Deepfake Detection on DFDC (intra-domain)
0.87Gender FPRSynergistic Fairness Optimization framework
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Synergistic Fairness Optimization frameworkBackbone=Xception2025.11 | 0.87 | 3.1 | 88.5 | 7.67 | 22.8 | 82.59 | 17.67 | 27.57 | 72.9 | 89.42 | |
| OriBackbone=Xception2025.11 | 1.13 | 7.54 | 85.9 | 13.95 | 23.59 | 70.76 | 68.76 | 40.34 | 52.91 | 87.48 | |
| DAW-FDDBackbone=Xception2025.11 | 1.74 | 4.47 | 78.35 | 35.46 | 32.22 | 72.19 | 72.45 | 35.2 | 53.75 | 78.81 | |
| DAG-FDDBackbone=Xception2025.11 | 2.27 | 6.69 | 82.27 | 18.43 | 25.47 | 64.28 | 68.9 | 39.55 | 47.44 | 85.31 | |
| FairadapterBackbone=ViT-L/142025.11 | 3.88 | 3.87 | 87.98 | 23.35 | 39.6 | 80.26 | 49.47 | 43.77 | 72.71 | 88.87 |