Temporal Deepfake Localization on TVIL
96.89AP@0.5IaMSB
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IaMSB2026.05 | 96.89 | 85.33 | 65.62 | 90.05 | 90.82 | 92 | 93.1 | — | |
| MMMS-BA2026.05 | 96.87 | 81.33 | 28.43 | 88.61 | 87.83 | 90.47 | 92.91 | — | |
| EVASFeatures=Visual, E2E=true2026.07 | 94.91 | 93.16 | 62.56 | 91.96 | 92.39 | 93.25 | 94.03 | 83.54 | |
| MG-RWKVFeature=Visual2026.07 | 91.22 | 87.44 | 71.31 | 89.5 | 90.17 | 91.77 | 92.24 | — | |
| UMMAFormer2026.05 | 88.68 | 84.7 | 62.43 | 87.09 | 88.21 | 90.43 | 91.16 | — | |
| UMMAFormerFeature=Visual2026.07 | 88.68 | 84.7 | 62.43 | 87.09 | 88.21 | 90.43 | 91.16 | — | |
| UMMAFormerFeatures=Visual, E2E=false2026.07 | 88.68 | 84.7 | 62.43 | 87.09 | 88.21 | 90.43 | 91.16 | 78.6 | |
| ActionFormer2026.05 | 86.27 | 83.03 | 28.17 | 84.82 | 85.77 | 88.1 | 88.49 | — | |
| ActionFormerFeature=Visual2026.07 | 86.27 | 83.03 | 28.17 | 84.82 | 85.77 | 88.1 | 88.49 | — | |
| ActionFormerFeatures=Visual, E2E=false2026.07 | 86.27 | 83.03 | 28.17 | 84.82 | 85.77 | 88.1 | 88.49 | 65.82 | |
| DCANFeature=Visual2026.07 | 82.75 | 75 | 3.22 | 64.73 | 66.02 | 68.82 | 69.97 | — | |
| DCANFeatures=Visual, E2E=false2026.07 | 82.75 | 75 | 3.22 | 64.73 | 66.02 | 68.82 | 69.97 | 53.66 | |
| BA-TFD+2026.05 | 76.9 | 38.5 | 0.25 | 66.9 | 64.08 | 60.77 | 58.42 | — | |
| TAGSFeature=Visual2026.07 | 18.4 | 12.68 | 0.09 | 24.41 | 25.05 | 25.56 | 25.56 | — | |
| TAGSFeatures=Visual, E2E=false2026.07 | 18.4 | 12.68 | 0.09 | 24.41 | 25.05 | 25.56 | 25.56 | 10.39 |