Open Set Face Forgery Detection on DF40 (FE & SM)
74.48AccuracyDLED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLED2025.12 | 74.48 | 82.18 | |
| NPRMethod category=CNN-based + OSR2025.12 | 71.45 | 29.2 | |
| UnivFDMethod category=CLIP-based + OSR2025.12 | 66.34 | 8.22 | |
| D^3Method category=CLIP-based + OSR2025.12 | 66.33 | 8.26 | |
| CLIPingMethod category=CLIP-based + OSR2025.12 | 66.26 | 19.27 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Closed Set Finetuning2025.12 | 66.24 | — | |
| SBIMethod category=Two-stage2025.12 | 62.27 | 0.66 | |
| SPSLMethod category=CNN-based + OSR2025.12 | 60.02 | 25.98 | |
| OC-FakeDectMethod category=Two-stage2025.12 | 56.74 | 11.67 | |
| SIAMethod category=CNN-based + OSR2025.12 | 56.29 | 22.53 | |
| XceptionMethod category=CNN-based + OSR2025.12 | 55.28 | 29.04 | |
| UCFMethod category=CNN-based + OSR2025.12 | 52.69 | 1.8 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Zero-Shot2025.12 | 47.62 | 0.25 |