Audiovisual Deepfake Detection on KoDF (test)
99.4AUCReferee
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RefereeModality=AV, w/ Ref.=Yes, Train set=FakeAVCeleb2025.10 | 99.4 | 99.4 | |
| ICSAVModality=AV, w/ Ref.=No, Train set=LRS22025.10 | 99.2 | 98.6 | |
| AVFFModality=AV, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 95.5 | 93.1 | |
| FoVBModality=AV, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 94.3 | — | |
| RealForensicsModality=V, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 93.6 | 95.7 | |
| FRADEModality=AV, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 92.4 | — | |
| AVADModality=AV, w/ Ref.=No, Train set=LRS2/LRS32025.10 | 86.9 | 87.6 | |
| LipForensicsModality=V, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 86.6 | 89.5 | |
| AV-DFDModality=AV, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 82.1 | 79.6 | |
| XceptionModality=V, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 77.7 | 76.9 | |
| POI-ForensicsModality=AV, w/ Ref.=Yes, Train set=VoxCeleb2, pretrained_weights=publicly available2025.10 | 70.5 | 64.9 | |
| FTCNModality=V, w/ Ref.=No, Train set=FakeAVCeleb2025.10 | 68.1 | 66.8 | |
| ID-RevealModality=V, w/ Ref.=Yes, Train set=VoxCeleb2, pretrained_weights=publicly available2025.10 | 62.4 | 63.9 |