Video Deepfake Detection on DF-TIMIT (test)
100AUCAVFF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AVFFModality=AV2024.06 | 100 | 100 | |
| FTCNLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 99.91 | — | |
| AltFreezingLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 99.82 | — | |
| FTCNModality=V2024.06 | 99.8 | 100 | |
| ExposeAnyoneLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 99.72 | — | |
| RealForensicsModality=V2024.06 | 99.5 | 99.2 | |
| ExposeAnyone w/ VoxCeleb2Learning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 99.49 | — | |
| DFD-FCGLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 99.02 | — | |
| LipForensicsModality=V2024.06 | 98.4 | 96.7 | |
| RealForensicsLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 97.74 | — | |
| ForensicsAdapterLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 97.32 | — | |
| LipForensicsLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 96.74 | — | |
| EFFORTLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 94.96 | — | |
| EfficientNet-b4Learning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 94.67 | — | |
| FSFMLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 90.56 | — | |
| XceptionModality=V2024.06 | 90.5 | 86 | |
| UCFLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 89.19 | — | |
| POI-ForensicsLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 85.65 | — | |
| SBILearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 84.71 | — | |
| LAA-Net w/ SBILearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 78.51 | — | |
| AVADLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 77.39 | — | |
| ICTLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 77.35 | — | |
| Face X-rayLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 76.01 | — | |
| SpeechForensicsLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 71.35 | — | |
| RECCELearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 68.42 | — | |
| ID-RevealLearning Type=Self-Supervised, Modality=Video, Usage of Reference=true2026.01 | 60.41 | — | |
| LipFDLearning Type=Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 54.78 | — |