Face Forgery Detection on DF40 FS split
75.37AccuracyNPR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NPRMethod category=CNN-based + OSR2025.12 | 75.37 | 17.37 | |
| DLED2025.12 | 71.37 | 33.61 | |
| D^3Method category=CLIP-based + OSR2025.12 | 70.46 | 8.14 | |
| UnivFDMethod category=CLIP-based + OSR2025.12 | 68.81 | 3.88 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Closed Set Finetuning2025.12 | 67.24 | — | |
| CLIPingMethod category=CLIP-based + OSR2025.12 | 66.44 | 14.38 | |
| SBIMethod category=Two-stage2025.12 | 65.15 | 1.07 | |
| UCFMethod category=CNN-based + OSR2025.12 | 65.08 | 0.3 | |
| SPSLMethod category=CNN-based + OSR2025.12 | 65.07 | 16.71 | |
| XceptionMethod category=CNN-based + OSR2025.12 | 64.6 | 23.9 | |
| SIAMethod category=CNN-based + OSR2025.12 | 62.09 | 13.59 | |
| OC-FakeDectMethod category=Two-stage2025.12 | 58.16 | 14.68 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Zero-Shot2025.12 | 52.3 | 0.81 |