Temporal forgery localization on AV-Deepfake1M
94.7mAP@0.1MFMS
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MFMSSupervision=Fully, Modality=AV2026.03 | 94.7 | 94.6 | 94.6 | 94.5 | 94.3 | 93.9 | 92.5 | 94.1 | 96.7 | 96.4 | 96 | 92 | 95.3 | |
| MFMSSupervision=fully2026.01 | 94.67 | 94.63 | 94.58 | 94.48 | 94.32 | 93.92 | 92.53 | 94.16 | 96.69 | 96.43 | 95.98 | 91.97 | 95.27 | |
| UFormerSupervision=Fully, Modality=AV2026.03 | 91.8 | 91.7 | 91.5 | 91.3 | 91 | 90.4 | 89 | 90.9 | 95 | 94.6 | 93.9 | 89.5 | 93.3 | |
| UMMAFormerSupervision=fully2026.01 | 91.76 | 91.67 | 91.51 | 91.28 | 90.97 | 90.4 | 88.99 | 90.94 | 95.01 | 94.59 | 93.9 | 89.54 | 93.26 | |
| ActionFormerSupervision=fully2026.01 | 67.3 | 67.27 | 67.24 | 67.16 | 67.02 | 66.65 | 65.45 | 66.87 | 83.09 | 82.91 | 82.56 | 78.7 | 81.82 | |
| AFormerSupervision=Fully, Modality=V2026.03 | 67.3 | 67.3 | 67.2 | 67.2 | 67 | 66.7 | 65.5 | 66.9 | 83.1 | 82.9 | 82.6 | 78.7 | 81.8 | |
| GEM-TFLSupervision=Weakly, Modality=AV2026.03 | 65.8 | 58.1 | 52.3 | 44.9 | 38.9 | 26.4 | 12.2 | 42.7 | 63.7 | 60.2 | 58.9 | 56.4 | 59.8 | |
| TriDetSupervision=Fully, Modality=V2026.03 | 55.7 | 55.6 | 55.4 | 55.1 | 54.7 | 53.8 | 51.7 | 54.6 | 74.9 | 74.2 | 72.9 | 68 | 72.5 | |
| TriDetSupervision=fully2026.01 | 55.68 | 55.6 | 55.43 | 55.14 | 54.69 | 53.82 | 51.73 | 54.58 | 74.89 | 74.17 | 72.85 | 67.95 | 72.47 | |
| WMMTSupervision=Weakly, Modality=AV2026.03 | 54.5 | 48.4 | 43.6 | 38.5 | 29.3 | 18.8 | 7.33 | 34.3 | 52.8 | 52.7 | 52.2 | 50.2 | 52 | |
| RT-DeepLocSupervision=weakly2026.01 | 48.94 | 45.21 | 41.94 | 37.87 | 29.41 | 19.2 | 7.68 | 32.89 | 49 | 48.95 | 48.62 | 47.03 | 48.4 | |
| PFormerSupervision=Weakly, Modality=V2026.03 | 38.4 | 34.2 | 30.7 | 24.6 | 17.1 | 14.5 | 5.53 | 23.6 | 55.7 | 52.9 | 51.3 | 50.4 | 52.6 | |
| MDPSupervision=Weakly, Modality=AV2026.03 | 5.35 | 3.33 | 1.83 | 0.86 | 0.36 | 0.14 | 0.05 | 3.68 | 39.5 | 36.9 | 28.6 | 19.8 | 31.2 | |
| CoLASupervision=weakly2026.01 | 3.22 | 1.09 | 0.39 | 0.14 | 0.05 | 0.02 | 0.01 | 0.7 | 20.71 | 19.95 | 16.13 | 8.17 | 16.24 | |
| CoLASupervision=Weakly, Modality=V2026.03 | 3.22 | 1.09 | 0.39 | 0.14 | 0.05 | 0.02 | 0.01 | 0.7 | 20.7 | 20 | 16.1 | 8.17 | 16.2 | |
| FuSTALSupervision=weakly2026.01 | 3.03 | 1.02 | 0.4 | 0.15 | 0.05 | 0.02 | 0.01 | 0.67 | 19.67 | 18.62 | 14.55 | 7.08 | 14.98 | |
| FuSTALSupervision=Weakly, Modality=V2026.03 | 3.03 | 1.02 | 0.4 | 0.15 | 0.05 | 0.02 | 0.01 | 0.67 | 19.7 | 18.6 | 14.6 | 7.08 | 15 | |
| LOCOSupervision=weakly2026.01 | 1.25 | 0.3 | 0.1 | 0.03 | 0.01 | 0 | 0 | 0.24 | 10.4 | 10.11 | 8.48 | 3.99 | 8.25 | |
| LOCOSupervision=Weakly, Modality=A2026.03 | 1.25 | 0.3 | 0.1 | 0.03 | 0.01 | 0 | 0 | 0.24 | 10.4 | 10.1 | 8.48 | 3.99 | 8.25 |