Open Set Face Forgery Detection on DF40 (EFS)
75.52AccuracyDLED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLED2025.12 | 75.52 | 34.71 | |
| NPRMethod category=CNN-based + OSR2025.12 | 70.43 | 4.36 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Closed Set Finetuning2025.12 | 64.53 | — | |
| UnivFDMethod category=CLIP-based + OSR2025.12 | 63.21 | 0.73 | |
| D^3Method category=CLIP-based + OSR2025.12 | 61.65 | 1.17 | |
| CLIPingMethod category=CLIP-based + OSR2025.12 | 61.29 | 4.92 | |
| SBIMethod category=Two-stage2025.12 | 61.24 | 0.91 | |
| SPSLMethod category=CNN-based + OSR2025.12 | 59.67 | 18.12 | |
| XceptionMethod category=CNN-based + OSR2025.12 | 57.62 | 22.7 | |
| SIAMethod category=CNN-based + OSR2025.12 | 56.85 | 10.99 | |
| OC-FakeDectMethod category=Two-stage2025.12 | 56.14 | 9.01 | |
| UCFMethod category=CNN-based + OSR2025.12 | 52.95 | 1.28 | |
| CLIPMethod category=CLIP-based + OSR, Evaluation protocol=Zero-Shot2025.12 | 46.01 | 0.38 |