Deepfake Detection on Celeb-DF cross-domain
0.21Gender FFPRDAG-FDD
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DAG-FDDBackbone=ResNet-502025.11 | 0.21 | 5.27 | 60.49 | 26.52 | 27.08 | 55.19 | 31.88 | 29.02 | 53.4 | 63.78 | |
| DAG-FDDBackbone=Xception2025.11 | 1.5 | 7.26 | 51.87 | 17.23 | 18.58 | 46.63 | 20.68 | 18.02 | 44.94 | 56.43 | |
| OursBackbone=ResNet-502025.11 | 2.32 | 4.38 | 65.82 | 25.96 | 39.51 | 56.7 | 26.7 | 34.79 | 55.72 | 73.28 | |
| Synergistic Fairness Optimization frameworkBackbone=Xception2025.11 | 3.07 | 6.96 | 62.51 | 10.32 | 15.94 | 59.56 | 8.74 | 13.44 | 58.36 | 70.21 | |
| OriBackbone=ResNet-502025.11 | 3.14 | 5.4 | 59.2 | 26.33 | 29.42 | 62.44 | 27.29 | 19.14 | 50.72 | 66.15 | |
| DAW-FDDBackbone=ResNet-502025.11 | 3.79 | 4.41 | 58.81 | 33.51 | 37.95 | 49.78 | 35.01 | 35.73 | 48.55 | 64.02 | |
| OriBackbone=Xception2025.11 | 9.13 | 15.43 | 62.33 | 11.32 | 16.95 | 57.44 | 14.71 | 16.19 | 57.27 | 66.09 | |
| FairadapterBackbone=ViT-L/142025.11 | 13.29 | 13.72 | 49.79 | 29.12 | 17.3 | 46.76 | 28.99 | 17.46 | 40.75 | 54.01 | |
| FairadapterBackbone=ViT-L/142025.11 | 13.29 | 13.72 | 49.79 | 29.12 | 17.3 | 46.76 | 15.99 | 17.46 | 40.75 | 54.01 | |
| DAW-FDDBackbone=Xception2025.11 | 19.77 | 25.13 | 53.36 | 24.58 | 23.85 | 42.21 | 23.83 | 25.55 | 42.93 | 58.82 |