Manipulation detection on FakeAVCeleb FVRA-WL
97.8APLipForensics
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LipForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 97.8 | 97.7 | |
| LipForensicsModality=V2024.06 | 97.8 | 97.7 | |
| AD DFDModality=Audio-Visual, Pretrained dataset=Kinetics, Supervision Protocol=Supervised2023.01 | 97 | 97.4 | |
| AV-DFDModality=AV2024.06 | 97 | 97.4 | |
| FTCNModality=Visual, Pretrained dataset=None, Supervision Protocol=Supervised2023.01 | 96.2 | 97.4 | |
| FTCNModality=V2024.06 | 96.2 | 97.4 | |
| AVFFModality=AV2024.06 | 94.8 | 98.2 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 93.6 | 93.7 | |
| AVADModality=AV, Training Set=LRS22024.06 | 93.6 | 93.7 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS3, Supervision Protocol=Unsupervised2023.01 | 91.1 | 93 | |
| AVADModality=AV, Training Set=LRS32024.06 | 91.1 | 93 | |
| RealForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 88.8 | 93 | |
| RealForensicsModality=V2024.06 | 88.8 | 93 | |
| XceptionModality=Visual, Pretrained dataset=ImageNet, Supervision Protocol=Supervised2023.01 | 88.2 | 88.3 | |
| XceptionModality=V2024.06 | 88.2 | 88.3 | |
| AVBYOLModality=Audio-Visual, Pretrained dataset=LRW, Supervision Protocol=Unsupervised2023.01 | 73.4 | 61.3 | |
| VQ-GANModality=Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 50.3 | 49.3 |