0.00008 Top1 Acc.: 96.500 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.097 Tot. Loss: 1.192
2025-09-18 09:32:33,296 INFO Epoch 6 Batch 1099 LR : 0.00008 Top1 Acc.: 96.188 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.100 Tot. Loss: 1.201
2025-09-18 09:35:38,128 INFO Epoch 6 Batch 1199 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.051 Tot. Loss: 1.219
2025-09-18 09:38:42,838 INFO Epoch 6 Batch 1299 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.122 PixMix Loss: 1.098 Tot. Loss: 1.242
2025-09-18 09:41:47,686 INFO Epoch 6 Batch 1399 LR : 0.00008 Top1 Acc.: 96.703 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.024 PixMix Loss: 1.053 Tot. Loss: 1.134
2025-09-18 09:44:52,487 INFO Epoch 6 Batch 1499 LR : 0.00008 Top1 Acc.: 96.297 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.060 Tot. Loss: 1.221
2025-09-18 09:47:57,297 INFO Epoch 6 Batch 1599 LR : 0.00008 Top1 Acc.: 96.312 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.073 Tot. Loss: 1.216
2025-09-18 09:51:02,154 INFO Epoch 6 Batch 1699 LR : 0.00008 Top1 Acc.: 96.656 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.069 Tot. Loss: 1.191
2025-09-18 09:54:07,015 INFO Epoch 6 Batch 1799 LR : 0.00008 Top1 Acc.: 96.266 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.054 Tot. Loss: 1.207
2025-09-18 09:57:11,706 INFO Epoch 6 Batch 1899 LR : 0.00008 Top1 Acc.: 96.172 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.090 Tot. Loss: 1.228
2025-09-18 10:00:16,437 INFO Epoch 6 Batch 1999 LR : 0.00008 Top1 Acc.: 96.906 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.034 PixMix Loss: 1.113 Tot. Loss: 1.145
2025-09-18 10:03:21,002 INFO Epoch 6 Batch 2099 LR : 0.00008 Top1 Acc.: 96.234 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.137 PixMix Loss: 1.070 Tot. Loss: 1.264
2025-09-18 10:06:25,776 INFO Epoch 6 Batch 2199 LR : 0.00008 Top1 Acc.: 96.719 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.096 Tot. Loss: 1.155
2025-09-18 10:09:30,605 INFO Epoch 6 Batch 2299 LR : 0.00008 Top1 Acc.: 96.500 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.084 Tot. Loss: 1.223
2025-09-18 10:12:35,435 INFO Epoch 6 Batch 2399 LR : 0.00008 Top1 Acc.: 96.766 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.122 Tot. Loss: 1.210
2025-09-18 10:15:40,237 INFO Epoch 6 Batch 2499 LR : 0.00008 Top1 Acc.: 96.609 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.083 Tot. Loss: 1.216
2025-09-18 10:18:45,024 INFO Epoch 6 Batch 2599 LR : 0.00008 Top1 Acc.: 96.656 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.047 Tot. Loss: 1.186
2025-09-18 10:21:49,770 INFO Epoch 6 Batch 2699 LR : 0.00008 Top1 Acc.: 96.453 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.118 Tot. Loss: 1.173
2025-09-18 10:24:54,306 INFO Epoch 6 Batch 2799 LR : 0.00008 Top1 Acc.: 96.391 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.072 Tot. Loss: 1.198
2025-09-18 10:27:57,820 INFO Epoch 6 Batch 2899 LR : 0.00008 Top1 Acc.: 96.562 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.015 Tot. Loss: 1.191
2025-09-18 10:31:02,234 INFO Epoch 6 Batch 2999 LR : 0.00008 Top1 Acc.: 96.266 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.090 Tot. Loss: 1.242
2025-09-18 10:34:06,848 INFO Epoch 6 Batch 3099 LR : 0.00008 Top1 Acc.: 96.359 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.039 Tot. Loss: 1.195
2025-09-18 10:37:11,341 INFO Epoch 6 Batch 3199 LR : 0.00008 Top1 Acc.: 96.547 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.062 Tot. Loss: 1.215
2025-09-18 10:40:15,865 INFO Epoch 6 Batch 3299 LR : 0.00008 Top1 Acc.: 96.438 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.104 Tot. Loss: 1.219
2025-09-18 10:43:20,425 INFO Epoch 6 Batch 3399 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.075 Tot. Loss: 1.207
2025-09-18 10:46:24,962 INFO Epoch 6 Batch 3499 LR : 0.00008 Top1 Acc.: 96.828 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.055 Tot. Loss: 1.165
2025-09-18 10:49:29,528 INFO Epoch 6 Batch 3599 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.020 PixMix Loss: 1.045 Tot. Loss: 1.142
2025-09-18 10:52:34,101 INFO Epoch 6 Batch 3699 LR : 0.00008 Top1 Acc.: 96.594 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.070 Tot. Loss: 1.206
2025-09-18 10:55:38,621 INFO Epoch 6 Batch 3799 LR : 0.00008 Top1 Acc.: 95.891 CLS Loss: 0.132 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.098 Tot. Loss: 1.248
2025-09-18 10:58:43,138 INFO Epoch 6 Batch 3899 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.031 Tot. Loss: 1.217
2025-09-18 11:01:47,732 INFO Epoch 6 Batch 3999 LR : 0.00008 Top1 Acc.: 96.906 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.072 Tot. Loss: 1.186
2025-09-18 11:04:52,278 INFO Epoch 6 Batch 4099 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.106 Tot. Loss: 1.168
2025-09-18 11:07:56,808 INFO Epoch 6 Batch 4199 LR : 0.00008 Top1 Acc.: 96.375 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.041 Tot. Loss: 1.178
2025-09-18 11:11:01,374 INFO Epoch 6 Batch 4299 LR : 0.00008 Top1 Acc.: 96.875 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.094 Tot. Loss: 1.189
2025-09-18 11:14:05,897 INFO Epoch 6 Batch 4399 LR : 0.00008 Top1 Acc.: 96.578 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.075 Tot. Loss: 1.198
2025-09-18 11:17:10,377 INFO Epoch 6 Batch 4499 LR : 0.00008 Top1 Acc.: 96.578 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.061 Tot. Loss: 1.203
2025-09-18 11:20:14,929 INFO Epoch 6 Batch 4599 LR : 0.00008 Top1 Acc.: 96.391 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.032 Tot. Loss: 1.164
2025-09-18 11:23:19,470 INFO Epoch 6 Batch 4699 LR : 0.00008 Top1 Acc.: 96.578 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.049 Tot. Loss: 1.242
2025-09-18 11:26:23,990 INFO Epoch 6 Batch 4799 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.005 PixMix Loss: 1.140 Tot. Loss: 1.127
2025-09-18 11:29:28,645 INFO Epoch 6 Batch 4899 LR : 0.00008 Top1 Acc.: 96.609 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.083 Tot. Loss: 1.215
2025-09-18 11:32:33,176 INFO Epoch 6 Batch 4999 LR : 0.00008 Top1 Acc.: 96.656 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.052 Tot. Loss: 1.195
2025-09-18 11:39:44,202 INFO ##################
---> Validation Epoch 6 (Original Model) Acc.: 81.678 FPR: 58.607 AUROC: 87.681 AUPR: 61.041 AURC: 46.630 EAURC: 28.714 AUPR Succ.: 96.616 ECE: 6.606 NLL: 7.608 Brier: 26.951
2025-09-18 11:47:21,082 INFO ##################
---> Validation Epoch 6 (EMA Model) Acc.: 81.672 FPR: 58.075 AUROC: 87.730 AUPR: 61.362 AURC: 46.627 EAURC: 28.700 AUPR Succ.: 96.616 ECE: 6.584 NLL: 7.593 Brier: 26.896
2025-09-18 11:47:21,245 INFO ####### --- Training Epoch 7 --- #######
2025-09-18 12:08:33,624 INFO Epoch 7 Batch 99 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.071 Tot. Loss: 1.204
2025-09-18 12:11:37,334 INFO Epoch 7 Batch 199 LR : 0.00008 Top1 Acc.: 96.750 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.045 Tot. Loss: 1.159
2025-09-18 12:14:42,127 INFO Epoch 7 Batch 299 LR : 0.00008 Top1 Acc.: 96.438 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.121 Tot. Loss: 1.229
2025-09-18 12:17:46,751 INFO Epoch 7 Batch 399 LR : 0.00008 Top1 Acc.: 96.797 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.043 Tot. Loss: 1.233
2025-09-18 12:20:51,341 INFO Epoch 7 Batch 499 LR : 0.00008 Top1 Acc.: 96.328 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.107 Tot. Loss: 1.201
2025-09-18 12:23:55,854 INFO Epoch 7 Batch 599 LR : 0.00008 Top1 Acc.: 96.406 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.108 Tot. Loss: 1.204
2025-09-18 12:27:00,411 INFO Epoch 7 Batch 699 LR : 0.00008 Top1 Acc.: 96.250 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.108 Tot. Loss: 1.184
2025-09-18 12:30:04,963 INFO Epoch 7 Batch 799 LR : 0.00008 Top1 Acc.: 96.453 CLS Loss: 0.128 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 1.082 Tot. Loss: 1.248
2025-09-18 12:33:09,434 INFO Epoch 7 Batch 899 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.074 Tot. Loss: 1.174
2025-09-18 12:36:13,976 INFO Epoch 7 Batch 999 LR : 0.00008 Top1 Acc.: 96.609 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.107 Tot. Loss: 1.192
2025-09-18 12:39:18,473 INFO Epoch 7 Batch 1099 LR : 0.00008 Top1 Acc.: 96.156 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.089 Tot. Loss: 1.168
2025-09-18 12:42:23,107 INFO Epoch 7 Batch 1199 LR : 0.00008 Top1 Acc.: 96.453 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.068 Tot. Loss: 1.205
2025-09-18 12:45:27,648 INFO Epoch 7 Batch 1299 LR : 0.00008 Top1 Acc.: 96.750 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.034 PixMix Loss: 1.135 Tot. Loss: 1.152
2025-09-18 12:48:32,218 INFO Epoch 7 Batch 1399 LR : 0.00008 Top1 Acc.: 96.641 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.080 Tot. Loss: 1.186
2025-09-18 12:51:36,730 INFO Epoch 7 Batch 1499 LR : 0.00008 Top1 Acc.: 96.328 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.077 Tot. Loss: 1.208
2025-09-18 12:54:41,254 INFO Epoch 7 Batch 1599 LR : 0.00008 Top1 Acc.: 96.469 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.082 Tot. Loss: 1.222
2025-09-18 12:57:45,792 INFO Epoch 7 Batch 1699 LR : 0.00008 Top1 Acc.: 96.750 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.051 Tot. Loss: 1.216
2025-09-18 13:00:50,344 INFO Epoch 7 Batch 1799 LR : 0.00008 Top1 Acc.: 96.438 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.080 Tot. Loss: 1.208
2025-09-18 13:03:55,117 INFO Epoch 7 Batch 1899 LR : 0.00008 Top1 Acc.: 96.188 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.086 Tot. Loss: 1.175
2025-09-18 13:06:59,947 INFO Epoch 7 Batch 1999 LR : 0.00008 Top1 Acc.: 96.969 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.064 Tot. Loss: 1.202
2025-09-18 13:10:04,779 INFO Epoch 7 Batch 2099 LR : 0.00008 Top1 Acc.: 96.234 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.153 PixMix Loss: 1.078 Tot. Loss: 1.278
2025-09-18 13:13:09,637 INFO Epoch 7 Batch 2199 LR : 0.00008 Top1 Acc.: 96.672 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.054 Tot. Loss: 1.179
2025-09-18 13:16:14,455 INFO Epoch 7 Batch 2299 LR : 0.00008 Top1 Acc.: 96.562 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.116 Tot. Loss: 1.179
2025-09-18 13:19:19,179 INFO Epoch 7 Batch 2399 LR : 0.00008 Top1 Acc.: 96.844 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.111 Tot. Loss: 1.187
2025-09-18 13:22:24,059 INFO Epoch 7 Batch 2499 LR : 0.00008 Top1 Acc.: 96.531 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.073 Tot. Loss: 1.212
2025-09-18 13:25:28,857 INFO Epoch 7 Batch 2599 LR : 0.00008 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.097 Tot. Loss: 1.203
2025-09-18 13:28:33,661 INFO Epoch 7 Batch 2699 LR : 0.00008 Top1 Acc.: 96.562 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.072 Tot. Loss: 1.166
2025-09-18 13:31:38,440 INFO Epoch 7 Batch 2799 LR : 0.00008 Top1 Acc.: 96.484 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.124 Tot. Loss: 1.203
2025-09-18 13:34:42,531 INFO Epoch 7 Batch 2899 LR : 0.00008 Top1 Acc.: 96.469 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.089 Tot. Loss: 1.207
2025-09-18 13:37:47,229 INFO Epoch 7 Batch 2999 LR : 0.00008 Top1 Acc.: 96.203 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.121 Tot. Loss: 1.191
2025-09-18 13:40:51,802 INFO Epoch 7 Batch 3099 LR : 0.00008 Top1 Acc.: 96.422 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.086 Tot. Loss: 1.239
2025-09-18 13:43:56,337 INFO Epoch 7 Batch 3199 LR : 0.00008 Top1 Acc.: 96.703 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.062 Tot. Loss: 1.169
2025-09-18 13:47:00,848 INFO Epoch 7 Batch 3299 LR : 0.00008 Top1 Acc.: 96.594 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.117 Tot. Loss: 1.204
2025-09-18 13:50:05,436 INFO Epoch 7 Batch 3399 LR : 0.00007 Top1 Acc.: 96.438 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.063 Tot. Loss: 1.217
2025-09-18 13:53:09,967 INFO Epoch 7 Batch 3499 LR : 0.00007 Top1 Acc.: 96.891 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.070 Tot. Loss: 1.183
2025-09-18 13:56:14,486 INFO Epoch 7 Batch 3599 LR : 0.00007 Top1 Acc.: 96.516 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.104 Tot. Loss: 1.166
2025-09-18 13:59:19,009 INFO Epoch 7 Batch 3699 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.101 PixMix Loss: 1.064 Tot. Loss: 1.221
2025-09-18 14:02:23,646 INFO Epoch 7 Batch 3799 LR : 0.00007 Top1 Acc.: 95.875 CLS Loss: 0.129 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.078 Tot. Loss: 1.185
2025-09-18 14:05:28,244 INFO Epoch 7 Batch 3899 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.056 Tot. Loss: 1.233
2025-09-18 14:08:32,818 INFO Epoch 7 Batch 3999 LR : 0.00007 Top1 Acc.: 97.078 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.077 Tot. Loss: 1.192
2025-09-18 14:11:37,353 INFO Epoch 7 Batch 4099 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.112 Tot. Loss: 1.204
2025-09-18 14:14:41,933 INFO Epoch 7 Batch 4199 LR : 0.00007 Top1 Acc.: 96.500 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.048 Tot. Loss: 1.225
2025-09-18 14:17:46,505 INFO Epoch 7 Batch 4299 LR : 0.00007 Top1 Acc.: 96.781 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.134 Tot. Loss: 1.159
2025-09-18 14:20:51,127 INFO Epoch 7 Batch 4399 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.088 Tot. Loss: 1.192
2025-09-18 14:23:55,682 INFO Epoch 7 Batch 4499 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.119 Tot. Loss: 1.203
2025-09-18 14:27:00,233 INFO Epoch 7 Batch 4599 LR : 0.00007 Top1 Acc.: 96.531 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.058 Tot. Loss: 1.198
2025-09-18 14:30:04,834 INFO Epoch 7 Batch 4699 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.093 Tot. Loss: 1.226
2025-09-18 14:33:09,381 INFO Epoch 7 Batch 4799 LR : 0.00007 Top1 Acc.: 96.484 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.091 Tot. Loss: 1.219
2025-09-18 14:36:13,931 INFO Epoch 7 Batch 4899 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.073 Tot. Loss: 1.218
2025-09-18 14:39:18,467 INFO Epoch 7 Batch 4999 LR : 0.00007 Top1 Acc.: 96.672 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.030 Tot. Loss: 1.186
2025-09-18 14:46:41,189 INFO ##################
---> Validation Epoch 7 (Original Model) Acc.: 81.644 FPR: 58.466 AUROC: 87.722 AUPR: 61.156 AURC: 46.541 EAURC: 28.556 AUPR Succ.: 96.634 ECE: 6.674 NLL: 7.624 Brier: 26.994
2025-09-18 14:53:58,055 INFO ##################
---> Validation Epoch 7 (EMA Model) Acc.: 81.666 FPR: 58.122 AUROC: 87.726 AUPR: 61.256 AURC: 46.534 EAURC: 28.595 AUPR Succ.: 96.629 ECE: 6.637 NLL: 7.607 Brier: 26.945
2025-09-18 14:53:58,105 INFO ####### --- Training Epoch 8 --- #######
2025-09-18 15:14:29,689 INFO Epoch 8 Batch 99 LR : 0.00007 Top1 Acc.: 96.625 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.017 PixMix Loss: 1.098 Tot. Loss: 1.133
2025-09-18 15:17:33,439 INFO Epoch 8 Batch 199 LR : 0.00007 Top1 Acc.: 96.766 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.083 Tot. Loss: 1.221
2025-09-18 15:20:38,292 INFO Epoch 8 Batch 299 LR : 0.00007 Top1 Acc.: 96.484 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.079 Tot. Loss: 1.198
2025-09-18 15:23:42,884 INFO Epoch 8 Batch 399 LR : 0.00007 Top1 Acc.: 96.812 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.130 PixMix Loss: 1.079 Tot. Loss: 1.245
2025-09-18 15:26:47,482 INFO Epoch 8 Batch 499 LR : 0.00007 Top1 Acc.: 96.375 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.083 Tot. Loss: 1.215
2025-09-18 15:29:51,983 INFO Epoch 8 Batch 599 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.105 Tot. Loss: 1.210
2025-09-18 15:32:56,522 INFO Epoch 8 Batch 699 LR : 0.00007 Top1 Acc.: 96.219 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.074 Tot. Loss: 1.228
2025-09-18 15:36:01,123 INFO Epoch 8 Batch 799 LR : 0.00007 Top1 Acc.: 96.562 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.113 Tot. Loss: 1.216
2025-09-18 15:39:05,716 INFO Epoch 8 Batch 899 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.121 Tot. Loss: 1.192
2025-09-18 15:42:10,228 INFO Epoch 8 Batch 999 LR : 0.00007 Top1 Acc.: 96.750 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.064 Tot. Loss: 1.208
2025-09-18 15:45:14,832 INFO Epoch 8 Batch 1099 LR : 0.00007 Top1 Acc.: 96.297 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.056 Tot. Loss: 1.187
2025-09-18 15:48:19,389 INFO Epoch 8 Batch 1199 LR : 0.00007 Top1 Acc.: 96.562 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.058 Tot. Loss: 1.164
2025-09-18 15:51:23,946 INFO Epoch 8 Batch 1299 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.088 Tot. Loss: 1.214
2025-09-18 15:54:28,412 INFO Epoch 8 Batch 1399 LR : 0.00007 Top1 Acc.: 96.875 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.024 Tot. Loss: 1.164
2025-09-18 15:57:32,943 INFO Epoch 8 Batch 1499 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.087 Tot. Loss: 1.234
2025-09-18 16:00:37,560 INFO Epoch 8 Batch 1599 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.069 Tot. Loss: 1.228
2025-09-18 16:03:42,105 INFO Epoch 8 Batch 1699 LR : 0.00007 Top1 Acc.: 96.781 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.064 Tot. Loss: 1.221
2025-09-18 16:06:46,678 INFO Epoch 8 Batch 1799 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.010 PixMix Loss: 1.076 Tot. Loss: 1.132
2025-09-18 16:09:51,393 INFO Epoch 8 Batch 1899 LR : 0.00007 Top1 Acc.: 96.172 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.088 Tot. Loss: 1.248
2025-09-18 16:12:56,133 INFO Epoch 8 Batch 1999 LR : 0.00007 Top1 Acc.: 96.844 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.060 Tot. Loss: 1.169
2025-09-18 16:16:01,006 INFO Epoch 8 Batch 2099 LR : 0.00007 Top1 Acc.: 96.312 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.105 Tot. Loss: 1.168
2025-09-18 16:19:05,790 INFO Epoch 8 Batch 2199 LR : 0.00007 Top1 Acc.: 96.812 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.057 Tot. Loss: 1.225
2025-09-18 16:22:10,544 INFO Epoch 8 Batch 2299 LR : 0.00007 Top1 Acc.: 96.562 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.043 Tot. Loss: 1.166
2025-09-18 16:25:15,309 INFO Epoch 8 Batch 2399 LR : 0.00007 Top1 Acc.: 96.969 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.037 PixMix Loss: 1.045 Tot. Loss: 1.148
2025-09-18 16:28:20,065 INFO Epoch 8 Batch 2499 LR : 0.00007 Top1 Acc.: 96.766 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.063 Tot. Loss: 1.210
2025-09-18 16:31:24,957 INFO Epoch 8 Batch 2599 LR : 0.00007 Top1 Acc.: 96.672 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.109 Tot. Loss: 1.230
2025-09-18 16:34:29,688 INFO Epoch 8 Batch 2699 LR : 0.00007 Top1 Acc.: 96.734 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.084 Tot. Loss: 1.176
2025-09-18 16:37:34,449 INFO Epoch 8 Batch 2799 LR : 0.00007 Top1 Acc.: 96.484 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.050 Tot. Loss: 1.180
2025-09-18 16:40:38,573 INFO Epoch 8 Batch 2899 LR : 0.00007 Top1 Acc.: 96.609 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.100 Tot. Loss: 1.229
2025-09-18 16:43:43,033 INFO Epoch 8 Batch 2999 LR : 0.00007 Top1 Acc.: 96.406 CLS Loss: 0.130 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.108 Tot. Loss: 1.212
2025-09-18 16:46:47,761 INFO Epoch 8 Batch 3099 LR : 0.00007 Top1 Acc.: 96.422 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.111 Tot. Loss: 1.182
2025-09-18 16:49:52,358 INFO Epoch 8 Batch 3199 LR : 0.00007 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.012 Tot. Loss: 1.202
2025-09-18 16:52:57,124 INFO Epoch 8 Batch 3299 LR : 0.00007 Top1 Acc.: 96.688 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.105 Tot. Loss: 1.192
2025-09-18 16:56:01,655 INFO Epoch 8 Batch 3399 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.055 Tot. Loss: 1.161
2025-09-18 16:59:06,136 INFO Epoch 8 Batch 3499 LR : 0.00007 Top1 Acc.: 96.922 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.102 Tot. Loss: 1.148
2025-09-18 17:02:10,710 INFO Epoch 8 Batch 3599 LR : 0.00007 Top1 Acc.: 96.562 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.092 Tot. Loss: 1.189
2025-09-18 17:05:15,308 INFO Epoch 8 Batch 3699 LR : 0.00007 Top1 Acc.: 96.719 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.098 Tot. Loss: 1.171
2025-09-18 17:08:19,908 INFO Epoch 8 Batch 3799 LR : 0.00007 Top1 Acc.: 96.000 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.116 Tot. Loss: 1.241
2025-09-18 17:11:24,457 INFO Epoch 8 Batch 3899 LR : 0.00007 Top1 Acc.: 96.344 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.085 Tot. Loss: 1.197
2025-09-18 17:14:29,013 INFO Epoch 8 Batch 3999 LR : 0.00007 Top1 Acc.: 97.062 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.070 Tot. Loss: 1.162
2025-09-18 17:17:33,601 INFO Epoch 8 Batch 4099 LR : 0.00007 Top1 Acc.: 96.594 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 1.076 Tot. Loss: 1.238
2025-09-18 17:20:38,152 INFO Epoch 8 Batch 4199 LR : 0.00007 Top1 Acc.: 96.422 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.125 PixMix Loss: 1.038 Tot. Loss: 1.246
2025-09-18 17:23:42,684 INFO Epoch 8 Batch 4299 LR : 0.00007 Top1 Acc.: 96.891 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.098 Tot. Loss: 1.191
2025-09-18 17:26:47,301 INFO Epoch 8 Batch 4399 LR : 0.00007 Top1 Acc.: 96.547 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.068 Tot. Loss: 1.219
2025-09-18 17:29:51,884 INFO Epoch 8 Batch 4499 LR : 0.00007 Top1 Acc.: 96.500 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.088 Tot. Loss: 1.209
2025-09-18 17:32:56,390 INFO Epoch 8 Batch 4599 LR : 0.00007 Top1 Acc.: 96.469 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.077 Tot. Loss: 1.243
2025-09-18 17:36:00,993 INFO Epoch 8 Batch 4699 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.072 Tot. Loss: 1.151
2025-09-18 17:39:05,547 INFO Epoch 8 Batch 4799 LR : 0.00007 Top1 Acc.: 96.516 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.054 Tot. Loss: 1.160
2025-09-18 17:42:10,094 INFO Epoch 8 Batch 4899 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.072 Tot. Loss: 1.184
2025-09-18 17:45:14,607 INFO Epoch 8 Batch 4999 LR : 0.00007 Top1 Acc.: 96.672 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.068 Tot. Loss: 1.181
2025-09-18 17:51:45,822 INFO ##################
---> Validation Epoch 8 (Original Model) Acc.: 81.596 FPR: 58.313 AUROC: 87.787 AUPR: 61.432 AURC: 46.517 EAURC: 28.435 AUPR Succ.: 96.646 ECE: 6.774 NLL: 7.634 Brier: 27.020
2025-09-18 17:58:22,519 INFO ##################
---> Validation Epoch 8 (EMA Model) Acc.: 81.658 FPR: 58.173 AUROC: 87.732 AUPR: 61.242 AURC: 46.463 EAURC: 28.507 AUPR Succ.: 96.640 ECE: 6.691 NLL: 7.619 Brier: 26.980
2025-09-18 17:58:22,614 INFO ####### --- Training Epoch 9 --- #######
2025-09-18 18:16:26,841 INFO Epoch 9 Batch 99 LR : 0.00007 Top1 Acc.: 96.656 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.037 Tot. Loss: 1.222
2025-09-18 18:19:30,952 INFO Epoch 9 Batch 199 LR : 0.00007 Top1 Acc.: 97.031 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.071 Tot. Loss: 1.165
2025-09-18 18:22:35,814 INFO Epoch 9 Batch 299 LR : 0.00007 Top1 Acc.: 96.641 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.086 Tot. Loss: 1.184
2025-09-18 18:25:40,340 INFO Epoch 9 Batch 399 LR : 0.00006 Top1 Acc.: 96.859 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.070 Tot. Loss: 1.195
2025-09-18 18:28:44,925 INFO Epoch 9 Batch 499 LR : 0.00006 Top1 Acc.: 96.375 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.088 Tot. Loss: 1.165
2025-09-18 18:31:49,527 INFO Epoch 9 Batch 599 LR : 0.00006 Top1 Acc.: 96.484 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.104 PixMix Loss: 1.084 Tot. Loss: 1.228
2025-09-18 18:34:54,109 INFO Epoch 9 Batch 699 LR : 0.00006 Top1 Acc.: 96.250 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.036 Tot. Loss: 1.225
2025-09-18 18:37:58,653 INFO Epoch 9 Batch 799 LR : 0.00006 Top1 Acc.: 96.641 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.132 PixMix Loss: 1.072 Tot. Loss: 1.258
2025-09-18 18:41:03,226 INFO Epoch 9 Batch 899 LR : 0.00006 Top1 Acc.: 96.656 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.116 Tot. Loss: 1.234
2025-09-18 18:44:07,801 INFO Epoch 9 Batch 999 LR : 0.00006 Top1 Acc.: 96.703 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.086 Tot. Loss: 1.180
2025-09-18 18:47:12,400 INFO Epoch 9 Batch 1099 LR : 0.00006 Top1 Acc.: 96.250 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.103 Tot. Loss: 1.216
2025-09-18 18:50:16,945 INFO Epoch 9 Batch 1199 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.072 Tot. Loss: 1.179
2025-09-18 18:53:21,451 INFO Epoch 9 Batch 1299 LR : 0.00006 Top1 Acc.: 96.734 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.076 Tot. Loss: 1.190
2025-09-18 18:56:25,985 INFO Epoch 9 Batch 1399 LR : 0.00006 Top1 Acc.: 96.781 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.095 Tot. Loss: 1.195
2025-09-18 18:59:30,534 INFO Epoch 9 Batch 1499 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.080 Tot. Loss: 1.202
2025-09-18 19:02:35,074 INFO Epoch 9 Batch 1599 LR : 0.00006 Top1 Acc.: 96.609 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.051 Tot. Loss: 1.242
2025-09-18 19:05:39,556 INFO Epoch 9 Batch 1699 LR : 0.00006 Top1 Acc.: 96.688 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.047 Tot. Loss: 1.176
2025-09-18 19:08:44,113 INFO Epoch 9 Batch 1799 LR : 0.00006 Top1 Acc.: 96.281 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.143 PixMix Loss: 1.079 Tot. Loss: 1.264
2025-09-18 19:11:48,640 INFO Epoch 9 Batch 1899 LR : 0.00006 Top1 Acc.: 96.312 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.097 Tot. Loss: 1.176
2025-09-18 19:14:53,184 INFO Epoch 9 Batch 1999 LR : 0.00006 Top1 Acc.: 96.938 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.074 Tot. Loss: 1.221
2025-09-18 19:17:57,950 INFO Epoch 9 Batch 2099 LR : 0.00006 Top1 Acc.: 96.297 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.084 Tot. Loss: 1.215
2025-09-18 19:21:02,776 INFO Epoch 9 Batch 2199 LR : 0.00006 Top1 Acc.: 96.766 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.096 Tot. Loss: 1.223
2025-09-18 19:24:07,612 INFO Epoch 9 Batch 2299 LR : 0.00006 Top1 Acc.: 96.766 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.033 PixMix Loss: 1.100 Tot. Loss: 1.150
2025-09-18 19:27:12,451 INFO Epoch 9 Batch 2399 LR : 0.00006 Top1 Acc.: 96.984 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.069 Tot. Loss: 1.177
2025-09-18 19:30:17,225 INFO Epoch 9 Batch 2499 LR : 0.00006 Top1 Acc.: 96.781 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.110 Tot. Loss: 1.213
2025-09-18 19:33:22,124 INFO Epoch 9 Batch 2599 LR : 0.00006 Top1 Acc.: 96.766 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.094 Tot. Loss: 1.202
2025-09-18 19:36:26,968 INFO Epoch 9 Batch 2699 LR : 0.00006 Top1 Acc.: 96.703 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.140 Tot. Loss: 1.165
2025-09-18 19:39:31,798 INFO Epoch 9 Batch 2799 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.100 Tot. Loss: 1.216
2025-09-18 19:42:36,619 INFO Epoch 9 Batch 2899 LR : 0.00006 Top1 Acc.: 96.766 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.085 Tot. Loss: 1.185
2025-09-18 19:45:40,458 INFO Epoch 9 Batch 2999 LR : 0.00006 Top1 Acc.: 96.266 CLS Loss: 0.127 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.077 Tot. Loss: 1.219
2025-09-18 19:48:44,512 INFO Epoch 9 Batch 3099 LR : 0.00006 Top1 Acc.: 96.391 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.112 Tot. Loss: 1.159
2025-09-18 19:51:49,327 INFO Epoch 9 Batch 3199 LR : 0.00006 Top1 Acc.: 96.625 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.065 Tot. Loss: 1.183
2025-09-18 19:54:53,875 INFO Epoch 9 Batch 3299 LR : 0.00006 Top1 Acc.: 96.578 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.092 Tot. Loss: 1.231
2025-09-18 19:57:58,469 INFO Epoch 9 Batch 3399 LR : 0.00006 Top1 Acc.: 96.625 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.102 Tot. Loss: 1.194
2025-09-18 20:01:03,056 INFO Epoch 9 Batch 3499 LR : 0.00006 Top1 Acc.: 97.203 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.091 Tot. Loss: 1.177
2025-09-18 20:04:07,645 INFO Epoch 9 Batch 3599 LR : 0.00006 Top1 Acc.: 96.484 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.088 Tot. Loss: 1.190
2025-09-18 20:07:12,218 INFO Epoch 9 Batch 3699 LR : 0.00006 Top1 Acc.: 96.609 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.054 Tot. Loss: 1.194
2025-09-18 20:10:16,773 INFO Epoch 9 Batch 3799 LR : 0.00006 Top1 Acc.: 95.922 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.085 Tot. Loss: 1.211
2025-09-18 20:13:21,381 INFO Epoch 9 Batch 3899 LR : 0.00006 Top1 Acc.: 96.641 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.144 Tot. Loss: 1.178
2025-09-18 20:16:25,963 INFO Epoch 9 Batch 3999 LR : 0.00006 Top1 Acc.: 97.125 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.039 Tot. Loss: 1.163
2025-09-18 20:19:30,477 INFO Epoch 9 Batch 4099 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.045 Tot. Loss: 1.191
2025-09-18 20:22:34,950 INFO Epoch 9 Batch 4199 LR : 0.00006 Top1 Acc.: 96.406 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.079 Tot. Loss: 1.210
2025-09-18 20:25:39,458 INFO Epoch 9 Batch 4299 LR : 0.00006 Top1 Acc.: 96.984 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.074 Tot. Loss: 1.184
2025-09-18 20:28:44,175 INFO Epoch 9 Batch 4399 LR : 0.00006 Top1 Acc.: 96.562 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.080 Tot. Loss: 1.217
2025-09-18 20:31:48,735 INFO Epoch 9 Batch 4499 LR : 0.00006 Top1 Acc.: 96.609 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.101 PixMix Loss: 1.069 Tot. Loss: 1.222
2025-09-18 20:34:53,342 INFO Epoch 9 Batch 4599 LR : 0.00006 Top1 Acc.: 96.500 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.142 PixMix Loss: 1.071 Tot. Loss: 1.258
2025-09-18 20:37:57,931 INFO Epoch 9 Batch 4699 LR : 0.00006 Top1 Acc.: 96.672 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.089 Tot. Loss: 1.181
2025-09-18 20:41:02,517 INFO Epoch 9 Batch 4799 LR : 0.00006 Top1 Acc.: 96.594 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.084 Tot. Loss: 1.216
2025-09-18 20:44:07,064 INFO Epoch 9 Batch 4899 LR : 0.00006 Top1 Acc.: 96.609 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.063 Tot. Loss: 1.213
2025-09-18 20:47:11,640 INFO Epoch 9 Batch 4999 LR : 0.00006 Top1 Acc.: 96.703 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.041 Tot. Loss: 1.181
2025-09-18 20:54:05,055 INFO ##################
---> Validation Epoch 9 (Original Model) Acc.: 81.648 FPR: 58.631 AUROC: 87.705 AUPR: 61.013 AURC: 46.439 EAURC: 28.463 AUPR Succ.: 96.646 ECE: 6.774 NLL: 7.644 Brier: 27.046
2025-09-18 21:00:24,290 INFO ##################
---> Validation Epoch 9 (EMA Model) Acc.: 81.638 FPR: 58.360 AUROC: 87.743 AUPR: 61.254 AURC: 46.439 EAURC: 28.443 AUPR Succ.: 96.647 ECE: 6.732 NLL: 7.632 Brier: 27.014
2025-09-18 21:00:24,333 INFO ####### --- Training Epoch 10 --- #######
2025-09-18 21:18:53,445 INFO Epoch 10 Batch 99 LR : 0.00006 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.073 Tot. Loss: 1.227
2025-09-18 21:21:57,276 INFO Epoch 10 Batch 199 LR : 0.00006 Top1 Acc.: 96.906 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.080 Tot. Loss: 1.184
2025-09-18 21:25:02,224 INFO Epoch 10 Batch 299 LR : 0.00006 Top1 Acc.: 96.641 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.095 Tot. Loss: 1.190
2025-09-18 21:28:06,726 INFO Epoch 10 Batch 399 LR : 0.00006 Top1 Acc.: 97.016 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.095 Tot. Loss: 1.193
2025-09-18 21:31:11,288 INFO Epoch 10 Batch 499 LR : 0.00006 Top1 Acc.: 96.469 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.135 PixMix Loss: 1.082 Tot. Loss: 1.256
2025-09-18 21:34:15,839 INFO Epoch 10 Batch 599 LR : 0.00006 Top1 Acc.: 96.547 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.099 Tot. Loss: 1.231
2025-09-18 21:37:20,426 INFO Epoch 10 Batch 699 LR : 0.00006 Top1 Acc.: 96.219 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.057 Tot. Loss: 1.221
2025-09-18 21:40:24,938 INFO Epoch 10 Batch 799 LR : 0.00006 Top1 Acc.: 96.578 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.087 Tot. Loss: 1.203
2025-09-18 21:43:29,476 INFO Epoch 10 Batch 899 LR : 0.00006 Top1 Acc.: 96.656 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.106 Tot. Loss: 1.216
2025-09-18 21:46:33,981 INFO Epoch 10 Batch 999 LR : 0.00006 Top1 Acc.: 96.719 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 1.091 Tot. Loss: 1.233
2025-09-18 21:49:38,598 INFO Epoch 10 Batch 1099 LR : 0.00006 Top1 Acc.: 96.375 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.114 Tot. Loss: 1.178
2025-09-18 21:52:43,157 INFO Epoch 10 Batch 1199 LR : 0.00006 Top1 Acc.: 96.594 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.095 Tot. Loss: 1.205
2025-09-18 21:55:47,706 INFO Epoch 10 Batch 1299 LR : 0.00006 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.096 Tot. Loss: 1.215
2025-09-18 21:58:52,298 INFO Epoch 10 Batch 1399 LR : 0.00006 Top1 Acc.: 96.734 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.013 Tot. Loss: 1.147
2025-09-18 22:01:56,749 INFO Epoch 10 Batch 1499 LR : 0.00006 Top1 Acc.: 96.625 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.069 Tot. Loss: 1.212
2025-09-18 22:05:01,340 INFO Epoch 10 Batch 1599 LR : 0.00006 Top1 Acc.: 96.484 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.100 Tot. Loss: 1.188
2025-09-18 22:08:05,980 INFO Epoch 10 Batch 1699 LR : 0.00006 Top1 Acc.: 96.797 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.083 Tot. Loss: 1.186
2025-09-18 22:11:10,513 INFO Epoch 10 Batch 1799 LR : 0.00006 Top1 Acc.: 96.500 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.078 Tot. Loss: 1.214
2025-09-18 22:14:15,078 INFO Epoch 10 Batch 1899 LR : 0.00005 Top1 Acc.: 96.422 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.031 PixMix Loss: 1.096 Tot. Loss: 1.149
2025-09-18 22:17:19,610 INFO Epoch 10 Batch 1999 LR : 0.00005 Top1 Acc.: 97.047 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.061 Tot. Loss: 1.180
2025-09-18 22:20:24,148 INFO Epoch 10 Batch 2099 LR : 0.00005 Top1 Acc.: 96.484 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.112 Tot. Loss: 1.213
2025-09-18 22:23:28,913 INFO Epoch 10 Batch 2199 LR : 0.00005 Top1 Acc.: 96.812 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.033 PixMix Loss: 1.085 Tot. Loss: 1.143
2025-09-18 22:26:33,714 INFO Epoch 10 Batch 2299 LR : 0.00005 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.079 Tot. Loss: 1.200
2025-09-18 22:29:38,508 INFO Epoch 10 Batch 2399 LR : 0.00005 Top1 Acc.: 96.969 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.100 Tot. Loss: 1.148
2025-09-18 22:32:43,211 INFO Epoch 10 Batch 2499 LR : 0.00005 Top1 Acc.: 96.844 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 1.104 Tot. Loss: 1.257
2025-09-18 22:35:48,058 INFO Epoch 10 Batch 2599 LR : 0.00005 Top1 Acc.: 96.844 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.046 Tot. Loss: 1.199
2025-09-18 22:38:52,902 INFO Epoch 10 Batch 2699 LR : 0.00005 Top1 Acc.: 96.812 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.101 PixMix Loss: 1.135 Tot. Loss: 1.209
2025-09-18 22:41:57,870 INFO Epoch 10 Batch 2799 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.056 Tot. Loss: 1.233
2025-09-18 22:45:02,821 INFO Epoch 10 Batch 2899 LR : 0.00005 Top1 Acc.: 96.750 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.098 Tot. Loss: 1.170
2025-09-18 22:48:07,692 INFO Epoch 10 Batch 2999 LR : 0.00005 Top1 Acc.: 96.547 CLS Loss: 0.126 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.130 Tot. Loss: 1.208
2025-09-18 22:51:12,336 INFO Epoch 10 Batch 3099 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.085 Tot. Loss: 1.197
2025-09-18 22:54:16,387 INFO Epoch 10 Batch 3199 LR : 0.00005 Top1 Acc.: 96.641 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.073 Tot. Loss: 1.188
2025-09-18 22:57:21,067 INFO Epoch 10 Batch 3299 LR : 0.00005 Top1 Acc.: 96.781 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.068 Tot. Loss: 1.196
2025-09-18 23:00:25,615 INFO Epoch 10 Batch 3399 LR : 0.00005 Top1 Acc.: 96.656 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.146 Tot. Loss: 1.177
2025-09-18 23:03:30,208 INFO Epoch 10 Batch 3499 LR : 0.00005 Top1 Acc.: 97.000 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.093 Tot. Loss: 1.163
2025-09-18 23:06:34,755 INFO Epoch 10 Batch 3599 LR : 0.00005 Top1 Acc.: 96.594 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.087 Tot. Loss: 1.207
2025-09-18 23:09:39,274 INFO Epoch 10 Batch 3699 LR : 0.00005 Top1 Acc.: 96.562 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.107 Tot. Loss: 1.214
2025-09-18 23:12:43,880 INFO Epoch 10 Batch 3799 LR : 0.00005 Top1 Acc.: 96.156 CLS Loss: 0.125 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.113 Tot. Loss: 1.210
2025-09-18 23:15:48,443 INFO Epoch 10 Batch 3899 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.123 Tot. Loss: 1.191
2025-09-18 23:18:52,959 INFO Epoch 10 Batch 3999 LR : 0.00005 Top1 Acc.: 97.094 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.007 PixMix Loss: 1.076 Tot. Loss: 1.108
2025-09-18 23:21:57,462 INFO Epoch 10 Batch 4099 LR : 0.00005 Top1 Acc.: 96.625 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.070 Tot. Loss: 1.231
2025-09-18 23:25:02,032 INFO Epoch 10 Batch 4199 LR : 0.00005 Top1 Acc.: 96.656 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.082 Tot. Loss: 1.246
2025-09-18 23:28:06,558 INFO Epoch 10 Batch 4299 LR : 0.00005 Top1 Acc.: 96.922 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.094 Tot. Loss: 1.160
2025-09-18 23:31:11,103 INFO Epoch 10 Batch 4399 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.067 Tot. Loss: 1.187
2025-09-18 23:34:15,641 INFO Epoch 10 Batch 4499 LR : 0.00005 Top1 Acc.: 96.781 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.074 Tot. Loss: 1.235
2025-09-18 23:37:20,194 INFO Epoch 10 Batch 4599 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.076 Tot. Loss: 1.180
2025-09-18 23:40:24,739 INFO Epoch 10 Batch 4699 LR : 0.00005 Top1 Acc.: 96.797 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.097 Tot. Loss: 1.220
2025-09-18 23:43:29,282 INFO Epoch 10 Batch 4799 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.101 Tot. Loss: 1.187
2025-09-18 23:46:33,851 INFO Epoch 10 Batch 4899 LR : 0.00005 Top1 Acc.: 96.703 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.098 Tot. Loss: 1.168
2025-09-18 23:49:38,406 INFO Epoch 10 Batch 4999 LR : 0.00005 Top1 Acc.: 96.625 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.057 Tot. Loss: 1.153
2025-09-18 23:56:04,573 INFO ##################
---> Validation Epoch 10 (Original Model) Acc.: 81.610 FPR: 58.673 AUROC: 87.741 AUPR: 61.196 AURC: 46.455 EAURC: 28.402 AUPR Succ.: 96.652 ECE: 6.792 NLL: 7.653 Brier: 27.074
2025-09-19 00:02:18,065 INFO ##################
---> Validation Epoch 10 (EMA Model) Acc.: 81.634 FPR: 58.434 AUROC: 87.735 AUPR: 61.207 AURC: 46.407 EAURC: 28.402 AUPR Succ.: 96.652 ECE: 6.771 NLL: 7.645 Brier: 27.046
2025-09-19 00:02:18,175 INFO ####### --- Training Epoch 11 --- #######
2025-09-19 00:20:28,296 INFO Epoch 11 Batch 99 LR : 0.00005 Top1 Acc.: 96.750 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.137 Tot. Loss: 1.163
2025-09-19 00:23:32,110 INFO Epoch 11 Batch 199 LR : 0.00005 Top1 Acc.: 96.859 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.071 Tot. Loss: 1.145
2025-09-19 00:26:36,873 INFO Epoch 11 Batch 299 LR : 0.00005 Top1 Acc.: 96.797 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.070 Tot. Loss: 1.216
2025-09-19 00:29:41,426 INFO Epoch 11 Batch 399 LR : 0.00005 Top1 Acc.: 96.922 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.069 Tot. Loss: 1.179
2025-09-19 00:32:45,922 INFO Epoch 11 Batch 499 LR : 0.00005 Top1 Acc.: 96.500 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.074 Tot. Loss: 1.235
2025-09-19 00:35:50,516 INFO Epoch 11 Batch 599 LR : 0.00005 Top1 Acc.: 96.609 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.067 Tot. Loss: 1.200
2025-09-19 00:38:55,089 INFO Epoch 11 Batch 699 LR : 0.00005 Top1 Acc.: 96.281 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.104 PixMix Loss: 1.087 Tot. Loss: 1.222
2025-09-19 00:41:59,623 INFO Epoch 11 Batch 799 LR : 0.00005 Top1 Acc.: 96.750 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.066 Tot. Loss: 1.235
2025-09-19 00:45:04,178 INFO Epoch 11 Batch 899 LR : 0.00005 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.102 Tot. Loss: 1.223
2025-09-19 00:48:08,763 INFO Epoch 11 Batch 999 LR : 0.00005 Top1 Acc.: 96.656 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.091 Tot. Loss: 1.206
2025-09-19 00:51:13,341 INFO Epoch 11 Batch 1099 LR : 0.00005 Top1 Acc.: 96.234 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.077 Tot. Loss: 1.171
2025-09-19 00:54:17,927 INFO Epoch 11 Batch 1199 LR : 0.00005 Top1 Acc.: 96.672 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.066 Tot. Loss: 1.193
2025-09-19 00:57:22,507 INFO Epoch 11 Batch 1299 LR : 0.00005 Top1 Acc.: 96.797 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.069 Tot. Loss: 1.160
2025-09-19 01:00:27,088 INFO Epoch 11 Batch 1399 LR : 0.00005 Top1 Acc.: 96.891 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.036 PixMix Loss: 1.055 Tot. Loss: 1.139
2025-09-19 01:03:31,639 INFO Epoch 11 Batch 1499 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.061 Tot. Loss: 1.193
2025-09-19 01:06:36,310 INFO Epoch 11 Batch 1599 LR : 0.00005 Top1 Acc.: 96.578 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.025 PixMix Loss: 1.100 Tot. Loss: 1.142
2025-09-19 01:09:40,816 INFO Epoch 11 Batch 1699 LR : 0.00005 Top1 Acc.: 96.828 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.090 Tot. Loss: 1.195
2025-09-19 01:12:45,313 INFO Epoch 11 Batch 1799 LR : 0.00005 Top1 Acc.: 96.406 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.112 Tot. Loss: 1.249
2025-09-19 01:15:49,871 INFO Epoch 11 Batch 1899 LR : 0.00005 Top1 Acc.: 96.422 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.104 PixMix Loss: 1.084 Tot. Loss: 1.222
2025-09-19 01:18:54,426 INFO Epoch 11 Batch 1999 LR : 0.00005 Top1 Acc.: 96.891 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.062 Tot. Loss: 1.168
2025-09-19 01:21:58,999 INFO Epoch 11 Batch 2099 LR : 0.00005 Top1 Acc.: 96.516 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.061 Tot. Loss: 1.200
2025-09-19 01:25:03,542 INFO Epoch 11 Batch 2199 LR : 0.00005 Top1 Acc.: 96.641 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.110 Tot. Loss: 1.188
2025-09-19 01:28:08,140 INFO Epoch 11 Batch 2299 LR : 0.00005 Top1 Acc.: 96.641 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.074 Tot. Loss: 1.170
2025-09-19 01:31:12,782 INFO Epoch 11 Batch 2399 LR : 0.00005 Top1 Acc.: 96.922 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.077 Tot. Loss: 1.166
2025-09-19 01:34:17,700 INFO Epoch 11 Batch 2499 LR : 0.00005 Top1 Acc.: 96.703 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.023 PixMix Loss: 1.095 Tot. Loss: 1.142
2025-09-19 01:37:22,371 INFO Epoch 11 Batch 2599 LR : 0.00005 Top1 Acc.: 96.859 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.088 Tot. Loss: 1.171
2025-09-19 01:40:27,166 INFO Epoch 11 Batch 2699 LR : 0.00005 Top1 Acc.: 96.734 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.104 Tot. Loss: 1.153
2025-09-19 01:43:31,920 INFO Epoch 11 Batch 2799 LR : 0.00005 Top1 Acc.: 96.594 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.092 Tot. Loss: 1.154
2025-09-19 01:46:36,730 INFO Epoch 11 Batch 2899 LR : 0.00005 Top1 Acc.: 96.781 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.017 PixMix Loss: 1.078 Tot. Loss: 1.138
2025-09-19 01:49:41,457 INFO Epoch 11 Batch 2999 LR : 0.00005 Top1 Acc.: 96.672 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.075 Tot. Loss: 1.216
2025-09-19 01:52:46,302 INFO Epoch 11 Batch 3099 LR : 0.00005 Top1 Acc.: 96.531 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.071 Tot. Loss: 1.195
2025-09-19 01:55:50,162 INFO Epoch 11 Batch 3199 LR : 0.00005 Top1 Acc.: 96.734 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.035 PixMix Loss: 1.046 Tot. Loss: 1.144
2025-09-19 01:58:54,532 INFO Epoch 11 Batch 3299 LR : 0.00004 Top1 Acc.: 96.812 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.126 Tot. Loss: 1.200
2025-09-19 02:01:59,268 INFO Epoch 11 Batch 3399 LR : 0.00004 Top1 Acc.: 96.781 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.096 Tot. Loss: 1.220
2025-09-19 02:05:03,811 INFO Epoch 11 Batch 3499 LR : 0.00004 Top1 Acc.: 97.016 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.083 Tot. Loss: 1.164
2025-09-19 02:08:08,308 INFO Epoch 11 Batch 3599 LR : 0.00004 Top1 Acc.: 96.594 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.073 Tot. Loss: 1.200
2025-09-19 02:11:12,916 INFO Epoch 11 Batch 3699 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.029 PixMix Loss: 1.043 Tot. Loss: 1.144
2025-09-19 02:14:17,481 INFO Epoch 11 Batch 3799 LR : 0.00004 Top1 Acc.: 96.094 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.141 PixMix Loss: 1.124 Tot. Loss: 1.265
2025-09-19 02:17:22,083 INFO Epoch 11 Batch 3899 LR : 0.00004 Top1 Acc.: 96.688 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.113 Tot. Loss: 1.216
2025-09-19 02:20:26,732 INFO Epoch 11 Batch 3999 LR : 0.00004 Top1 Acc.: 97.188 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.102 Tot. Loss: 1.187
2025-09-19 02:23:31,331 INFO Epoch 11 Batch 4099 LR : 0.00004 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.077 Tot. Loss: 1.203
2025-09-19 02:26:35,857 INFO Epoch 11 Batch 4199 LR : 0.00004 Top1 Acc.: 96.625 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.134 PixMix Loss: 1.117 Tot. Loss: 1.251
2025-09-19 02:29:40,478 INFO Epoch 11 Batch 4299 LR : 0.00004 Top1 Acc.: 96.969 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.066 Tot. Loss: 1.173
2025-09-19 02:32:45,023 INFO Epoch 11 Batch 4399 LR : 0.00004 Top1 Acc.: 96.672 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.077 Tot. Loss: 1.168
2025-09-19 02:35:49,575 INFO Epoch 11 Batch 4499 LR : 0.00004 Top1 Acc.: 96.797 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.130 Tot. Loss: 1.190
2025-09-19 02:38:54,115 INFO Epoch 11 Batch 4599 LR : 0.00004 Top1 Acc.: 96.578 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.064 Tot. Loss: 1.197
2025-09-19 02:41:58,655 INFO Epoch 11 Batch 4699 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.100 Tot. Loss: 1.219
2025-09-19 02:45:03,327 INFO Epoch 11 Batch 4799 LR : 0.00004 Top1 Acc.: 96.641 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.040 PixMix Loss: 1.104 Tot. Loss: 1.155
2025-09-19 02:48:07,833 INFO Epoch 11 Batch 4899 LR : 0.00004 Top1 Acc.: 96.750 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.117 Tot. Loss: 1.216
2025-09-19 02:51:12,364 INFO Epoch 11 Batch 4999 LR : 0.00004 Top1 Acc.: 96.859 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.044 Tot. Loss: 1.176
2025-09-19 02:57:45,399 INFO ##################
---> Validation Epoch 11 (Original Model) Acc.: 81.612 FPR: 58.701 AUROC: 87.735 AUPR: 61.123 AURC: 46.408 EAURC: 28.358 AUPR Succ.: 96.657 ECE: 6.806 NLL: 7.664 Brier: 27.099
2025-09-19 03:04:16,895 INFO ##################
---> Validation Epoch 11 (EMA Model) Acc.: 81.630 FPR: 58.683 AUROC: 87.730 AUPR: 61.101 AURC: 46.384 EAURC: 28.371 AUPR Succ.: 96.656 ECE: 6.783 NLL: 7.654 Brier: 27.069
2025-09-19 03:04:17,484 INFO ####### --- Training Epoch 12 --- #######
2025-09-19 03:22:23,823 INFO Epoch 12 Batch 99 LR : 0.00004 Top1 Acc.: 96.641 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.087 Tot. Loss: 1.217
2025-09-19 03:25:27,777 INFO Epoch 12 Batch 199 LR : 0.00004 Top1 Acc.: 96.938 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.037 PixMix Loss: 1.095 Tot. Loss: 1.141
2025-09-19 03:28:32,625 INFO Epoch 12 Batch 299 LR : 0.00004 Top1 Acc.: 96.812 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.087 Tot. Loss: 1.172
2025-09-19 03:31:37,136 INFO Epoch 12 Batch 399 LR : 0.00004 Top1 Acc.: 96.984 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.094 Tot. Loss: 1.215
2025-09-19 03:34:41,653 INFO Epoch 12 Batch 499 LR : 0.00004 Top1 Acc.: 96.500 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.144 PixMix Loss: 1.139 Tot. Loss: 1.262
2025-09-19 03:37:46,163 INFO Epoch 12 Batch 599 LR : 0.00004 Top1 Acc.: 96.562 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.120 Tot. Loss: 1.188
2025-09-19 03:40:50,759 INFO Epoch 12 Batch 699 LR : 0.00004 Top1 Acc.: 96.234 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.056 Tot. Loss: 1.221
2025-09-19 03:43:55,288 INFO Epoch 12 Batch 799 LR : 0.00004 Top1 Acc.: 96.766 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.095 Tot. Loss: 1.199
2025-09-19 03:46:59,818 INFO Epoch 12 Batch 899 LR : 0.00004 Top1 Acc.: 96.797 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.106 Tot. Loss: 1.159
2025-09-19 03:50:04,330 INFO Epoch 12 Batch 999 LR : 0.00004 Top1 Acc.: 96.703 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.113 Tot. Loss: 1.187
2025-09-19 03:53:08,894 INFO Epoch 12 Batch 1099 LR : 0.00004 Top1 Acc.: 96.359 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.037 PixMix Loss: 1.086 Tot. Loss: 1.151
2025-09-19 03:56:13,455 INFO Epoch 12 Batch 1199 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.087 Tot. Loss: 1.207
2025-09-19 03:59:18,005 INFO Epoch 12 Batch 1299 LR : 0.00004 Top1 Acc.: 96.781 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.082 Tot. Loss: 1.168
2025-09-19 04:02:22,531 INFO Epoch 12 Batch 1399 LR : 0.00004 Top1 Acc.: 96.781 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.128 Tot. Loss: 1.158
2025-09-19 04:05:27,102 INFO Epoch 12 Batch 1499 LR : 0.00004 Top1 Acc.: 96.547 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.080 Tot. Loss: 1.211
2025-09-19 04:08:31,641 INFO Epoch 12 Batch 1599 LR : 0.00004 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.098 Tot. Loss: 1.180
2025-09-19 04:11:36,203 INFO Epoch 12 Batch 1699 LR : 0.00004 Top1 Acc.: 96.922 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.089 Tot. Loss: 1.228
2025-09-19 04:14:40,770 INFO Epoch 12 Batch 1799 LR : 0.00004 Top1 Acc.: 96.625 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.057 Tot. Loss: 1.182
2025-09-19 04:17:45,395 INFO Epoch 12 Batch 1899 LR : 0.00004 Top1 Acc.: 96.312 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.068 Tot. Loss: 1.174
2025-09-19 04:20:49,969 INFO Epoch 12 Batch 1999 LR : 0.00004 Top1 Acc.: 96.984 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.026 PixMix Loss: 1.073 Tot. Loss: 1.132
2025-09-19 04:23:54,528 INFO Epoch 12 Batch 2099 LR : 0.00004 Top1 Acc.: 96.484 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.072 Tot. Loss: 1.197
2025-09-19 04:26:59,040 INFO Epoch 12 Batch 2199 LR : 0.00004 Top1 Acc.: 96.891 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.129 PixMix Loss: 1.031 Tot. Loss: 1.237
2025-09-19 04:30:03,630 INFO Epoch 12 Batch 2299 LR : 0.00004 Top1 Acc.: 96.703 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.073 Tot. Loss: 1.200
2025-09-19 04:33:08,279 INFO Epoch 12 Batch 2399 LR : 0.00004 Top1 Acc.: 97.000 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.085 Tot. Loss: 1.203
2025-09-19 04:36:13,047 INFO Epoch 12 Batch 2499 LR : 0.00004 Top1 Acc.: 96.750 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.070 Tot. Loss: 1.220
2025-09-19 04:39:17,696 INFO Epoch 12 Batch 2599 LR : 0.00004 Top1 Acc.: 96.844 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.088 Tot. Loss: 1.177
2025-09-19 04:42:22,449 INFO Epoch 12 Batch 2699 LR : 0.00004 Top1 Acc.: 96.734 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.109 Tot. Loss: 1.153
2025-09-19 04:45:27,358 INFO Epoch 12 Batch 2799 LR : 0.00004 Top1 Acc.: 96.625 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.055 Tot. Loss: 1.172
2025-09-19 04:48:32,087 INFO Epoch 12 Batch 2899 LR : 0.00004 Top1 Acc.: 96.766 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.098 Tot. Loss: 1.164
2025-09-19 04:51:36,868 INFO Epoch 12 Batch 2999 LR : 0.00004 Top1 Acc.: 96.422 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.093 Tot. Loss: 1.224
2025-09-19 04:54:41,657 INFO Epoch 12 Batch 3099 LR : 0.00004 Top1 Acc.: 96.641 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.119 Tot. Loss: 1.155
2025-09-19 04:57:45,844 INFO Epoch 12 Batch 3199 LR : 0.00004 Top1 Acc.: 96.641 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.044 Tot. Loss: 1.176
2025-09-19 05:00:50,285 INFO Epoch 12 Batch 3299 LR : 0.00004 Top1 Acc.: 96.797 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.092 Tot. Loss: 1.218
2025-09-19 05:03:54,974 INFO Epoch 12 Batch 3399 LR : 0.00004 Top1 Acc.: 96.672 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.023 PixMix Loss: 1.083 Tot. Loss: 1.138
2025-09-19 05:06:59,586 INFO Epoch 12 Batch 3499 LR : 0.00004 Top1 Acc.: 97.016 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.071 Tot. Loss: 1.179
2025-09-19 05:10:04,075 INFO Epoch 12 Batch 3599 LR : 0.00004 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.073 Tot. Loss: 1.217
2025-09-19 05:13:08,593 INFO Epoch 12 Batch 3699 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.065 Tot. Loss: 1.179
2025-09-19 05:16:13,166 INFO Epoch 12 Batch 3799 LR : 0.00004 Top1 Acc.: 96.219 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.105 Tot. Loss: 1.172
2025-09-19 05:19:17,825 INFO Epoch 12 Batch 3899 LR : 0.00004 Top1 Acc.: 96.812 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.138 PixMix Loss: 1.089 Tot. Loss: 1.251
2025-09-19 05:22:22,405 INFO Epoch 12 Batch 3999 LR : 0.00004 Top1 Acc.: 97.219 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.089 Tot. Loss: 1.140
2025-09-19 05:25:26,978 INFO Epoch 12 Batch 4099 LR : 0.00004 Top1 Acc.: 96.641 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.107 Tot. Loss: 1.195
2025-09-19 05:28:31,608 INFO Epoch 12 Batch 4199 LR : 0.00004 Top1 Acc.: 96.562 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.093 Tot. Loss: 1.193
2025-09-19 05:31:36,229 INFO Epoch 12 Batch 4299 LR : 0.00004 Top1 Acc.: 97.125 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.063 Tot. Loss: 1.151
2025-09-19 05:34:40,801 INFO Epoch 12 Batch 4399 LR : 0.00004 Top1 Acc.: 96.781 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.991 PixMix Loss: 1.134 Tot. Loss: 1.101
2025-09-19 05:37:45,417 INFO Epoch 12 Batch 4499 LR : 0.00004 Top1 Acc.: 96.719 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.034 Tot. Loss: 1.201
2025-09-19 05:40:49,989 INFO Epoch 12 Batch 4599 LR : 0.00004 Top1 Acc.: 96.578 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.075 Tot. Loss: 1.188
2025-09-19 05:43:54,523 INFO Epoch 12 Batch 4699 LR : 0.00004 Top1 Acc.: 96.906 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.065 Tot. Loss: 1.167
2025-09-19 05:46:59,049 INFO Epoch 12 Batch 4799 LR : 0.00003 Top1 Acc.: 96.719 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.035 PixMix Loss: 1.089 Tot. Loss: 1.150
2025-09-19 05:50:03,590 INFO Epoch 12 Batch 4899 LR : 0.00003 Top1 Acc.: 96.859 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.083 Tot. Loss: 1.237
2025-09-19 05:53:08,110 INFO Epoch 12 Batch 4999 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.099 Tot. Loss: 1.172
2025-09-19 05:59:24,955 INFO ##################
---> Validation Epoch 12 (Original Model) Acc.: 81.576 FPR: 58.326 AUROC: 87.775 AUPR: 61.275 AURC: 46.410 EAURC: 28.288 AUPR Succ.: 96.664 ECE: 6.852 NLL: 7.667 Brier: 27.107
2025-09-19 06:05:20,653 INFO ##################
---> Validation Epoch 12 (EMA Model) Acc.: 81.614 FPR: 58.566 AUROC: 87.740 AUPR: 61.112 AURC: 46.388 EAURC: 28.342 AUPR Succ.: 96.659 ECE: 6.823 NLL: 7.660 Brier: 27.089
2025-09-19 06:05:21,037 INFO ####### --- Training Epoch 13 --- #######
2025-09-19 06:22:37,901 INFO Epoch 13 Batch 99 LR : 0.00003 Top1 Acc.: 96.781 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.118 Tot. Loss: 1.225
2025-09-19 06:25:41,993 INFO Epoch 13 Batch 199 LR : 0.00003 Top1 Acc.: 96.828 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.020 PixMix Loss: 1.055 Tot. Loss: 1.125
2025-09-19 06:28:46,942 INFO Epoch 13 Batch 299 LR : 0.00003 Top1 Acc.: 96.891 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.064 PixMix Loss: 1.083 Tot. Loss: 1.173
2025-09-19 06:31:51,490 INFO Epoch 13 Batch 399 LR : 0.00003 Top1 Acc.: 97.047 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.094 Tot. Loss: 1.222
2025-09-19 06:34:56,021 INFO Epoch 13 Batch 499 LR : 0.00003 Top1 Acc.: 96.562 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.155 Tot. Loss: 1.198
2025-09-19 06:38:00,570 INFO Epoch 13 Batch 599 LR : 0.00003 Top1 Acc.: 96.672 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.041 Tot. Loss: 1.200
2025-09-19 06:41:05,114 INFO Epoch 13 Batch 699 LR : 0.00003 Top1 Acc.: 96.359 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.112 Tot. Loss: 1.159
2025-09-19 06:44:09,663 INFO Epoch 13 Batch 799 LR : 0.00003 Top1 Acc.: 96.703 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.032 PixMix Loss: 1.059 Tot. Loss: 1.153
2025-09-19 06:47:14,191 INFO Epoch 13 Batch 899 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.094 Tot. Loss: 1.171
2025-09-19 06:50:18,757 INFO Epoch 13 Batch 999 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.107 Tot. Loss: 1.182
2025-09-19 06:53:23,332 INFO Epoch 13 Batch 1099 LR : 0.00003 Top1 Acc.: 96.297 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.099 Tot. Loss: 1.203
2025-09-19 06:56:27,831 INFO Epoch 13 Batch 1199 LR : 0.00003 Top1 Acc.: 96.719 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.082 Tot. Loss: 1.208
2025-09-19 06:59:32,339 INFO Epoch 13 Batch 1299 LR : 0.00003 Top1 Acc.: 96.953 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.095 Tot. Loss: 1.178
2025-09-19 07:02:36,868 INFO Epoch 13 Batch 1399 LR : 0.00003 Top1 Acc.: 96.828 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.057 Tot. Loss: 1.141
2025-09-19 07:05:41,446 INFO Epoch 13 Batch 1499 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.102 Tot. Loss: 1.183
2025-09-19 07:08:46,081 INFO Epoch 13 Batch 1599 LR : 0.00003 Top1 Acc.: 96.641 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.086 Tot. Loss: 1.183
2025-09-19 07:11:50,661 INFO Epoch 13 Batch 1699 LR : 0.00003 Top1 Acc.: 96.938 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.065 Tot. Loss: 1.164
2025-09-19 07:14:55,267 INFO Epoch 13 Batch 1799 LR : 0.00003 Top1 Acc.: 96.594 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.055 Tot. Loss: 1.244
2025-09-19 07:17:59,811 INFO Epoch 13 Batch 1899 LR : 0.00003 Top1 Acc.: 96.438 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.106 Tot. Loss: 1.175
2025-09-19 07:21:04,368 INFO Epoch 13 Batch 1999 LR : 0.00003 Top1 Acc.: 97.078 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.040 Tot. Loss: 1.178
2025-09-19 07:24:08,919 INFO Epoch 13 Batch 2099 LR : 0.00003 Top1 Acc.: 96.438 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.105 Tot. Loss: 1.180
2025-09-19 07:27:13,413 INFO Epoch 13 Batch 2199 LR : 0.00003 Top1 Acc.: 96.859 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.020 PixMix Loss: 1.077 Tot. Loss: 1.129
2025-09-19 07:30:18,006 INFO Epoch 13 Batch 2299 LR : 0.00003 Top1 Acc.: 96.688 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.102 Tot. Loss: 1.193
2025-09-19 07:33:22,555 INFO Epoch 13 Batch 2399 LR : 0.00003 Top1 Acc.: 96.922 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.094 Tot. Loss: 1.181
2025-09-19 07:36:27,432 INFO Epoch 13 Batch 2499 LR : 0.00003 Top1 Acc.: 96.844 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.105 Tot. Loss: 1.208
2025-09-19 07:39:32,255 INFO Epoch 13 Batch 2599 LR : 0.00003 Top1 Acc.: 96.844 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.080 Tot. Loss: 1.206
2025-09-19 07:42:37,036 INFO Epoch 13 Batch 2699 LR : 0.00003 Top1 Acc.: 96.766 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.073 Tot. Loss: 1.209
2025-09-19 07:45:41,712 INFO Epoch 13 Batch 2799 LR : 0.00003 Top1 Acc.: 96.781 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.026 Tot. Loss: 1.173
2025-09-19 07:48:46,507 INFO Epoch 13 Batch 2899 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.165 Tot. Loss: 1.201
2025-09-19 07:51:51,379 INFO Epoch 13 Batch 2999 LR : 0.00003 Top1 Acc.: 96.453 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.114 Tot. Loss: 1.217
2025-09-19 07:54:56,136 INFO Epoch 13 Batch 3099 LR : 0.00003 Top1 Acc.: 96.656 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.075 Tot. Loss: 1.202
2025-09-19 07:58:00,917 INFO Epoch 13 Batch 3199 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.068 Tot. Loss: 1.184
2025-09-19 08:01:05,857 INFO Epoch 13 Batch 3299 LR : 0.00003 Top1 Acc.: 96.859 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.087 Tot. Loss: 1.209
2025-09-19 08:04:10,686 INFO Epoch 13 Batch 3399 LR : 0.00003 Top1 Acc.: 96.719 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.107 Tot. Loss: 1.223
2025-09-19 08:07:15,414 INFO Epoch 13 Batch 3499 LR : 0.00003 Top1 Acc.: 97.062 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.090 Tot. Loss: 1.158
2025-09-19 08:10:19,879 INFO Epoch 13 Batch 3599 LR : 0.00003 Top1 Acc.: 96.609 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.090 Tot. Loss: 1.222
2025-09-19 08:13:23,641 INFO Epoch 13 Batch 3699 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.038 Tot. Loss: 1.207
2025-09-19 08:16:28,320 INFO Epoch 13 Batch 3799 LR : 0.00003 Top1 Acc.: 96.203 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.107 Tot. Loss: 1.170
2025-09-19 08:19:32,892 INFO Epoch 13 Batch 3899 LR : 0.00003 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.117 Tot. Loss: 1.173
2025-09-19 08:22:37,399 INFO Epoch 13 Batch 3999 LR : 0.00003 Top1 Acc.: 97.109 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.075 Tot. Loss: 1.146
2025-09-19 08:25:41,947 INFO Epoch 13 Batch 4099 LR : 0.00003 Top1 Acc.: 96.688 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.104 Tot. Loss: 1.186
2025-09-19 08:28:46,528 INFO Epoch 13 Batch 4199 LR : 0.00003 Top1 Acc.: 96.594 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.124 Tot. Loss: 1.205
2025-09-19 08:31:51,105 INFO Epoch 13 Batch 4299 LR : 0.00003 Top1 Acc.: 97.109 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.033 PixMix Loss: 1.100 Tot. Loss: 1.142
2025-09-19 08:34:55,680 INFO Epoch 13 Batch 4399 LR : 0.00003 Top1 Acc.: 96.781 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.059 Tot. Loss: 1.152
2025-09-19 08:38:00,234 INFO Epoch 13 Batch 4499 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.068 Tot. Loss: 1.215
2025-09-19 08:41:04,741 INFO Epoch 13 Batch 4599 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.033 PixMix Loss: 1.080 Tot. Loss: 1.146
2025-09-19 08:44:09,260 INFO Epoch 13 Batch 4699 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.053 Tot. Loss: 1.215
2025-09-19 08:47:13,801 INFO Epoch 13 Batch 4799 LR : 0.00003 Top1 Acc.: 96.625 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.082 Tot. Loss: 1.217
2025-09-19 08:50:18,385 INFO Epoch 13 Batch 4899 LR : 0.00003 Top1 Acc.: 96.781 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.097 Tot. Loss: 1.203
2025-09-19 08:53:23,007 INFO Epoch 13 Batch 4999 LR : 0.00003 Top1 Acc.: 96.859 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.046 Tot. Loss: 1.159
2025-09-19 09:01:03,819 INFO ##################
---> Validation Epoch 13 (Original Model) Acc.: 81.560 FPR: 58.254 AUROC: 87.794 AUPR: 61.432 AURC: 46.386 EAURC: 28.230 AUPR Succ.: 96.671 ECE: 6.896 NLL: 7.673 Brier: 27.127
2025-09-19 09:09:54,473 INFO ##################
---> Validation Epoch 13 (EMA Model) Acc.: 81.600 FPR: 58.511 AUROC: 87.754 AUPR: 61.242 AURC: 46.375 EAURC: 28.301 AUPR Succ.: 96.664 ECE: 6.832 NLL: 7.668 Brier: 27.109
2025-09-19 09:09:54,517 INFO ####### --- Training Epoch 14 --- #######
2025-09-19 09:37:02,610 INFO Epoch 14 Batch 99 LR : 0.00003 Top1 Acc.: 96.750 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.104 Tot. Loss: 1.174
2025-09-19 09:40:06,582 INFO Epoch 14 Batch 199 LR : 0.00003 Top1 Acc.: 96.922 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.126 Tot. Loss: 1.152
2025-09-19 09:43:11,454 INFO Epoch 14 Batch 299 LR : 0.00003 Top1 Acc.: 96.766 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.063 Tot. Loss: 1.219
2025-09-19 09:46:16,120 INFO Epoch 14 Batch 399 LR : 0.00003 Top1 Acc.: 96.953 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.067 Tot. Loss: 1.205
2025-09-19 09:49:20,686 INFO Epoch 14 Batch 499 LR : 0.00003 Top1 Acc.: 96.562 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.094 Tot. Loss: 1.222
2025-09-19 09:52:25,280 INFO Epoch 14 Batch 599 LR : 0.00003 Top1 Acc.: 96.531 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.087 Tot. Loss: 1.205
2025-09-19 09:55:29,780 INFO Epoch 14 Batch 699 LR : 0.00003 Top1 Acc.: 96.344 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.115 Tot. Loss: 1.207
2025-09-19 09:58:34,255 INFO Epoch 14 Batch 799 LR : 0.00003 Top1 Acc.: 96.703 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.066 Tot. Loss: 1.195
2025-09-19 10:01:38,811 INFO Epoch 14 Batch 899 LR : 0.00003 Top1 Acc.: 96.719 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.095 Tot. Loss: 1.158
2025-09-19 10:04:43,422 INFO Epoch 14 Batch 999 LR : 0.00003 Top1 Acc.: 96.812 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.068 Tot. Loss: 1.165
2025-09-19 10:07:47,945 INFO Epoch 14 Batch 1099 LR : 0.00003 Top1 Acc.: 96.375 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.129 Tot. Loss: 1.180
2025-09-19 10:10:52,467 INFO Epoch 14 Batch 1199 LR : 0.00003 Top1 Acc.: 96.766 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.093 Tot. Loss: 1.204
2025-09-19 10:13:57,000 INFO Epoch 14 Batch 1299 LR : 0.00003 Top1 Acc.: 96.875 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.133 PixMix Loss: 1.087 Tot. Loss: 1.243
2025-09-19 10:17:01,595 INFO Epoch 14 Batch 1399 LR : 0.00003 Top1 Acc.: 96.906 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.036 Tot. Loss: 1.190
2025-09-19 10:20:06,175 INFO Epoch 14 Batch 1499 LR : 0.00003 Top1 Acc.: 96.641 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.068 Tot. Loss: 1.208
2025-09-19 10:23:10,763 INFO Epoch 14 Batch 1599 LR : 0.00003 Top1 Acc.: 96.578 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.060 Tot. Loss: 1.208
2025-09-19 10:26:15,313 INFO Epoch 14 Batch 1699 LR : 0.00003 Top1 Acc.: 96.922 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.083 Tot. Loss: 1.166
2025-09-19 10:29:19,826 INFO Epoch 14 Batch 1799 LR : 0.00002 Top1 Acc.: 96.594 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.085 Tot. Loss: 1.186
2025-09-19 10:32:24,419 INFO Epoch 14 Batch 1899 LR : 0.00002 Top1 Acc.: 96.453 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.086 Tot. Loss: 1.185
2025-09-19 10:35:28,986 INFO Epoch 14 Batch 1999 LR : 0.00002 Top1 Acc.: 96.906 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.035 Tot. Loss: 1.147
2025-09-19 10:38:33,543 INFO Epoch 14 Batch 2099 LR : 0.00002 Top1 Acc.: 96.484 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.085 Tot. Loss: 1.192
2025-09-19 10:41:38,083 INFO Epoch 14 Batch 2199 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.018 PixMix Loss: 1.070 Tot. Loss: 1.125
2025-09-19 10:44:42,722 INFO Epoch 14 Batch 2299 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.093 Tot. Loss: 1.213
2025-09-19 10:47:47,412 INFO Epoch 14 Batch 2399 LR : 0.00002 Top1 Acc.: 97.125 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.011 PixMix Loss: 1.095 Tot. Loss: 1.116
2025-09-19 10:50:52,243 INFO Epoch 14 Batch 2499 LR : 0.00002 Top1 Acc.: 96.844 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.106 Tot. Loss: 1.175
2025-09-19 10:53:56,897 INFO Epoch 14 Batch 2599 LR : 0.00002 Top1 Acc.: 96.906 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.077 Tot. Loss: 1.160
2025-09-19 10:57:01,728 INFO Epoch 14 Batch 2699 LR : 0.00002 Top1 Acc.: 96.688 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.049 Tot. Loss: 1.227
2025-09-19 11:00:06,490 INFO Epoch 14 Batch 2799 LR : 0.00002 Top1 Acc.: 96.750 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.075 Tot. Loss: 1.178
2025-09-19 11:03:11,133 INFO Epoch 14 Batch 2899 LR : 0.00002 Top1 Acc.: 96.781 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.104 PixMix Loss: 1.085 Tot. Loss: 1.224
2025-09-19 11:06:16,051 INFO Epoch 14 Batch 2999 LR : 0.00002 Top1 Acc.: 96.484 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.098 Tot. Loss: 1.209
2025-09-19 11:09:20,878 INFO Epoch 14 Batch 3099 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.103 Tot. Loss: 1.186
2025-09-19 11:12:25,709 INFO Epoch 14 Batch 3199 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.077 Tot. Loss: 1.222
2025-09-19 11:15:30,545 INFO Epoch 14 Batch 3299 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.093 Tot. Loss: 1.214
2025-09-19 11:18:35,422 INFO Epoch 14 Batch 3399 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.064 Tot. Loss: 1.177
2025-09-19 11:21:40,264 INFO Epoch 14 Batch 3499 LR : 0.00002 Top1 Acc.: 97.109 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.077 Tot. Loss: 1.186
2025-09-19 11:24:45,124 INFO Epoch 14 Batch 3599 LR : 0.00002 Top1 Acc.: 96.703 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.101 Tot. Loss: 1.154
2025-09-19 11:27:49,781 INFO Epoch 14 Batch 3699 LR : 0.00002 Top1 Acc.: 96.672 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.081 Tot. Loss: 1.184
2025-09-19 11:30:53,552 INFO Epoch 14 Batch 3799 LR : 0.00002 Top1 Acc.: 96.219 CLS Loss: 0.123 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.110 Tot. Loss: 1.203
2025-09-19 11:33:57,834 INFO Epoch 14 Batch 3899 LR : 0.00002 Top1 Acc.: 96.625 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.071 Tot. Loss: 1.173
2025-09-19 11:37:02,652 INFO Epoch 14 Batch 3999 LR : 0.00002 Top1 Acc.: 97.203 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.056 Tot. Loss: 1.164
2025-09-19 11:40:07,186 INFO Epoch 14 Batch 4099 LR : 0.00002 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.023 PixMix Loss: 1.040 Tot. Loss: 1.137
2025-09-19 11:43:11,712 INFO Epoch 14 Batch 4199 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.060 Tot. Loss: 1.224
2025-09-19 11:46:16,326 INFO Epoch 14 Batch 4299 LR : 0.00002 Top1 Acc.: 97.172 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.055 Tot. Loss: 1.197
2025-09-19 11:49:20,848 INFO Epoch 14 Batch 4399 LR : 0.00002 Top1 Acc.: 96.828 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.012 PixMix Loss: 1.075 Tot. Loss: 1.121
2025-09-19 11:52:25,392 INFO Epoch 14 Batch 4499 LR : 0.00002 Top1 Acc.: 96.656 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.109 Tot. Loss: 1.185
2025-09-19 11:55:29,884 INFO Epoch 14 Batch 4599 LR : 0.00002 Top1 Acc.: 96.750 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.066 Tot. Loss: 1.156
2025-09-19 11:58:34,466 INFO Epoch 14 Batch 4699 LR : 0.00002 Top1 Acc.: 96.891 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.103 Tot. Loss: 1.148
2025-09-19 12:01:39,031 INFO Epoch 14 Batch 4799 LR : 0.00002 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.083 Tot. Loss: 1.193
2025-09-19 12:04:43,632 INFO Epoch 14 Batch 4899 LR : 0.00002 Top1 Acc.: 96.703 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.074 Tot. Loss: 1.202
2025-09-19 12:07:48,176 INFO Epoch 14 Batch 4999 LR : 0.00002 Top1 Acc.: 96.938 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.073 Tot. Loss: 1.203
2025-09-19 12:14:18,684 INFO ##################
---> Validation Epoch 14 (Original Model) Acc.: 81.550 FPR: 58.103 AUROC: 87.798 AUPR: 61.493 AURC: 46.425 EAURC: 28.249 AUPR Succ.: 96.668 ECE: 6.911 NLL: 7.679 Brier: 27.139
2025-09-19 12:20:14,518 INFO ##################
---> Validation Epoch 14 (EMA Model) Acc.: 81.576 FPR: 58.196 AUROC: 87.774 AUPR: 61.335 AURC: 46.402 EAURC: 28.279 AUPR Succ.: 96.665 ECE: 6.873 NLL: 7.674 Brier: 27.125
2025-09-19 12:20:17,553 INFO ####### --- Training Epoch 15 --- #######
2025-09-19 12:38:45,071 INFO Epoch 15 Batch 99 LR : 0.00002 Top1 Acc.: 96.781 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.091 Tot. Loss: 1.184
2025-09-19 12:41:48,831 INFO Epoch 15 Batch 199 LR : 0.00002 Top1 Acc.: 96.969 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.083 Tot. Loss: 1.149
2025-09-19 12:44:53,718 INFO Epoch 15 Batch 299 LR : 0.00002 Top1 Acc.: 96.797 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.070 Tot. Loss: 1.191
2025-09-19 12:47:58,308 INFO Epoch 15 Batch 399 LR : 0.00002 Top1 Acc.: 96.984 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.098 Tot. Loss: 1.163
2025-09-19 12:51:02,849 INFO Epoch 15 Batch 499 LR : 0.00002 Top1 Acc.: 96.516 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.104 Tot. Loss: 1.159
2025-09-19 12:54:07,403 INFO Epoch 15 Batch 599 LR : 0.00002 Top1 Acc.: 96.672 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.067 Tot. Loss: 1.216
2025-09-19 12:57:11,931 INFO Epoch 15 Batch 699 LR : 0.00002 Top1 Acc.: 96.422 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.066 Tot. Loss: 1.158
2025-09-19 13:00:16,470 INFO Epoch 15 Batch 799 LR : 0.00002 Top1 Acc.: 96.688 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.122 Tot. Loss: 1.243
2025-09-19 13:03:20,981 INFO Epoch 15 Batch 899 LR : 0.00002 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.116 Tot. Loss: 1.162
2025-09-19 13:06:25,573 INFO Epoch 15 Batch 999 LR : 0.00002 Top1 Acc.: 96.859 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.038 Tot. Loss: 1.204
2025-09-19 13:09:30,120 INFO Epoch 15 Batch 1099 LR : 0.00002 Top1 Acc.: 96.266 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.055 Tot. Loss: 1.178
2025-09-19 13:12:34,662 INFO Epoch 15 Batch 1199 LR : 0.00002 Top1 Acc.: 96.750 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.065 Tot. Loss: 1.216
2025-09-19 13:15:39,224 INFO Epoch 15 Batch 1299 LR : 0.00002 Top1 Acc.: 96.844 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.092 Tot. Loss: 1.205
2025-09-19 13:18:43,746 INFO Epoch 15 Batch 1399 LR : 0.00002 Top1 Acc.: 96.891 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.021 PixMix Loss: 1.054 Tot. Loss: 1.122
2025-09-19 13:21:48,226 INFO Epoch 15 Batch 1499 LR : 0.00002 Top1 Acc.: 96.547 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.101 PixMix Loss: 1.059 Tot. Loss: 1.218
2025-09-19 13:24:52,772 INFO Epoch 15 Batch 1599 LR : 0.00002 Top1 Acc.: 96.734 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.112 Tot. Loss: 1.195
2025-09-19 13:27:57,296 INFO Epoch 15 Batch 1699 LR : 0.00002 Top1 Acc.: 97.047 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.109 Tot. Loss: 1.161
2025-09-19 13:31:01,831 INFO Epoch 15 Batch 1799 LR : 0.00002 Top1 Acc.: 96.484 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.080 Tot. Loss: 1.173
2025-09-19 13:34:06,328 INFO Epoch 15 Batch 1899 LR : 0.00002 Top1 Acc.: 96.484 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.133 PixMix Loss: 1.089 Tot. Loss: 1.247
2025-09-19 13:37:10,904 INFO Epoch 15 Batch 1999 LR : 0.00002 Top1 Acc.: 97.000 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.101 Tot. Loss: 1.162
2025-09-19 13:40:15,458 INFO Epoch 15 Batch 2099 LR : 0.00002 Top1 Acc.: 96.453 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.119 Tot. Loss: 1.161
2025-09-19 13:43:20,012 INFO Epoch 15 Batch 2199 LR : 0.00002 Top1 Acc.: 96.891 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.115 Tot. Loss: 1.161
2025-09-19 13:46:24,738 INFO Epoch 15 Batch 2299 LR : 0.00002 Top1 Acc.: 96.781 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.075 Tot. Loss: 1.201
2025-09-19 13:49:29,248 INFO Epoch 15 Batch 2399 LR : 0.00002 Top1 Acc.: 97.125 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.022 PixMix Loss: 1.093 Tot. Loss: 1.127
2025-09-19 13:52:33,745 INFO Epoch 15 Batch 2499 LR : 0.00002 Top1 Acc.: 96.875 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.092 Tot. Loss: 1.177
2025-09-19 13:55:38,292 INFO Epoch 15 Batch 2599 LR : 0.00002 Top1 Acc.: 96.969 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.044 Tot. Loss: 1.185
2025-09-19 13:58:42,840 INFO Epoch 15 Batch 2699 LR : 0.00002 Top1 Acc.: 96.828 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.098 Tot. Loss: 1.173
2025-09-19 14:01:47,376 INFO Epoch 15 Batch 2799 LR : 0.00002 Top1 Acc.: 96.734 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.037 Tot. Loss: 1.147
2025-09-19 14:04:51,857 INFO Epoch 15 Batch 2899 LR : 0.00002 Top1 Acc.: 96.828 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.116 Tot. Loss: 1.196
2025-09-19 14:07:56,532 INFO Epoch 15 Batch 2999 LR : 0.00002 Top1 Acc.: 96.609 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.067 Tot. Loss: 1.194
2025-09-19 14:11:01,435 INFO Epoch 15 Batch 3099 LR : 0.00002 Top1 Acc.: 96.625 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.135 Tot. Loss: 1.209
2025-09-19 14:14:06,141 INFO Epoch 15 Batch 3199 LR : 0.00002 Top1 Acc.: 96.641 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.137 PixMix Loss: 1.064 Tot. Loss: 1.243
2025-09-19 14:17:10,948 INFO Epoch 15 Batch 3299 LR : 0.00002 Top1 Acc.: 96.875 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.023 PixMix Loss: 1.088 Tot. Loss: 1.137
2025-09-19 14:20:15,658 INFO Epoch 15 Batch 3399 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.093 Tot. Loss: 1.188
2025-09-19 14:23:20,471 INFO Epoch 15 Batch 3499 LR : 0.00002 Top1 Acc.: 97.219 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.125 PixMix Loss: 1.103 Tot. Loss: 1.221
2025-09-19 14:26:25,109 INFO Epoch 15 Batch 3599 LR : 0.00002 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.134 PixMix Loss: 1.079 Tot. Loss: 1.245
2025-09-19 14:29:29,124 INFO Epoch 15 Batch 3699 LR : 0.00002 Top1 Acc.: 96.750 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.061 Tot. Loss: 1.217
2025-09-19 14:32:33,474 INFO Epoch 15 Batch 3799 LR : 0.00002 Top1 Acc.: 96.250 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.132 PixMix Loss: 1.113 Tot. Loss: 1.253
2025-09-19 14:35:38,183 INFO Epoch 15 Batch 3899 LR : 0.00002 Top1 Acc.: 96.734 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.088 Tot. Loss: 1.210
2025-09-19 14:38:42,690 INFO Epoch 15 Batch 3999 LR : 0.00002 Top1 Acc.: 97.188 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.007 PixMix Loss: 1.066 Tot. Loss: 1.105
2025-09-19 14:41:47,225 INFO Epoch 15 Batch 4099 LR : 0.00002 Top1 Acc.: 96.734 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.015 PixMix Loss: 1.096 Tot. Loss: 1.126
2025-09-19 14:44:51,796 INFO Epoch 15 Batch 4199 LR : 0.00002 Top1 Acc.: 96.578 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.110 Tot. Loss: 1.171
2025-09-19 14:47:56,375 INFO Epoch 15 Batch 4299 LR : 0.00002 Top1 Acc.: 97.109 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.033 Tot. Loss: 1.194
2025-09-19 14:51:00,899 INFO Epoch 15 Batch 4399 LR : 0.00002 Top1 Acc.: 96.797 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.085 Tot. Loss: 1.150
2025-09-19 14:54:05,499 INFO Epoch 15 Batch 4499 LR : 0.00002 Top1 Acc.: 96.812 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.085 Tot. Loss: 1.224
2025-09-19 14:57:10,064 INFO Epoch 15 Batch 4599 LR : 0.00002 Top1 Acc.: 96.734 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.078 Tot. Loss: 1.208
2025-09-19 15:00:14,618 INFO Epoch 15 Batch 4699 LR : 0.00002 Top1 Acc.: 96.719 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.058 Tot. Loss: 1.192
2025-09-19 15:03:19,325 INFO Epoch 15 Batch 4799 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.069 Tot. Loss: 1.200
2025-09-19 15:06:23,840 INFO Epoch 15 Batch 4899 LR : 0.00001 Top1 Acc.: 96.859 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.099 Tot. Loss: 1.214
2025-09-19 15:09:28,436 INFO Epoch 15 Batch 4999 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.019 PixMix Loss: 1.050 Tot. Loss: 1.126
2025-09-19 15:14:54,021 INFO ##################
---> Validation Epoch 15 (Original Model) Acc.: 81.564 FPR: 58.364 AUROC: 87.777 AUPR: 61.411 AURC: 46.413 EAURC: 28.266 AUPR Succ.: 96.667 ECE: 6.894 NLL: 7.678 Brier: 27.137
2025-09-19 15:19:54,858 INFO ##################
---> Validation Epoch 15 (EMA Model) Acc.: 81.560 FPR: 58.080 AUROC: 87.794 AUPR: 61.472 AURC: 46.403 EAURC: 28.248 AUPR Succ.: 96.668 ECE: 6.900 NLL: 7.677 Brier: 27.132
2025-09-19 15:19:56,206 INFO ####### --- Training Epoch 16 --- #######
2025-09-19 15:35:26,542 INFO Epoch 16 Batch 99 LR : 0.00001 Top1 Acc.: 96.781 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.119 Tot. Loss: 1.177
2025-09-19 15:38:30,317 INFO Epoch 16 Batch 199 LR : 0.00001 Top1 Acc.: 97.016 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.085 Tot. Loss: 1.153
2025-09-19 15:41:35,155 INFO Epoch 16 Batch 299 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.033 Tot. Loss: 1.200
2025-09-19 15:44:39,769 INFO Epoch 16 Batch 399 LR : 0.00001 Top1 Acc.: 96.969 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.107 Tot. Loss: 1.198
2025-09-19 15:47:44,355 INFO Epoch 16 Batch 499 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.105 Tot. Loss: 1.157
2025-09-19 15:50:48,914 INFO Epoch 16 Batch 599 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.096 Tot. Loss: 1.191
2025-09-19 15:53:53,492 INFO Epoch 16 Batch 699 LR : 0.00001 Top1 Acc.: 96.422 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.110 Tot. Loss: 1.176
2025-09-19 15:56:58,036 INFO Epoch 16 Batch 799 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.115 PixMix Loss: 1.054 Tot. Loss: 1.235
2025-09-19 16:00:02,575 INFO Epoch 16 Batch 899 LR : 0.00001 Top1 Acc.: 96.734 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.085 Tot. Loss: 1.157
2025-09-19 16:03:07,129 INFO Epoch 16 Batch 999 LR : 0.00001 Top1 Acc.: 96.828 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.124 PixMix Loss: 1.063 Tot. Loss: 1.234
2025-09-19 16:06:11,732 INFO Epoch 16 Batch 1099 LR : 0.00001 Top1 Acc.: 96.375 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.055 Tot. Loss: 1.167
2025-09-19 16:09:16,310 INFO Epoch 16 Batch 1199 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.066 Tot. Loss: 1.160
2025-09-19 16:12:20,901 INFO Epoch 16 Batch 1299 LR : 0.00001 Top1 Acc.: 96.891 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.105 Tot. Loss: 1.183
2025-09-19 16:15:25,499 INFO Epoch 16 Batch 1399 LR : 0.00001 Top1 Acc.: 96.922 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.032 PixMix Loss: 1.080 Tot. Loss: 1.132
2025-09-19 16:18:30,079 INFO Epoch 16 Batch 1499 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.048 Tot. Loss: 1.232
2025-09-19 16:21:34,649 INFO Epoch 16 Batch 1599 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.039 Tot. Loss: 1.160
2025-09-19 16:24:39,181 INFO Epoch 16 Batch 1699 LR : 0.00001 Top1 Acc.: 97.016 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.083 Tot. Loss: 1.181
2025-09-19 16:27:43,718 INFO Epoch 16 Batch 1799 LR : 0.00001 Top1 Acc.: 96.547 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.027 PixMix Loss: 1.121 Tot. Loss: 1.143
2025-09-19 16:30:48,268 INFO Epoch 16 Batch 1899 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.074 Tot. Loss: 1.196
2025-09-19 16:33:52,868 INFO Epoch 16 Batch 1999 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.122 Tot. Loss: 1.183
2025-09-19 16:36:57,381 INFO Epoch 16 Batch 2099 LR : 0.00001 Top1 Acc.: 96.516 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.071 Tot. Loss: 1.160
2025-09-19 16:40:01,910 INFO Epoch 16 Batch 2199 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.039 PixMix Loss: 1.070 Tot. Loss: 1.146
2025-09-19 16:43:06,487 INFO Epoch 16 Batch 2299 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.046 Tot. Loss: 1.181
2025-09-19 16:46:11,053 INFO Epoch 16 Batch 2399 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.110 Tot. Loss: 1.156
2025-09-19 16:49:15,636 INFO Epoch 16 Batch 2499 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.157 Tot. Loss: 1.214
2025-09-19 16:52:20,231 INFO Epoch 16 Batch 2599 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.116 Tot. Loss: 1.169
2025-09-19 16:55:24,793 INFO Epoch 16 Batch 2699 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.117 Tot. Loss: 1.158
2025-09-19 16:58:29,388 INFO Epoch 16 Batch 2799 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.124 Tot. Loss: 1.173
2025-09-19 17:01:33,951 INFO Epoch 16 Batch 2899 LR : 0.00001 Top1 Acc.: 96.781 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.124 Tot. Loss: 1.223
2025-09-19 17:04:38,514 INFO Epoch 16 Batch 2999 LR : 0.00001 Top1 Acc.: 96.578 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.154 Tot. Loss: 1.195
2025-09-19 17:07:43,197 INFO Epoch 16 Batch 3099 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.079 Tot. Loss: 1.184
2025-09-19 17:10:47,913 INFO Epoch 16 Batch 3199 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.050 Tot. Loss: 1.162
2025-09-19 17:13:52,583 INFO Epoch 16 Batch 3299 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.120 Tot. Loss: 1.207
2025-09-19 17:16:57,371 INFO Epoch 16 Batch 3399 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.068 Tot. Loss: 1.163
2025-09-19 17:20:02,136 INFO Epoch 16 Batch 3499 LR : 0.00001 Top1 Acc.: 97.172 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.068 Tot. Loss: 1.161
2025-09-19 17:23:06,979 INFO Epoch 16 Batch 3599 LR : 0.00001 Top1 Acc.: 96.703 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.073 Tot. Loss: 1.181
2025-09-19 17:26:11,762 INFO Epoch 16 Batch 3699 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.087 Tot. Loss: 1.171
2025-09-19 17:29:15,530 INFO Epoch 16 Batch 3799 LR : 0.00001 Top1 Acc.: 96.188 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.096 Tot. Loss: 1.203
2025-09-19 17:32:19,699 INFO Epoch 16 Batch 3899 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.096 Tot. Loss: 1.228
2025-09-19 17:35:24,444 INFO Epoch 16 Batch 3999 LR : 0.00001 Top1 Acc.: 97.172 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.044 Tot. Loss: 1.187
2025-09-19 17:38:29,035 INFO Epoch 16 Batch 4099 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.085 Tot. Loss: 1.189
2025-09-19 17:41:33,513 INFO Epoch 16 Batch 4199 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.090 Tot. Loss: 1.222
2025-09-19 17:44:38,211 INFO Epoch 16 Batch 4299 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.090 Tot. Loss: 1.171
2025-09-19 17:47:42,737 INFO Epoch 16 Batch 4399 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.089 Tot. Loss: 1.162
2025-09-19 17:50:47,308 INFO Epoch 16 Batch 4499 LR : 0.00001 Top1 Acc.: 96.797 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.060 PixMix Loss: 1.105 Tot. Loss: 1.177
2025-09-19 17:53:51,782 INFO Epoch 16 Batch 4599 LR : 0.00001 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.140 Tot. Loss: 1.207
2025-09-19 17:56:56,381 INFO Epoch 16 Batch 4699 LR : 0.00001 Top1 Acc.: 96.812 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.102 Tot. Loss: 1.185
2025-09-19 18:00:00,952 INFO Epoch 16 Batch 4799 LR : 0.00001 Top1 Acc.: 96.734 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.144 Tot. Loss: 1.201
2025-09-19 18:03:05,495 INFO Epoch 16 Batch 4899 LR : 0.00001 Top1 Acc.: 96.781 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.024 PixMix Loss: 1.093 Tot. Loss: 1.142
2025-09-19 18:06:10,064 INFO Epoch 16 Batch 4999 LR : 0.00001 Top1 Acc.: 96.859 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.069 Tot. Loss: 1.173
2025-09-19 18:12:20,432 INFO ##################
---> Validation Epoch 16 (Original Model) Acc.: 81.552 FPR: 58.088 AUROC: 87.798 AUPR: 61.491 AURC: 46.400 EAURC: 28.228 AUPR Succ.: 96.671 ECE: 6.924 NLL: 7.680 Brier: 27.146
2025-09-19 18:18:06,349 INFO ##################
---> Validation Epoch 16 (EMA Model) Acc.: 81.558 FPR: 58.150 AUROC: 87.794 AUPR: 61.435 AURC: 46.398 EAURC: 28.239 AUPR Succ.: 96.669 ECE: 6.916 NLL: 7.679 Brier: 27.138
2025-09-19 18:18:07,190 INFO ####### --- Training Epoch 17 --- #######
2025-09-19 18:34:47,886 INFO Epoch 17 Batch 99 LR : 0.00001 Top1 Acc.: 96.875 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.106 Tot. Loss: 1.166
2025-09-19 18:37:51,991 INFO Epoch 17 Batch 199 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.085 Tot. Loss: 1.194
2025-09-19 18:40:56,873 INFO Epoch 17 Batch 299 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.076 Tot. Loss: 1.167
2025-09-19 18:44:01,435 INFO Epoch 17 Batch 399 LR : 0.00001 Top1 Acc.: 97.016 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.106 Tot. Loss: 1.187
2025-09-19 18:47:05,981 INFO Epoch 17 Batch 499 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.141 Tot. Loss: 1.198
2025-09-19 18:50:10,602 INFO Epoch 17 Batch 599 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.108 Tot. Loss: 1.229
2025-09-19 18:53:15,172 INFO Epoch 17 Batch 699 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.094 Tot. Loss: 1.200
2025-09-19 18:56:19,725 INFO Epoch 17 Batch 799 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.121 Tot. Loss: 1.211
2025-09-19 18:59:24,330 INFO Epoch 17 Batch 899 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.070 PixMix Loss: 1.101 Tot. Loss: 1.179
2025-09-19 19:02:28,888 INFO Epoch 17 Batch 999 LR : 0.00001 Top1 Acc.: 96.953 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.098 Tot. Loss: 1.156
2025-09-19 19:05:33,502 INFO Epoch 17 Batch 1099 LR : 0.00001 Top1 Acc.: 96.391 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.066 Tot. Loss: 1.201
2025-09-19 19:08:38,089 INFO Epoch 17 Batch 1199 LR : 0.00001 Top1 Acc.: 96.859 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.082 Tot. Loss: 1.205
2025-09-19 19:11:42,651 INFO Epoch 17 Batch 1299 LR : 0.00001 Top1 Acc.: 96.844 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.102 PixMix Loss: 1.047 Tot. Loss: 1.211
2025-09-19 19:14:47,292 INFO Epoch 17 Batch 1399 LR : 0.00001 Top1 Acc.: 96.938 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.049 Tot. Loss: 1.150
2025-09-19 19:17:51,863 INFO Epoch 17 Batch 1499 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.142 Tot. Loss: 1.192
2025-09-19 19:20:56,420 INFO Epoch 17 Batch 1599 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.085 Tot. Loss: 1.198
2025-09-19 19:24:01,019 INFO Epoch 17 Batch 1699 LR : 0.00001 Top1 Acc.: 97.062 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.087 Tot. Loss: 1.207
2025-09-19 19:27:05,556 INFO Epoch 17 Batch 1799 LR : 0.00001 Top1 Acc.: 96.609 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.080 Tot. Loss: 1.200
2025-09-19 19:30:10,194 INFO Epoch 17 Batch 1899 LR : 0.00001 Top1 Acc.: 96.359 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.121 PixMix Loss: 1.112 Tot. Loss: 1.236
2025-09-19 19:33:14,795 INFO Epoch 17 Batch 1999 LR : 0.00001 Top1 Acc.: 97.047 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.089 Tot. Loss: 1.161
2025-09-19 19:36:19,359 INFO Epoch 17 Batch 2099 LR : 0.00001 Top1 Acc.: 96.453 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.117 Tot. Loss: 1.194
2025-09-19 19:39:23,944 INFO Epoch 17 Batch 2199 LR : 0.00001 Top1 Acc.: 96.859 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.037 PixMix Loss: 1.085 Tot. Loss: 1.144
2025-09-19 19:42:28,536 INFO Epoch 17 Batch 2299 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.123 Tot. Loss: 1.208
2025-09-19 19:45:33,118 INFO Epoch 17 Batch 2399 LR : 0.00001 Top1 Acc.: 97.000 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.080 Tot. Loss: 1.212
2025-09-19 19:48:37,640 INFO Epoch 17 Batch 2499 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.073 Tot. Loss: 1.200
2025-09-19 19:51:42,161 INFO Epoch 17 Batch 2599 LR : 0.00001 Top1 Acc.: 96.922 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.109 Tot. Loss: 1.222
2025-09-19 19:54:46,728 INFO Epoch 17 Batch 2699 LR : 0.00001 Top1 Acc.: 96.906 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.097 Tot. Loss: 1.196
2025-09-19 19:57:51,307 INFO Epoch 17 Batch 2799 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.063 Tot. Loss: 1.207
2025-09-19 20:00:55,886 INFO Epoch 17 Batch 2899 LR : 0.00001 Top1 Acc.: 96.828 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.101 Tot. Loss: 1.208
2025-09-19 20:04:00,442 INFO Epoch 17 Batch 2999 LR : 0.00001 Top1 Acc.: 96.500 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.088 Tot. Loss: 1.198
2025-09-19 20:07:05,193 INFO Epoch 17 Batch 3099 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.070 Tot. Loss: 1.204
2025-09-19 20:10:10,031 INFO Epoch 17 Batch 3199 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.103 Tot. Loss: 1.215
2025-09-19 20:13:14,925 INFO Epoch 17 Batch 3299 LR : 0.00001 Top1 Acc.: 96.922 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.063 Tot. Loss: 1.165
2025-09-19 20:16:19,539 INFO Epoch 17 Batch 3399 LR : 0.00001 Top1 Acc.: 96.844 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.071 PixMix Loss: 1.116 Tot. Loss: 1.182
2025-09-19 20:19:24,414 INFO Epoch 17 Batch 3499 LR : 0.00001 Top1 Acc.: 97.094 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.120 PixMix Loss: 1.053 Tot. Loss: 1.216
2025-09-19 20:22:29,344 INFO Epoch 17 Batch 3599 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.087 Tot. Loss: 1.189
2025-09-19 20:25:34,134 INFO Epoch 17 Batch 3699 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.074 Tot. Loss: 1.202
2025-09-19 20:28:38,960 INFO Epoch 17 Batch 3799 LR : 0.00001 Top1 Acc.: 96.312 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.145 PixMix Loss: 1.082 Tot. Loss: 1.265
2025-09-19 20:31:43,780 INFO Epoch 17 Batch 3899 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.071 Tot. Loss: 1.204
2025-09-19 20:34:48,524 INFO Epoch 17 Batch 3999 LR : 0.00001 Top1 Acc.: 97.203 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.005 PixMix Loss: 1.075 Tot. Loss: 1.104
2025-09-19 20:37:52,726 INFO Epoch 17 Batch 4099 LR : 0.00001 Top1 Acc.: 96.625 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.125 Tot. Loss: 1.170
2025-09-19 20:40:56,463 INFO Epoch 17 Batch 4199 LR : 0.00001 Top1 Acc.: 96.594 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.104 Tot. Loss: 1.163
2025-09-19 20:44:01,155 INFO Epoch 17 Batch 4299 LR : 0.00001 Top1 Acc.: 97.078 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.085 Tot. Loss: 1.195
2025-09-19 20:47:05,961 INFO Epoch 17 Batch 4399 LR : 0.00001 Top1 Acc.: 96.859 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.068 Tot. Loss: 1.216
2025-09-19 20:50:10,490 INFO Epoch 17 Batch 4499 LR : 0.00001 Top1 Acc.: 96.719 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.072 Tot. Loss: 1.172
2025-09-19 20:53:15,040 INFO Epoch 17 Batch 4599 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.111 Tot. Loss: 1.206
2025-09-19 20:56:19,616 INFO Epoch 17 Batch 4699 LR : 0.00001 Top1 Acc.: 96.844 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.025 PixMix Loss: 1.160 Tot. Loss: 1.129
2025-09-19 20:59:24,245 INFO Epoch 17 Batch 4799 LR : 0.00001 Top1 Acc.: 96.672 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.072 Tot. Loss: 1.197
2025-09-19 21:02:28,785 INFO Epoch 17 Batch 4899 LR : 0.00001 Top1 Acc.: 96.766 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.061 Tot. Loss: 1.204
2025-09-19 21:05:33,348 INFO Epoch 17 Batch 4999 LR : 0.00001 Top1 Acc.: 96.922 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.095 Tot. Loss: 1.167
2025-09-19 21:12:55,398 INFO ##################
---> Validation Epoch 17 (Original Model) Acc.: 81.554 FPR: 58.094 AUROC: 87.798 AUPR: 61.506 AURC: 46.393 EAURC: 28.225 AUPR Succ.: 96.671 ECE: 6.927 NLL: 7.682 Brier: 27.148
2025-09-19 21:19:32,368 INFO ##################
---> Validation Epoch 17 (EMA Model) Acc.: 81.576 FPR: 58.239 AUROC: 87.767 AUPR: 61.346 AURC: 46.389 EAURC: 28.266 AUPR Succ.: 96.667 ECE: 6.899 NLL: 7.681 Brier: 27.143
2025-09-19 21:19:34,362 INFO ####### --- Training Epoch 18 --- #######
2025-09-19 21:40:47,674 INFO Epoch 18 Batch 99 LR : 0.00001 Top1 Acc.: 96.750 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.099 Tot. Loss: 1.225
2025-09-19 21:43:51,658 INFO Epoch 18 Batch 199 LR : 0.00001 Top1 Acc.: 96.891 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.031 Tot. Loss: 1.151
2025-09-19 21:46:56,523 INFO Epoch 18 Batch 299 LR : 0.00001 Top1 Acc.: 96.734 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.036 PixMix Loss: 1.109 Tot. Loss: 1.144
2025-09-19 21:50:01,082 INFO Epoch 18 Batch 399 LR : 0.00001 Top1 Acc.: 97.062 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.067 Tot. Loss: 1.180
2025-09-19 21:53:05,690 INFO Epoch 18 Batch 499 LR : 0.00001 Top1 Acc.: 96.641 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.105 PixMix Loss: 1.082 Tot. Loss: 1.220
2025-09-19 21:56:10,230 INFO Epoch 18 Batch 599 LR : 0.00001 Top1 Acc.: 96.734 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.067 Tot. Loss: 1.239
2025-09-19 21:59:14,815 INFO Epoch 18 Batch 699 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.074 Tot. Loss: 1.207
2025-09-19 22:02:19,347 INFO Epoch 18 Batch 799 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.119 Tot. Loss: 1.219
2025-09-19 22:05:23,926 INFO Epoch 18 Batch 899 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.095 Tot. Loss: 1.191
2025-09-19 22:08:28,504 INFO Epoch 18 Batch 999 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.097 Tot. Loss: 1.184
2025-09-19 22:11:33,089 INFO Epoch 18 Batch 1099 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.075 PixMix Loss: 1.090 Tot. Loss: 1.187
2025-09-19 22:14:37,652 INFO Epoch 18 Batch 1199 LR : 0.00000 Top1 Acc.: 96.891 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.079 Tot. Loss: 1.197
2025-09-19 22:17:42,293 INFO Epoch 18 Batch 1299 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.101 Tot. Loss: 1.178
2025-09-19 22:20:46,883 INFO Epoch 18 Batch 1399 LR : 0.00000 Top1 Acc.: 96.859 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.039 Tot. Loss: 1.213
2025-09-19 22:23:51,517 INFO Epoch 18 Batch 1499 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.069 Tot. Loss: 1.224
2025-09-19 22:26:56,091 INFO Epoch 18 Batch 1599 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.070 Tot. Loss: 1.180
2025-09-19 22:30:00,649 INFO Epoch 18 Batch 1699 LR : 0.00000 Top1 Acc.: 97.031 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.083 Tot. Loss: 1.184
2025-09-19 22:33:05,271 INFO Epoch 18 Batch 1799 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.114 PixMix Loss: 1.056 Tot. Loss: 1.229
2025-09-19 22:36:09,904 INFO Epoch 18 Batch 1899 LR : 0.00000 Top1 Acc.: 96.438 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.103 Tot. Loss: 1.187
2025-09-19 22:39:14,463 INFO Epoch 18 Batch 1999 LR : 0.00000 Top1 Acc.: 97.047 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.020 PixMix Loss: 1.035 Tot. Loss: 1.124
2025-09-19 22:42:19,095 INFO Epoch 18 Batch 2099 LR : 0.00000 Top1 Acc.: 96.422 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.103 Tot. Loss: 1.195
2025-09-19 22:45:23,692 INFO Epoch 18 Batch 2199 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.007 PixMix Loss: 1.023 Tot. Loss: 1.114
2025-09-19 22:48:28,175 INFO Epoch 18 Batch 2299 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.104 Tot. Loss: 1.199
2025-09-19 22:51:32,783 INFO Epoch 18 Batch 2399 LR : 0.00000 Top1 Acc.: 97.031 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.027 PixMix Loss: 1.076 Tot. Loss: 1.131
2025-09-19 22:54:37,359 INFO Epoch 18 Batch 2499 LR : 0.00000 Top1 Acc.: 96.859 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.122 Tot. Loss: 1.214
2025-09-19 22:57:41,925 INFO Epoch 18 Batch 2599 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.040 PixMix Loss: 1.093 Tot. Loss: 1.146
2025-09-19 23:00:46,503 INFO Epoch 18 Batch 2699 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.063 Tot. Loss: 1.193
2025-09-19 23:03:51,114 INFO Epoch 18 Batch 2799 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.066 Tot. Loss: 1.162
2025-09-19 23:06:55,703 INFO Epoch 18 Batch 2899 LR : 0.00000 Top1 Acc.: 96.891 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.089 Tot. Loss: 1.184
2025-09-19 23:10:00,276 INFO Epoch 18 Batch 2999 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.087 PixMix Loss: 1.091 Tot. Loss: 1.209
2025-09-19 23:13:04,888 INFO Epoch 18 Batch 3099 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.078 Tot. Loss: 1.198
2025-09-19 23:16:09,722 INFO Epoch 18 Batch 3199 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.061 Tot. Loss: 1.181
2025-09-19 23:19:14,584 INFO Epoch 18 Batch 3299 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.118 PixMix Loss: 1.054 Tot. Loss: 1.231
2025-09-19 23:22:19,471 INFO Epoch 18 Batch 3399 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.036 PixMix Loss: 1.037 Tot. Loss: 1.146
2025-09-19 23:25:24,194 INFO Epoch 18 Batch 3499 LR : 0.00000 Top1 Acc.: 97.172 CLS Loss: 0.095 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.117 PixMix Loss: 1.124 Tot. Loss: 1.212
2025-09-19 23:28:29,059 INFO Epoch 18 Batch 3599 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.071 Tot. Loss: 1.163
2025-09-19 23:31:33,957 INFO Epoch 18 Batch 3699 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.084 Tot. Loss: 1.173
2025-09-19 23:34:38,875 INFO Epoch 18 Batch 3799 LR : 0.00000 Top1 Acc.: 96.281 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.081 Tot. Loss: 1.223
2025-09-19 23:37:43,874 INFO Epoch 18 Batch 3899 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.104 Tot. Loss: 1.223
2025-09-19 23:40:48,703 INFO Epoch 18 Batch 3999 LR : 0.00000 Top1 Acc.: 97.188 CLS Loss: 0.097 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.018 Tot. Loss: 1.144
2025-09-19 23:43:53,531 INFO Epoch 18 Batch 4099 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.059 PixMix Loss: 1.072 Tot. Loss: 1.172
2025-09-19 23:46:57,365 INFO Epoch 18 Batch 4199 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.058 Tot. Loss: 1.227
2025-09-19 23:50:01,396 INFO Epoch 18 Batch 4299 LR : 0.00000 Top1 Acc.: 97.062 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.086 Tot. Loss: 1.172
2025-09-19 23:53:06,130 INFO Epoch 18 Batch 4399 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.045 Tot. Loss: 1.163
2025-09-19 23:56:10,702 INFO Epoch 18 Batch 4499 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.073 Tot. Loss: 1.162
2025-09-19 23:59:15,287 INFO Epoch 18 Batch 4599 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.083 Tot. Loss: 1.189
2025-09-20 00:02:19,873 INFO Epoch 18 Batch 4699 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.111 PixMix Loss: 1.050 Tot. Loss: 1.216
2025-09-20 00:05:24,455 INFO Epoch 18 Batch 4799 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.122 Tot. Loss: 1.162
2025-09-20 00:08:29,083 INFO Epoch 18 Batch 4899 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.113 Tot. Loss: 1.162
2025-09-20 00:11:33,750 INFO Epoch 18 Batch 4999 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.085 Tot. Loss: 1.190
2025-09-20 00:18:01,508 INFO ##################
---> Validation Epoch 18 (Original Model) Acc.: 81.560 FPR: 58.080 AUROC: 87.786 AUPR: 61.433 AURC: 46.394 EAURC: 28.238 AUPR Succ.: 96.670 ECE: 6.922 NLL: 7.684 Brier: 27.152
2025-09-20 00:24:38,757 INFO ##################
---> Validation Epoch 18 (EMA Model) Acc.: 81.576 FPR: 58.218 AUROC: 87.765 AUPR: 61.333 AURC: 46.391 EAURC: 28.268 AUPR Succ.: 96.667 ECE: 6.902 NLL: 7.683 Brier: 27.145
2025-09-20 00:24:39,685 INFO ####### --- Training Epoch 19 --- #######
2025-09-20 00:43:07,037 INFO Epoch 19 Batch 99 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.125 PixMix Loss: 1.088 Tot. Loss: 1.234
2025-09-20 00:46:11,017 INFO Epoch 19 Batch 199 LR : 0.00000 Top1 Acc.: 96.953 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.067 Tot. Loss: 1.192
2025-09-20 00:49:15,888 INFO Epoch 19 Batch 299 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.112 PixMix Loss: 1.083 Tot. Loss: 1.220
2025-09-20 00:52:20,417 INFO Epoch 19 Batch 399 LR : 0.00000 Top1 Acc.: 97.094 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.088 Tot. Loss: 1.169
2025-09-20 00:55:24,982 INFO Epoch 19 Batch 499 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.093 Tot. Loss: 1.169
2025-09-20 00:58:29,550 INFO Epoch 19 Batch 599 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.099 PixMix Loss: 1.129 Tot. Loss: 1.219
2025-09-20 01:01:34,089 INFO Epoch 19 Batch 699 LR : 0.00000 Top1 Acc.: 96.562 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.084 Tot. Loss: 1.158
2025-09-20 01:04:38,650 INFO Epoch 19 Batch 799 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.112 Tot. Loss: 1.197
2025-09-20 01:07:43,201 INFO Epoch 19 Batch 899 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.053 PixMix Loss: 1.071 Tot. Loss: 1.163
2025-09-20 01:10:47,788 INFO Epoch 19 Batch 999 LR : 0.00000 Top1 Acc.: 96.875 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.088 PixMix Loss: 1.101 Tot. Loss: 1.197
2025-09-20 01:13:52,340 INFO Epoch 19 Batch 1099 LR : 0.00000 Top1 Acc.: 96.344 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.058 Tot. Loss: 1.205
2025-09-20 01:16:56,871 INFO Epoch 19 Batch 1199 LR : 0.00000 Top1 Acc.: 96.938 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.146 PixMix Loss: 1.098 Tot. Loss: 1.256
2025-09-20 01:20:01,523 INFO Epoch 19 Batch 1299 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.991 PixMix Loss: 1.063 Tot. Loss: 1.100
2025-09-20 01:23:06,110 INFO Epoch 19 Batch 1399 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.095 Tot. Loss: 1.150
2025-09-20 01:26:10,605 INFO Epoch 19 Batch 1499 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.080 Tot. Loss: 1.168
2025-09-20 01:29:15,191 INFO Epoch 19 Batch 1599 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.094 Tot. Loss: 1.175
2025-09-20 01:32:19,750 INFO Epoch 19 Batch 1699 LR : 0.00000 Top1 Acc.: 97.000 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 0.979 PixMix Loss: 1.092 Tot. Loss: 1.094
2025-09-20 01:35:24,318 INFO Epoch 19 Batch 1799 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.119 Tot. Loss: 1.220
2025-09-20 01:38:28,927 INFO Epoch 19 Batch 1899 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.094 Tot. Loss: 1.188
2025-09-20 01:41:33,482 INFO Epoch 19 Batch 1999 LR : 0.00000 Top1 Acc.: 97.031 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.099 Tot. Loss: 1.227
2025-09-20 01:44:38,081 INFO Epoch 19 Batch 2099 LR : 0.00000 Top1 Acc.: 96.531 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.101 Tot. Loss: 1.158
2025-09-20 01:47:42,609 INFO Epoch 19 Batch 2199 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.029 PixMix Loss: 1.075 Tot. Loss: 1.136
2025-09-20 01:50:47,179 INFO Epoch 19 Batch 2299 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.096 Tot. Loss: 1.178
2025-09-20 01:53:51,757 INFO Epoch 19 Batch 2399 LR : 0.00000 Top1 Acc.: 97.125 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.079 Tot. Loss: 1.187
2025-09-20 01:56:56,372 INFO Epoch 19 Batch 2499 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.149 PixMix Loss: 1.107 Tot. Loss: 1.267
2025-09-20 02:00:00,863 INFO Epoch 19 Batch 2599 LR : 0.00000 Top1 Acc.: 96.984 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.119 PixMix Loss: 1.114 Tot. Loss: 1.225
2025-09-20 02:03:05,336 INFO Epoch 19 Batch 2699 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.081 Tot. Loss: 1.157
2025-09-20 02:06:09,901 INFO Epoch 19 Batch 2799 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.094 Tot. Loss: 1.170
2025-09-20 02:09:14,526 INFO Epoch 19 Batch 2899 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.114 Tot. Loss: 1.207
2025-09-20 02:12:19,078 INFO Epoch 19 Batch 2999 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.128 PixMix Loss: 1.094 Tot. Loss: 1.249
2025-09-20 02:15:23,615 INFO Epoch 19 Batch 3099 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.083 Tot. Loss: 1.220
2025-09-20 02:18:28,169 INFO Epoch 19 Batch 3199 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.043 PixMix Loss: 1.093 Tot. Loss: 1.149
2025-09-20 02:21:32,764 INFO Epoch 19 Batch 3299 LR : 0.00000 Top1 Acc.: 96.875 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.097 Tot. Loss: 1.175
2025-09-20 02:24:37,374 INFO Epoch 19 Batch 3399 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.070 Tot. Loss: 1.187
2025-09-20 02:27:42,281 INFO Epoch 19 Batch 3499 LR : 0.00000 Top1 Acc.: 97.141 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.112 Tot. Loss: 1.150
2025-09-20 02:30:47,082 INFO Epoch 19 Batch 3599 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.091 PixMix Loss: 1.070 Tot. Loss: 1.203
2025-09-20 02:33:51,862 INFO Epoch 19 Batch 3699 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.062 Tot. Loss: 1.192
2025-09-20 02:36:56,705 INFO Epoch 19 Batch 3799 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.119 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.089 PixMix Loss: 1.075 Tot. Loss: 1.208
2025-09-20 02:40:01,524 INFO Epoch 19 Batch 3899 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.093 Tot. Loss: 1.169
2025-09-20 02:43:06,324 INFO Epoch 19 Batch 3999 LR : 0.00000 Top1 Acc.: 97.156 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.090 Tot. Loss: 1.177
2025-09-20 02:46:09,975 INFO Epoch 19 Batch 4099 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.115 PixMix Loss: 1.120 Tot. Loss: 1.227
2025-09-20 02:49:14,290 INFO Epoch 19 Batch 4199 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.071 Tot. Loss: 1.210
2025-09-20 02:52:18,954 INFO Epoch 19 Batch 4299 LR : 0.00000 Top1 Acc.: 97.109 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.074 PixMix Loss: 1.098 Tot. Loss: 1.180
2025-09-20 02:55:23,426 INFO Epoch 19 Batch 4399 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.076 Tot. Loss: 1.164
2025-09-20 02:58:28,028 INFO Epoch 19 Batch 4499 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.054 Tot. Loss: 1.171
2025-09-20 03:01:32,559 INFO Epoch 19 Batch 4599 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.100 PixMix Loss: 1.082 Tot. Loss: 1.209
2025-09-20 03:04:37,047 INFO Epoch 19 Batch 4699 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.092 Tot. Loss: 1.190
2025-09-20 03:07:41,602 INFO Epoch 19 Batch 4799 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.109 Tot. Loss: 1.215
2025-09-20 03:10:46,177 INFO Epoch 19 Batch 4899 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.109 PixMix Loss: 1.086 Tot. Loss: 1.225
2025-09-20 03:13:50,756 INFO Epoch 19 Batch 4999 LR : 0.00000 Top1 Acc.: 96.984 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.093 Tot. Loss: 1.168
2025-09-20 03:18:50,362 INFO ##################
---> Validation Epoch 19 (Original Model) Acc.: 81.564 FPR: 58.147 AUROC: 87.781 AUPR: 61.427 AURC: 46.390 EAURC: 28.243 AUPR Succ.: 96.669 ECE: 6.912 NLL: 7.684 Brier: 27.151
2025-09-20 03:23:39,592 INFO ##################
---> Validation Epoch 19 (EMA Model) Acc.: 81.578 FPR: 58.191 AUROC: 87.762 AUPR: 61.329 AURC: 46.389 EAURC: 28.271 AUPR Succ.: 96.667 ECE: 6.900 NLL: 7.683 Brier: 27.146
2025-09-20 03:23:40,881 INFO ####### --- Training Epoch 20 --- #######
2025-09-20 03:38:25,991 INFO Epoch 20 Batch 99 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.123 PixMix Loss: 1.074 Tot. Loss: 1.233
2025-09-20 03:41:29,937 INFO Epoch 20 Batch 199 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.102 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.103 Tot. Loss: 1.156
2025-09-20 03:44:34,794 INFO Epoch 20 Batch 299 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.058 Tot. Loss: 1.215
2025-09-20 03:47:39,422 INFO Epoch 20 Batch 399 LR : 0.00000 Top1 Acc.: 97.000 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.082 PixMix Loss: 1.120 Tot. Loss: 1.189
2025-09-20 03:50:43,967 INFO Epoch 20 Batch 499 LR : 0.00000 Top1 Acc.: 96.594 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.086 PixMix Loss: 1.076 Tot. Loss: 1.202
2025-09-20 03:53:48,542 INFO Epoch 20 Batch 599 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.068 Tot. Loss: 1.176
2025-09-20 03:56:53,094 INFO Epoch 20 Batch 699 LR : 0.00000 Top1 Acc.: 96.531 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.096 PixMix Loss: 1.119 Tot. Loss: 1.208
2025-09-20 03:59:57,634 INFO Epoch 20 Batch 799 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.082 Tot. Loss: 1.165
2025-09-20 04:03:02,048 INFO Epoch 20 Batch 899 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.107 Tot. Loss: 1.225
2025-09-20 04:06:06,624 INFO Epoch 20 Batch 999 LR : 0.00000 Top1 Acc.: 96.859 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.040 PixMix Loss: 1.101 Tot. Loss: 1.151
2025-09-20 04:09:11,215 INFO Epoch 20 Batch 1099 LR : 0.00000 Top1 Acc.: 96.375 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.132 Tot. Loss: 1.188
2025-09-20 04:12:15,779 INFO Epoch 20 Batch 1199 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.064 Tot. Loss: 1.160
2025-09-20 04:15:20,238 INFO Epoch 20 Batch 1299 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.075 Tot. Loss: 1.187
2025-09-20 04:18:24,774 INFO Epoch 20 Batch 1399 LR : 0.00000 Top1 Acc.: 97.000 CLS Loss: 0.099 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.020 Tot. Loss: 1.175
2025-09-20 04:21:29,372 INFO Epoch 20 Batch 1499 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.045 PixMix Loss: 1.083 Tot. Loss: 1.161
2025-09-20 04:24:33,932 INFO Epoch 20 Batch 1599 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.067 Tot. Loss: 1.177
2025-09-20 04:27:38,467 INFO Epoch 20 Batch 1699 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.004 PixMix Loss: 1.077 Tot. Loss: 1.119
2025-09-20 04:30:43,035 INFO Epoch 20 Batch 1799 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.100 Tot. Loss: 1.212
2025-09-20 04:33:47,592 INFO Epoch 20 Batch 1899 LR : 0.00000 Top1 Acc.: 96.297 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.031 PixMix Loss: 1.097 Tot. Loss: 1.145
2025-09-20 04:36:52,207 INFO Epoch 20 Batch 1999 LR : 0.00000 Top1 Acc.: 97.156 CLS Loss: 0.103 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.016 PixMix Loss: 1.042 Tot. Loss: 1.119
2025-09-20 04:39:56,722 INFO Epoch 20 Batch 2099 LR : 0.00000 Top1 Acc.: 96.453 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.023 PixMix Loss: 1.059 Tot. Loss: 1.140
2025-09-20 04:43:01,288 INFO Epoch 20 Batch 2199 LR : 0.00000 Top1 Acc.: 96.891 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.032 PixMix Loss: 1.126 Tot. Loss: 1.139
2025-09-20 04:46:05,883 INFO Epoch 20 Batch 2299 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.092 Tot. Loss: 1.196
2025-09-20 04:49:10,488 INFO Epoch 20 Batch 2399 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.057 PixMix Loss: 1.067 Tot. Loss: 1.161
2025-09-20 04:52:15,044 INFO Epoch 20 Batch 2499 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.093 Tot. Loss: 1.198
2025-09-20 04:55:19,570 INFO Epoch 20 Batch 2599 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.050 PixMix Loss: 1.085 Tot. Loss: 1.157
2025-09-20 04:58:24,161 INFO Epoch 20 Batch 2699 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.050 Tot. Loss: 1.185
2025-09-20 05:01:28,763 INFO Epoch 20 Batch 2799 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.098 PixMix Loss: 1.048 Tot. Loss: 1.203
2025-09-20 05:04:33,337 INFO Epoch 20 Batch 2899 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.072 PixMix Loss: 1.083 Tot. Loss: 1.190
2025-09-20 05:07:37,876 INFO Epoch 20 Batch 2999 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.124 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.094 PixMix Loss: 1.064 Tot. Loss: 1.218
2025-09-20 05:10:42,422 INFO Epoch 20 Batch 3099 LR : 0.00000 Top1 Acc.: 96.656 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.046 PixMix Loss: 1.092 Tot. Loss: 1.158
2025-09-20 05:13:46,984 INFO Epoch 20 Batch 3199 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.065 PixMix Loss: 1.067 Tot. Loss: 1.171
2025-09-20 05:16:51,487 INFO Epoch 20 Batch 3299 LR : 0.00000 Top1 Acc.: 96.984 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.114 Tot. Loss: 1.197
2025-09-20 05:19:56,086 INFO Epoch 20 Batch 3399 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.108 PixMix Loss: 1.071 Tot. Loss: 1.218
2025-09-20 05:23:00,767 INFO Epoch 20 Batch 3499 LR : 0.00000 Top1 Acc.: 97.094 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.076 Tot. Loss: 1.199
2025-09-20 05:26:05,467 INFO Epoch 20 Batch 3599 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.069 PixMix Loss: 1.137 Tot. Loss: 1.179
2025-09-20 05:29:10,305 INFO Epoch 20 Batch 3699 LR : 0.00000 Top1 Acc.: 96.750 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.126 PixMix Loss: 1.102 Tot. Loss: 1.239
2025-09-20 05:32:15,058 INFO Epoch 20 Batch 3799 LR : 0.00000 Top1 Acc.: 96.312 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.071 Tot. Loss: 1.227
2025-09-20 05:35:19,757 INFO Epoch 20 Batch 3899 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.095 PixMix Loss: 1.066 Tot. Loss: 1.208
2025-09-20 05:38:24,477 INFO Epoch 20 Batch 3999 LR : 0.00000 Top1 Acc.: 97.156 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.021 PixMix Loss: 1.065 Tot. Loss: 1.120
2025-09-20 05:41:28,241 INFO Epoch 20 Batch 4099 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.121 PixMix Loss: 1.114 Tot. Loss: 1.234
2025-09-20 05:44:32,813 INFO Epoch 20 Batch 4199 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.054 PixMix Loss: 1.048 Tot. Loss: 1.168
2025-09-20 05:47:37,502 INFO Epoch 20 Batch 4299 LR : 0.00000 Top1 Acc.: 97.078 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.092 PixMix Loss: 1.121 Tot. Loss: 1.198
2025-09-20 05:50:42,123 INFO Epoch 20 Batch 4399 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.029 PixMix Loss: 1.069 Tot. Loss: 1.136
2025-09-20 05:53:46,663 INFO Epoch 20 Batch 4499 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.106 PixMix Loss: 1.107 Tot. Loss: 1.223
2025-09-20 05:56:51,267 INFO Epoch 20 Batch 4599 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.048 PixMix Loss: 1.056 Tot. Loss: 1.159
2025-09-20 05:59:55,847 INFO Epoch 20 Batch 4699 LR : 0.00000 Top1 Acc.: 96.672 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.078 PixMix Loss: 1.076 Tot. Loss: 1.183
2025-09-20 06:03:00,426 INFO Epoch 20 Batch 4799 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.113 PixMix Loss: 1.047 Tot. Loss: 1.226
2025-09-20 06:06:04,990 INFO Epoch 20 Batch 4899 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.081 PixMix Loss: 1.055 Tot. Loss: 1.198
2025-09-20 06:09:09,576 INFO Epoch 20 Batch 4999 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.034 Tot. Loss: 1.169
2025-09-20 06:14:08,121 INFO ##################
---> Validation Epoch 20 (Original Model) Acc.: 81.566 FPR: 58.164 AUROC: 87.778 AUPR: 61.418 AURC: 46.389 EAURC: 28.246 AUPR Succ.: 96.669 ECE: 6.910 NLL: 7.684 Brier: 27.152
2025-09-20 06:18:53,317 INFO ##################
---> Validation Epoch 20 (EMA Model) Acc.: 81.574 FPR: 58.168 AUROC: 87.767 AUPR: 61.347 AURC: 46.392 EAURC: 28.266 AUPR Succ.: 96.667 ECE: 6.907 NLL: 7.683 Brier: 27.147
2025-09-20 06:18:53,355 INFO ####### --- Training Epoch 21 --- #######
2025-09-20 06:33:28,371 INFO Epoch 21 Batch 99 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.041 PixMix Loss: 1.074 Tot. Loss: 1.151
2025-09-20 06:36:32,370 INFO Epoch 21 Batch 199 LR : 0.00000 Top1 Acc.: 97.000 CLS Loss: 0.101 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.061 PixMix Loss: 1.073 Tot. Loss: 1.162
2025-09-20 06:39:37,187 INFO Epoch 21 Batch 299 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.021 PixMix Loss: 1.057 Tot. Loss: 1.129
2025-09-20 06:42:41,746 INFO Epoch 21 Batch 399 LR : 0.00000 Top1 Acc.: 97.016 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.110 PixMix Loss: 1.008 Tot. Loss: 1.217
2025-09-20 06:45:46,308 INFO Epoch 21 Batch 499 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.085 PixMix Loss: 1.107 Tot. Loss: 1.201
2025-09-20 06:48:50,859 INFO Epoch 21 Batch 599 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.025 PixMix Loss: 1.096 Tot. Loss: 1.146
2025-09-20 06:51:55,332 INFO Epoch 21 Batch 699 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.139 PixMix Loss: 1.072 Tot. Loss: 1.252
2025-09-20 06:54:59,868 INFO Epoch 21 Batch 799 LR : 0.00000 Top1 Acc.: 96.734 CLS Loss: 0.120 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.084 Tot. Loss: 1.199
2025-09-20 06:58:04,479 INFO Epoch 21 Batch 899 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.056 PixMix Loss: 1.101 Tot. Loss: 1.163
2025-09-20 07:01:08,997 INFO Epoch 21 Batch 999 LR : 0.00000 Top1 Acc.: 96.922 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.027 PixMix Loss: 1.065 Tot. Loss: 1.135
2025-09-20 07:04:13,498 INFO Epoch 21 Batch 1099 LR : 0.00000 Top1 Acc.: 96.328 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.083 PixMix Loss: 1.105 Tot. Loss: 1.195
2025-09-20 07:07:18,032 INFO Epoch 21 Batch 1199 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.042 PixMix Loss: 1.095 Tot. Loss: 1.152
2025-09-20 07:10:22,599 INFO Epoch 21 Batch 1299 LR : 0.00000 Top1 Acc.: 96.875 CLS Loss: 0.109 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.054 Tot. Loss: 1.177
2025-09-20 07:13:27,128 INFO Epoch 21 Batch 1399 LR : 0.00000 Top1 Acc.: 96.891 CLS Loss: 0.100 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.044 PixMix Loss: 1.044 Tot. Loss: 1.144
2025-09-20 07:16:31,648 INFO Epoch 21 Batch 1499 LR : 0.00000 Top1 Acc.: 96.625 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.051 PixMix Loss: 1.066 Tot. Loss: 1.167
2025-09-20 07:19:36,192 INFO Epoch 21 Batch 1599 LR : 0.00000 Top1 Acc.: 96.609 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.034 PixMix Loss: 1.084 Tot. Loss: 1.147
2025-09-20 07:22:40,664 INFO Epoch 21 Batch 1699 LR : 0.00000 Top1 Acc.: 96.906 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.036 PixMix Loss: 1.037 Tot. Loss: 1.152
2025-09-20 07:25:45,293 INFO Epoch 21 Batch 1799 LR : 0.00000 Top1 Acc.: 96.500 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.077 PixMix Loss: 1.103 Tot. Loss: 1.191
2025-09-20 07:28:49,881 INFO Epoch 21 Batch 1899 LR : 0.00000 Top1 Acc.: 96.484 CLS Loss: 0.114 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.084 PixMix Loss: 1.063 Tot. Loss: 1.199
2025-09-20 07:31:54,395 INFO Epoch 21 Batch 1999 LR : 0.00000 Top1 Acc.: 96.984 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.003 PixMix Loss: 1.081 Tot. Loss: 1.107
2025-09-20 07:34:58,969 INFO Epoch 21 Batch 2099 LR : 0.00000 Top1 Acc.: 96.578 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.077 Tot. Loss: 1.186
2025-09-20 07:38:03,508 INFO Epoch 21 Batch 2199 LR : 0.00000 Top1 Acc.: 96.953 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.079 PixMix Loss: 1.043 Tot. Loss: 1.185
2025-09-20 07:41:07,967 INFO Epoch 21 Batch 2299 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.107 PixMix Loss: 1.096 Tot. Loss: 1.219
2025-09-20 07:44:12,508 INFO Epoch 21 Batch 2399 LR : 0.00000 Top1 Acc.: 97.125 CLS Loss: 0.104 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.031 PixMix Loss: 1.071 Tot. Loss: 1.135
2025-09-20 07:47:17,073 INFO Epoch 21 Batch 2499 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.116 PixMix Loss: 1.111 Tot. Loss: 1.233
2025-09-20 07:50:21,646 INFO Epoch 21 Batch 2599 LR : 0.00000 Top1 Acc.: 96.859 CLS Loss: 0.107 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.076 PixMix Loss: 1.084 Tot. Loss: 1.183
2025-09-20 07:53:26,119 INFO Epoch 21 Batch 2699 LR : 0.00000 Top1 Acc.: 96.938 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.028 PixMix Loss: 1.070 Tot. Loss: 1.133
2025-09-20 07:56:30,657 INFO Epoch 21 Batch 2799 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.069 Tot. Loss: 1.154
2025-09-20 07:59:35,259 INFO Epoch 21 Batch 2899 LR : 0.00000 Top1 Acc.: 96.812 CLS Loss: 0.118 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.088 Tot. Loss: 1.185
2025-09-20 08:02:39,813 INFO Epoch 21 Batch 2999 LR : 0.00000 Top1 Acc.: 96.516 CLS Loss: 0.122 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.084 Tot. Loss: 1.171
2025-09-20 08:05:44,307 INFO Epoch 21 Batch 3099 LR : 0.00000 Top1 Acc.: 96.641 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.093 PixMix Loss: 1.091 Tot. Loss: 1.205
2025-09-20 08:08:48,876 INFO Epoch 21 Batch 3199 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.097 PixMix Loss: 1.117 Tot. Loss: 1.203
2025-09-20 08:11:53,528 INFO Epoch 21 Batch 3299 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.073 PixMix Loss: 1.066 Tot. Loss: 1.187
2025-09-20 08:14:58,086 INFO Epoch 21 Batch 3399 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.111 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.080 PixMix Loss: 1.098 Tot. Loss: 1.191
2025-09-20 08:18:02,919 INFO Epoch 21 Batch 3499 LR : 0.00000 Top1 Acc.: 97.125 CLS Loss: 0.096 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.062 PixMix Loss: 1.052 Tot. Loss: 1.159
2025-09-20 08:21:07,683 INFO Epoch 21 Batch 3599 LR : 0.00000 Top1 Acc.: 96.828 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.066 PixMix Loss: 1.030 Tot. Loss: 1.175
2025-09-20 08:24:12,651 INFO Epoch 21 Batch 3699 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.072 Tot. Loss: 1.175
2025-09-20 08:27:17,514 INFO Epoch 21 Batch 3799 LR : 0.00000 Top1 Acc.: 96.234 CLS Loss: 0.121 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.047 PixMix Loss: 1.099 Tot. Loss: 1.167
2025-09-20 08:30:22,305 INFO Epoch 21 Batch 3899 LR : 0.00000 Top1 Acc.: 96.688 CLS Loss: 0.112 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.017 PixMix Loss: 1.056 Tot. Loss: 1.129
2025-09-20 08:33:26,919 INFO Epoch 21 Batch 3999 LR : 0.00000 Top1 Acc.: 97.203 CLS Loss: 0.098 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.068 PixMix Loss: 1.065 Tot. Loss: 1.165
2025-09-20 08:36:30,497 INFO Epoch 21 Batch 4099 LR : 0.00000 Top1 Acc.: 96.703 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.067 PixMix Loss: 1.095 Tot. Loss: 1.179
2025-09-20 08:39:34,883 INFO Epoch 21 Batch 4199 LR : 0.00000 Top1 Acc.: 96.719 CLS Loss: 0.115 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.103 PixMix Loss: 1.102 Tot. Loss: 1.218
2025-09-20 08:42:39,704 INFO Epoch 21 Batch 4299 LR : 0.00000 Top1 Acc.: 96.969 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.063 PixMix Loss: 1.075 Tot. Loss: 1.170
2025-09-20 08:45:44,305 INFO Epoch 21 Batch 4399 LR : 0.00000 Top1 Acc.: 96.844 CLS Loss: 0.108 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.052 PixMix Loss: 1.032 Tot. Loss: 1.160
2025-09-20 08:48:48,875 INFO Epoch 21 Batch 4499 LR : 0.00000 Top1 Acc.: 96.766 CLS Loss: 0.116 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.055 PixMix Loss: 1.028 Tot. Loss: 1.171
2025-09-20 08:51:53,409 INFO Epoch 21 Batch 4599 LR : 0.00000 Top1 Acc.: 96.797 CLS Loss: 0.110 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.035 PixMix Loss: 1.055 Tot. Loss: 1.145
2025-09-20 08:54:57,931 INFO Epoch 21 Batch 4699 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.105 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.058 PixMix Loss: 1.061 Tot. Loss: 1.163
2025-09-20 08:58:02,493 INFO Epoch 21 Batch 4799 LR : 0.00000 Top1 Acc.: 96.781 CLS Loss: 0.113 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.032 PixMix Loss: 1.089 Tot. Loss: 1.145
2025-09-20 09:01:07,060 INFO Epoch 21 Batch 4899 LR : 0.00000 Top1 Acc.: 96.859 CLS Loss: 0.117 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.090 PixMix Loss: 1.075 Tot. Loss: 1.207
2025-09-20 09:04:11,611 INFO Epoch 21 Batch 4999 LR : 0.00000 Top1 Acc.: 96.938 CLS Loss: 0.106 Mixup Loss: 0.000 CRL Loss: 0.000 CutMix Loss: 1.049 PixMix Loss: 1.090 Tot. Loss: 1.155
2025-09-20 09:09:31,476 INFO ##################
---> Validation Epoch 21 (Original Model) Acc.: 81.566 FPR: 58.153 AUROC: 87.778 AUPR: 61.422 AURC: 46.390 EAURC: 28.247 AUPR Succ.: 96.669 ECE: 6.909 NLL: 7.684 Brier: 27.152
2025-09-20 09:14:35,653 INFO ##################
---> Validation Epoch 21 (EMA Model) Acc.: 81.574 FPR: 58.157 AUROC: 87.767 AUPR: 61.347 AURC: 46.392 EAURC: 28.266 AUPR Succ.: 96.667 ECE: 6.907 NLL: 7.683 Brier: 27.147
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