Manipulation detection on FakeAVCeleb FVFA-GAN
99.9APAVFF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AVFFModality=AV2024.06 | 99.9 | 100 | |
| RealForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 99.8 | 99.8 | |
| RealForensicsModality=V2024.06 | 99.8 | 99.8 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 94.1 | 94.3 | |
| AVADModality=AV, Training Set=LRS22024.06 | 94.1 | 94.3 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS3, Supervision Protocol=Unsupervised2023.01 | 91.6 | 92.7 | |
| AVADModality=AV, Training Set=LRS32024.06 | 91.6 | 92.7 | |
| FTCNModality=Visual, Pretrained dataset=None, Supervision Protocol=Supervised2023.01 | 77.4 | 78.3 | |
| FTCNModality=V2024.06 | 77.4 | 78.3 | |
| XceptionModality=Visual, Pretrained dataset=ImageNet, Supervision Protocol=Supervised2023.01 | 67.6 | 68.5 | |
| XceptionModality=V2024.06 | 67.6 | 68.5 | |
| LipForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 61.5 | 68.1 | |
| LipForensicsModality=V2024.06 | 61.5 | 68.1 | |
| AVBYOLModality=Audio-Visual, Pretrained dataset=LRW, Supervision Protocol=Unsupervised2023.01 | 60.2 | 33.8 | |
| AD DFDModality=Audio-Visual, Pretrained dataset=Kinetics, Supervision Protocol=Supervised2023.01 | 58.4 | 55.4 | |
| AV-DFDModality=AV2024.06 | 58.4 | 55.4 | |
| VQ-GANModality=Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 49.6 | 48 |