Deepfake Detection on KoDF (test)
98.9AUCHAVIC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HAVICModality=AV, Supervision=Supervised2026.03 | 98.9 | 99.2 | |
| DFD-FCGLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 97.4 | — | |
| AltFreezingLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 96.41 | — | |
| LipForensicsLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 95.98 | — | |
| AVFFModality=AV, Supervision=Supervised2026.03 | 95.5 | 93.1 | |
| ExposeAnyoneLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 95.31 | — | |
| PIAModality=AV, Supervision=Supervised2026.03 | 95 | 91.7 | |
| RealForensicsModality=V, Supervision=Supervised2026.03 | 93.6 | 95.7 | |
| AVH-AlignModality=AV, Supervision=Unsupervised2026.03 | 90.1 | 88.3 | |
| SBILearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 87.84 | — | |
| ExposeAnyone w/ VoxCeleb2Learning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 87.73 | — | |
| AVADModality=AV, Supervision=Unsupervised2026.03 | 86.9 | 87.6 | |
| LipForensicsModality=V, Supervision=Supervised2026.03 | 86.6 | 89.5 | |
| ForensicsAdapterLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 86.1 | — | |
| FTCNLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 86.06 | — | |
| EFFORTLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 85.22 | — | |
| SpeechForensicsLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 82.98 | — | |
| LAA-Net w/ SBILearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 82.25 | — | |
| XceptionModality=V, Supervision=Supervised2026.03 | 77.7 | 76.9 | |
| FSFMLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 74.67 | — | |
| RealForensicsLearning Type=Supervised, Modality=Video, Usage of Reference=false2026.01 | 72.56 | — | |
| EfficientNet-b4Learning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 70.21 | — | |
| FTCNModality=V, Supervision=Supervised2026.03 | 68.1 | 66.8 | |
| POI-ForensicsLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=true2026.01 | 64.91 | — | |
| UCFLearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 62.71 | — | |
| ID-RevealLearning Type=Self-Supervised, Modality=Video, Usage of Reference=true2026.01 | 61.64 | — | |
| AVADLearning Type=Self-Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 61.41 | — | |
| RECCELearning Type=Supervised, Modality=Frame, Usage of Reference=false2026.01 | 53.13 | — | |
| LipFDLearning Type=Supervised, Modality=Audio & Video, Usage of Reference=false2026.01 | 50.76 | — | |
| ICTLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 50.53 | — | |
| Face X-rayLearning Type=Pseudo-Supervised, Modality=Frame, Usage of Reference=false2026.01 | 48.84 | — |