Open Set Face Forgery Detection on DF40 FR
66.83AccuracyDLED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLED2025.12 | 66.83 | 34.92 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Closed Set Finetuning2025.12 | 65.19 | — | |
| D^3Method category=CLIP-based + OSR2025.12 | 64.71 | 8.9 | |
| NPRMethod category=CNN-based + OSR2025.12 | 64.63 | 6.75 | |
| SBIMethod category=Two-stage2025.12 | 64.19 | 3 | |
| UnivFDMethod category=CLIP-based + OSR2025.12 | 64 | 2.48 | |
| CLIPingMethod category=CLIP-based + OSR2025.12 | 62.41 | 6.09 | |
| OC-FakeDectMethod category=Two-stage2025.12 | 60.69 | 11.43 | |
| SIAMethod category=CNN-based + OSR2025.12 | 54.62 | 13.36 | |
| SPSLMethod category=CNN-based + OSR2025.12 | 54.1 | 18.93 | |
| XceptionMethod category=CNN-based + OSR2025.12 | 53.51 | 29.06 | |
| UCFMethod category=CNN-based + OSR2025.12 | 50.98 | 0.2 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Zero-Shot2025.12 | 50.36 | 0.26 |