Deepfake Detection on FaceForensics++
0.986Mean AccuracyAltFreeze
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AltFreezeProtocol=Train on remaining three2024.03 | 0.986 | 0.997 | 0.998 | — | 0.962 | 0.986 | |
| OursProtocol=Train on remaining three2024.03 | 0.984 | 0.988 | 0.997 | — | 0.964 | 0.986 | |
| FTCNProtocol=Train on remaining three, reproduced=true2024.03 | 0.975 | 0.993 | 0.998 | — | 0.953 | 0.959 | |
| LipForensicsProtocol=Train on remaining three2024.03 | 0.971 | 0.901 | 0.997 | — | 0.983 | 0.988 | |
| Face X-rayProtocol=Train on remaining three2024.03 | 0.949 | 0.932 | 0.995 | — | 0.925 | 0.945 | |
| StyleGRUProtocol=Train on remaining three2024.03 | 0.83 | 0.685 | 0.94 | — | 0.806 | 0.888 | |
| PatchForensicsProtocol=Train on remaining three2024.03 | 0.816 | 0.605 | 0.94 | — | 0.848 | 0.873 | |
| Convolutional Cross ViTBackbone=EfficientNet B02021.07 | 0.8 | 0.84 | 0.87 | 0.8 | 0.69 | — | |
| CNN-GRUProtocol=Train on remaining three2024.03 | 0.794 | 0.476 | 0.976 | — | 0.866 | 0.858 | |
| XceptionProtocol=Train on remaining three2024.03 | 0.779 | 0.512 | 0.939 | — | 0.797 | 0.868 | |
| Proposed 3D CNNEvaluation Protocol=Zero-shot cross-dataset, Source Dataset=DeepfakeTIMIT2026.05 | 0.764 | — | — | — | — | — | |
| Efficient ViT2021.07 | 0.76 | 0.78 | 0.83 | 0.76 | 0.68 | — | |
| Convolutional Cross ViTBackbone=Wodajo CNN2021.07 | 0.76 | 0.81 | 0.83 | 0.73 | 0.67 | — | |
| CNN-augProtocol=Train on remaining three2024.03 | 0.729 | 0.563 | 0.875 | — | 0.678 | 0.801 | |
| CNN+LSTMEvaluation Protocol=Zero-shot cross-dataset, Source Dataset=DeepfakeTIMIT2026.05 | 0.708 | — | — | — | — | — | |
| XceptionNetEvaluation Protocol=Zero-shot cross-dataset, Source Dataset=DeepfakeTIMIT2026.05 | 0.673 | — | — | — | — | — | |
| Convolutional ViT2021.07 | 0.67 | 0.69 | 0.93 | 0.46 | 0.6 | — | |
| Frequency DomainEvaluation Protocol=Zero-shot cross-dataset, Source Dataset=DeepfakeTIMIT2026.05 | 0.661 | — | — | — | — | — | |
| Optical FlowEvaluation Protocol=Zero-shot cross-dataset, Source Dataset=DeepfakeTIMIT2026.05 | 0.649 | — | — | — | — | — |