Open Set Face Forgery Detection on DF40 Average
72.05AccuracyDLED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLED2025.12 | 72.05 | 46.35 | |
| NPRMethod category=CNN-based + OSR2025.12 | 70.47 | 14.42 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Closed Set Finetuning2025.12 | 65.8 | — | |
| D^3Method category=CLIP-based + OSR2025.12 | 65.79 | 6.62 | |
| UnivFDMethod category=CLIP-based + OSR2025.12 | 65.59 | 3.83 | |
| CLIPingMethod category=CLIP-based + OSR2025.12 | 64.1 | 11.16 | |
| SBIMethod category=Two-stage2025.12 | 63.21 | 1.41 | |
| SPSLMethod category=CNN-based + OSR2025.12 | 59.71 | 19.93 | |
| OC-FakeDectMethod category=Two-stage2025.12 | 57.93 | 11.7 | |
| XceptionMethod category=CNN-based + OSR2025.12 | 57.75 | 26.17 | |
| SIAMethod category=CNN-based + OSR2025.12 | 57.46 | 15.12 | |
| UCFMethod category=CNN-based + OSR2025.12 | 55.42 | 0.89 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Zero-Shot2025.12 | 49.07 | 0.43 |