Deepfake Detection on FF++ LOO
67.44Acc @ 0.5DAG-FDD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DAG-FDDBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 67.44 | 50.81 | 17.78 | 4.48 | 0.2226 | 50 | 12 | |
| DAG-FDD + FFTBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 63.76 | 55.46 | 42.22 | 46.81 | 0.8903 | 42 | 11 | |
| DAID + FFTBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 63.62 | 52.16 | 35.56 | 48.46 | 0.8402 | 28 | 11 | |
| DAW-FDD + FFTBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 63.19 | 51.51 | 28.89 | 44.83 | 0.7372 | 40 | 9 | |
| PG-FDD + FFTBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 61.75 | 49.86 | 50 | 42.72 | 0.9272 | 30 | 10 | |
| FFTBackbone=MobileNetV3-Small, Processing Type=POST-PROCESSING2026.06 | 60.22 | 54.88 | 40.48 | 46.12 | 0.866 | 36 | 11 | |
| BPFABackbone=MobileNetV3-Small, Processing Type=POST-PROCESSING2026.06 | 49.57 | 52.31 | 60 | 38.19 | 0.9819 | 30.56 | 12 | |
| BASEBackbone=MobileNetV3-Small, Processing Type=REFERENCE2026.06 | 47.8 | 52.4 | 65 | 42.36 | 1.0736 | 27.78 | — | |
| Fair-FLIPBackbone=MobileNetV3-Small, Processing Type=POST-PROCESSING2026.06 | 46.85 | 52.57 | 65 | 36.81 | 1.0181 | 27.78 | 4 | |
| FF DiscoverBackbone=MobileNetV3-Small, Processing Type=POST-PROCESSING2026.06 | 45.08 | — | 57.69 | 39.42 | 0.9711 | 40.22 | 11 | |
| FF MaxBackbone=MobileNetV3-Small, Processing Type=POST-PROCESSING2026.06 | 43.84 | — | 85.29 | 73.66 | 1.5895 | 30.56 | 10 | |
| DAIDBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 42.05 | 52.25 | 76.19 | 47.6 | 1.2379 | 27.87 | 4 | |
| PG-FDDBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 39.61 | 56.44 | 32.69 | 37.22 | 0.6991 | 31.25 | 4 | |
| DAW-FDDBackbone=MobileNetV3-Small, Processing Type=IN-PROCESSING2026.06 | 34.96 | 49.55 | 34.62 | 34.04 | 0.6866 | 30 | 3 |