Manipulation detection on FakeAVCeleb (AVG-FV)
98.5APAVFF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AVFFModality=AV2024.06 | 98.5 | 99.5 | |
| RealForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 95.3 | 97.1 | |
| RealForensicsModality=V2024.06 | 95.3 | 97.1 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 94.2 | 94.5 | |
| AVADModality=AV, Training Set=LRS22024.06 | 94.2 | 94.5 | |
| FTCNModality=Visual, Pretrained dataset=None, Supervision Protocol=Supervised2023.01 | 92.3 | 93.1 | |
| FTCNModality=V2024.06 | 92.3 | 93.1 | |
| Audio-Visual Anomaly Detection (Ours)Modality=Audio-Visual, Pretrained dataset=LRS3, Supervision Protocol=Unsupervised2023.01 | 91.3 | 92.8 | |
| AVADModality=AV, Training Set=LRS32024.06 | 91.3 | 92.8 | |
| LipForensicsModality=Visual, Pretrained dataset=LRW, Supervision Protocol=Supervised2023.01 | 89.4 | 91.1 | |
| LipForensicsModality=V2024.06 | 89.4 | 91.1 | |
| AD DFDModality=Audio-Visual, Pretrained dataset=Kinetics, Supervision Protocol=Supervised2023.01 | 88.8 | 88.1 | |
| AV-DFDModality=AV2024.06 | 88.8 | 88.1 | |
| XceptionModality=Visual, Pretrained dataset=ImageNet, Supervision Protocol=Supervised2023.01 | 84.8 | 85.3 | |
| XceptionModality=V2024.06 | 84.8 | 85.3 | |
| AVBYOLModality=Audio-Visual, Pretrained dataset=LRW, Supervision Protocol=Unsupervised2023.01 | 73.9 | 59.2 | |
| VQ-GANModality=Visual, Pretrained dataset=LRS2, Supervision Protocol=Unsupervised2023.01 | 55 | 51.8 |