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ResearchFormerly WizWand

Uncertainty Estimation on FaceForensics++ (test)

0.475Pearson Correlation (ρ)Evidential DL
0.280520.331010.38150.43199Jun 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Evidential DLBackbone=ViT-B2026.060.475
Evidential DLBackbone=DeiT-B2026.060.47
COFBackbone=EfficientNet-B02026.060.469
Evidential DLBackbone=ConvNeXt-B2026.060.461
Deep EnsemblesBackbone=EfficientNet-B0, M (ensemble members)=52026.060.458
Deep EnsemblesBackbone=DeiT-B, M (ensemble members)=52026.060.452
COFBackbone=EfficientNetV2-S2026.060.452
COFBackbone=EfficientNet-B42026.060.451
Deep EnsemblesBackbone=ViT-B, M (ensemble members)=52026.060.45
Deep EnsemblesBackbone=EfficientNetV2-S, M (ensemble members)=52026.060.448
COFBackbone=DeiT-B2026.060.448
Evidential DLBackbone=Swin-B2026.060.443
Evidential DLBackbone=MaxViT-B2026.060.442
COFBackbone=MaxViT-B2026.060.442
Deep EnsemblesBackbone=EfficientNet-B4, M (ensemble members)=52026.060.439
Deep EnsemblesBackbone=ConvNeXt-B, M (ensemble members)=52026.060.439
MC DropoutBackbone=EfficientNetV2-S, T (stochastic passes)=202026.060.438
Deep EnsemblesBackbone=Swin-B, M (ensemble members)=52026.060.437
COFBackbone=ConvNeXt-B2026.060.436
COFBackbone=Swin-B2026.060.432
Deep EnsemblesBackbone=MaxViT-B, M (ensemble members)=52026.060.43
COFBackbone=ViT-B2026.060.429
COFBackbone=ResNet1012026.060.426
Deep EnsemblesBackbone=Xception, M (ensemble members)=52026.060.422
COFBackbone=ResNet502026.060.419
COFBackbone=Xception2026.060.414
Deep EnsemblesBackbone=ResNet101, M (ensemble members)=52026.060.413
Deep EnsemblesBackbone=ResNet50, M (ensemble members)=52026.060.402
MC DropoutBackbone=DeiT-B, T (stochastic passes)=202026.060.396
MC DropoutBackbone=EfficientNet-B4, T (stochastic passes)=202026.060.381
MC DropoutBackbone=EfficientNet-B0, T (stochastic passes)=202026.060.367
MC DropoutBackbone=ViT-B, T (stochastic passes)=202026.060.362
Evidential DLBackbone=Xception2026.060.36
Evidential DLBackbone=EfficientNetV2-S2026.060.349
MC DropoutBackbone=Swin-B, T (stochastic passes)=202026.060.343
Evidential DLBackbone=EfficientNet-B02026.060.342
MC DropoutBackbone=ResNet101, T (stochastic passes)=202026.060.335
Evidential DLBackbone=EfficientNet-B42026.060.335
MC DropoutBackbone=ResNet50, T (stochastic passes)=202026.060.332
Evidential DLBackbone=ResNet502026.060.332
MC DropoutBackbone=Xception, T (stochastic passes)=202026.060.331
MC DropoutBackbone=ConvNeXt-B, T (stochastic passes)=202026.060.327
MC DropoutBackbone=MaxViT-B, T (stochastic passes)=202026.060.293
Evidential DLBackbone=ResNet1012026.060.288