Temporal Forgery Localization on AV-Deepfake 1M (val)
90.6AP@0.5UniSkip-Mamba
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UniSkip-MambaModality=AV, stride=22026.07 | 90.6 | 81.8 | 52.7 | 29.2 | 63.58 | 80.9 | 79.3 | 77.5 | 74.7 | |
| UniSkip-MambaModality=AV, stride=42026.07 | 90.5 | 80.7 | 50.6 | 27.6 | 62.35 | 78.8 | 77.2 | 75.5 | 72.8 | |
| UniSkip-MambaModality=AV, stride=12026.07 | 87.2 | 75.3 | 43.7 | 22 | 57.1 | 78.1 | 75.9 | 73.7 | 69.7 | |
| DiMoDifModality=AV2026.07 | 86.93 | 75.95 | 28.72 | 5.43 | 49.26 | 81.57 | 80.25 | 78.84 | 76.64 | |
| UMMAFormerModality=AV2026.07 | 51.64 | 28.07 | 7.65 | 1.58 | 22.24 | 44.07 | 43.45 | 42.09 | 40.27 | |
| BA-TFD+Modality=AV2026.07 | 44.42 | 13.64 | 0.48 | 0.03 | 14.64 | 48.86 | 40.37 | 34.67 | 29.88 | |
| BA-TFDModality=AV2026.07 | 37.37 | 6.34 | 0.19 | 0.02 | 10.98 | 45.55 | 35.95 | 30.66 | 26.82 | |
| ActionFormer+VideoMAEv2Modality=V2026.07 | 20.24 | 5.73 | 0.57 | 0.07 | 6.65 | 19.97 | 19.81 | 19.11 | 17.8 | |
| MesoInception4Modality=V2026.07 | 8.5 | 5.16 | 1.89 | 0.5 | 4.01 | 39.27 | 39 | 35.78 | 24.59 |