Face Forgery Detection on FakeAVCeleb (test)
98.1FS ScoreRealForensics
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RealForensicsSupervision=Supervised2025.08 | 98.1 | 100 | 81 | 94.7 | 99.2 | 90.2 | — | — | |
| Patch-basedSupervision=Supervised2025.08 | 97.4 | 80.5 | 78.9 | 93.8 | 87.8 | 83.6 | — | — | |
| SpeechForensicsSupervision=Unsupervised2025.08 | 93.9 | 96 | 100 | 99.9 | 99.9 | 99 | — | — | |
| Face X-raySupervision=Supervised2025.08 | 89.9 | 85.4 | 69.5 | 84.4 | 87.6 | 78.4 | — | — | |
| LipForensicsSupervision=Supervised2025.08 | 89.5 | 96.4 | 85.6 | 87.2 | 95.8 | 89.8 | — | — | |
| FTCNSupervision=Supervised2025.08 | 89.3 | 79.9 | 80.6 | 85.2 | 86.1 | 82.3 | — | — | |
| SpeechForensics-LocalSupervision=Unsupervised2025.08 | 69.3 | 85.4 | 0.1 | 0.08 | 0.08 | 19 | — | — | |
| XceptionSupervision=Supervised2025.08 | 67 | 62.5 | 59.7 | 57.2 | 68 | 61.6 | — | — | |
| AVADSupervision=Unsupervised2025.08 | 52.8 | 53.9 | 93.9 | 95.8 | 94.3 | 85 | — | — | |
| AIFINDBackbone=ViT-L/14, Evaluation Protocol=Protocol 12026.04 | — | — | — | — | — | — | 87.55 | 89.8 | |
| DFILBackbone=ViT-L/14, Evaluation Protocol=Protocol 12026.04 | — | — | — | — | — | — | 71.57 | 75.64 | |
| HDPBackbone=ViT-L/14, Evaluation Protocol=Protocol 12026.04 | — | — | — | — | — | — | 74.95 | 77.61 | |
| SUR-LIDBackbone=ViT-L/14, Evaluation Protocol=Protocol 12026.04 | — | — | — | — | — | — | 81.43 | 84.42 |