Upload test_results.txt

finetuned_models/FF++_c23_32frames/experiments_test/test_results.txt

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+| distributed init (rank 0): env://, gpu 0
+[22:51:23.694171] job dir: /mnt/localDisk2/wgj/FSFM-3C/codespace/fsfm-3c/finuetune/cross_dataset_DfD
+[22:51:23.694359] Namespace(aa='rand-m9-mstd0.5-inc1',
+accum_iter=1,
+apply_simple_augment=False,
+batch_size=320,
+blr=0.001,
+clip_grad=None,
+color_jitter=None,
+cutmix=0,
+cutmix_minmax=None,
+data_path=None,
+dataset_abs_path=None,
+device='cuda',
+dist_backend='nccl',
+dist_eval=False,
+dist_on_itp=False,
+dist_url='env://',
+distributed=True,
+drop_path=0.1,
+epochs=50,
+eval=True,
+finetune='',
+global_pool=True,
+gpu=0,
+input_size=224,
+layer_decay=0.75,
+local_rank=0,
+log_dir='./checkpoint/finetuned_models/FF++_c23_32frames/experiments_test/',
+lr=None,
+min_lr=1e-06,
+mixup=0,
+mixup_mode='batch',
+mixup_prob=1.0,
+mixup_switch_prob=0.5,
+model='vit_base_patch16',
+nb_classes=2,
+normalize_from_IMN=False,
+num_workers=10,
+output_dir='./checkpoint/finetuned_models/FF++_c23_32frames/experiments_test/',
+pin_mem=True,
+rank=0,
+recount=1,
+remode='pixel',
+reprob=0.25,
+resplit=False,
+resume='./checkpoint/finetuned_models/FF++_c23_32frames/checkpoint-min_val_loss.pth',
+seed=0,
+smoothing=0.1,
+start_epoch=0,
+test_split=None,
+warmup_epochs=5,
+weight_decay=0.05,
+world_size=1)
+[22:51:25.486888] criterion = LabelSmoothingCrossEntropy()
+[22:51:26.250711] Resume checkpoint ./checkpoint/finetuned_models/FF++_c23_32frames/checkpoint-min_val_loss.pth
+[22:51:26.506243] 
+
+--Metrics of the network testing on the Celeb-DF-v2 dataset with 14268 test imgs--
+[22:52:14.505343] *[------FRAME-LEVEL------] 
+Balanced_Acc 70.490 Auc 85.046 EER 0.236 loss 0.691
+[22:52:14.515303] *[------VIDEO-LEVEL------] 
+Balanced_Acc 73.339 Auc 91.443 EER 0.157
+[22:52:15.018242] 
+
+--Metrics of the network testing on the DFDC dataset with 143941 test imgs--
+[22:55:50.090642] *[------FRAME-LEVEL------] 
+Balanced_Acc 69.797 Auc 80.204 EER 0.278 loss 0.604
+[22:55:50.168376] *[------VIDEO-LEVEL------] 
+Balanced_Acc 70.711 Auc 83.475 EER 0.251
+[22:55:50.278564] 
+
+--Metrics of the network testing on the DFDCP dataset with 17822 test imgs--
+[22:56:15.710685] *[------FRAME-LEVEL------] 
+Balanced_Acc 71.399 Auc 85.503 EER 0.233 loss 0.619
+[22:56:15.722727] *[------VIDEO-LEVEL------] 
+Balanced_Acc 71.978 Auc 89.706 EER 0.200
+[22:56:16.315840] 
+
+--Metrics of the network testing on the WDF dataset with 165662 test imgs--
+[23:04:12.858918] *[------FRAME-LEVEL------] 
+Balanced_Acc 76.552 Auc 85.256 EER 0.234 loss 0.470
+[23:04:12.984411] *[------VIDEO-LEVEL------] 
+Balanced_Acc 77.784 Auc 86.956 EER 0.207
+[23:04:13.032158] Testing time 0:12:46