Deepfake Detection on FaceForensics++ (LOO)
63.92Accuracy@0.5FFT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FFTBackbone=Xception, Processing Category=POST-PROCESSING METHODS2026.06 | 63.92 | 59.82 | 41.2 | 55.17 | 0.9637 | 42 | 12 | |
| DAG-FDD + FFTBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 63.78 | 54.31 | 40 | 42.55 | 0.8255 | 46 | 11 | |
| DAID + FFTBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 63.74 | 50.91 | 24.44 | 41.42 | 0.6586 | 34 | 9 | |
| BPFABackbone=Xception, Processing Category=POST-PROCESSING METHODS2026.06 | 63.48 | 56.81 | 38.92 | 33.24 | 0.7216 | 38.89 | 12 | |
| DAW-FDD + FFTBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 62.8 | 51.06 | 40 | 44.68 | 0.8468 | 46 | 10 | |
| PG-FDD + FFTBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 62.01 | 51.59 | 26.67 | 45.75 | 0.7241 | 28 | 9 | |
| FF DiscoverBackbone=Xception, Processing Category=POST-PROCESSING METHODS2026.06 | 53.21 | — | 38.12 | 28.59 | 0.6672 | 48 | 11 | |
| FF MaxBackbone=Xception, Processing Category=POST-PROCESSING METHODS2026.06 | 51.69 | — | 70.73 | 77.75 | 1.4848 | 37.48 | 10 | |
| PG-FDDBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 50.35 | 60.51 | 69.23 | 73.65 | 1.4288 | 34.43 | 11 | |
| DAG-FDDBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 47.52 | 64.47 | 40.38 | 34.44 | 0.7483 | 24.59 | 10 | |
| BASEBackbone=Xception, Processing Category=REFERENCE2026.06 | 41.4 | 58.14 | 34.62 | 23.67 | 0.5829 | 31.15 | — | |
| Fair-FLIPBackbone=Xception, Processing Category=POST-PROCESSING METHODS2026.06 | 41.18 | 58.41 | 34.62 | 29.92 | 0.6454 | 29.51 | 6 | |
| DAIDBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 40.67 | 62.11 | 21.15 | 29.21 | 0.5036 | 18.03 | 6 | |
| DAW-FDDBackbone=Xception, Processing Category=IN-PROCESSING METHODS2026.06 | 38.96 | 56.59 | 32.69 | 20.8 | 0.5349 | 21.31 | 5 |