Temporal Forgery Localization on AV-Deepfake1M (test)
92mAP @ 0.5DeformTrace
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeformTraceType=Query-based, Venue=-, Modality=AV2026.03 | 92 | 78.7 | 31.2 | 9.58 | 52.9 | 86.2 | 84.2 | 81.4 | 79 | 78 | 81.8 | |
| IaMSB2026.05 | 90.31 | 82.03 | 45.15 | 23.01 | — | 90.02 | 88.61 | 88.05 | 87.74 | 86.03 | — | |
| RegQAV2026.05 | 90.24 | 81.86 | 41.98 | 12.57 | — | 88.14 | 87.68 | 87.27 | 86.95 | 85.97 | — | |
| DiMoDif2026.05 | 86.93 | 75.95 | 28.72 | 5.43 | — | 81.57 | 80.85 | 80.25 | 78.84 | 76.64 | — | |
| DiMoDifType=Anchor-free, Venue=Arxiv’24, Modality=AV2026.03 | 86.9 | 76 | 28.7 | 5.43 | 49.3 | 81.6 | 80.9 | 80.3 | 78.8 | 76.6 | 79.6 | |
| FullFormerType=Query-based, Venue=-, Modality=AV2026.03 | 77.3 | 57.9 | 22.2 | 4.12 | 40.4 | 70.8 | 67.5 | 66.8 | 65.8 | 63 | 66.8 | |
| TE-TADType=Query-based, Venue=CVPR’24, Modality=V2026.03 | 71.4 | 54.4 | 11.3 | 2.31 | 34.9 | 66.8 | 64.7 | 64 | 61.4 | 59.9 | 63.3 | |
| TadTRType=Query-based, Venue=TIP’22, Modality=V2026.03 | 60.5 | 33.8 | 5.12 | 1.2 | 25.2 | 57.6 | 55.8 | 54.2 | 51.2 | 50 | 53.8 | |
| UMMAFormer2026.05 | 51.64 | 28.07 | 7.65 | 1.58 | — | 44.07 | 43.93 | 43.45 | 42.09 | 40.27 | — | |
| UMMAFormerType=Anchor-free, Venue=MM’23, Modality=AV2026.03 | 51.6 | 28.1 | 7.65 | 1.58 | 22.2 | 44.1 | 43.9 | 43.5 | 42.1 | 40.3 | 42.8 | |
| BA-TFD+2026.05 | 44.42 | 13.64 | 0.48 | 0.03 | — | 48.86 | 44.51 | 40.37 | 34.67 | 29.88 | — | |
| BA-TFD+Type=Anchor-free, Venue=CVIU’23, Modality=AV2026.03 | 44.4 | 13.6 | 0.48 | 0.03 | 14.6 | 48.9 | 44.5 | 40.4 | 34.7 | 29.9 | 39.7 | |
| BA-TFDType=Anchor-free, Venue=DICTA’22, Modality=AV2026.03 | 37.4 | 6.3 | 0.19 | 0.02 | 11 | 45.6 | 40.4 | 36 | 30.7 | 26.8 | 35.9 | |
| BA-TFD2026.05 | 37.37 | 6.34 | 0.19 | 0.02 | — | 45.55 | 40.37 | 35.95 | 30.66 | 26.82 | — | |
| ActionFormer+InternVideoType=Anchor-free, Venue=ECCV’22, Modality=V2026.03 | 36.1 | 12 | 1.23 | 0.16 | 12.4 | 27.1 | 27.1 | 27 | 26.6 | 25.8 | 26.7 | |
| ActionFormer2026.05 | 36.08 | 12.01 | 1.23 | 0.16 | — | 27.11 | 27.08 | 27 | 26.6 | 25.8 | — | |
| TriDet+InternVideoType=Anchor-free, Venue=CVPR’23, Modality=V2026.03 | 29.7 | 9.02 | 0.79 | 0.09 | 9.89 | 24.1 | 24.1 | 24 | 23.5 | 22.6 | 23.6 | |
| TriDet+VideoMAEv2Type=Anchor-free, Venue=CVPR’23, Modality=V2026.03 | 21.7 | 5.83 | 0.54 | 0.06 | 7.03 | 20.3 | 20.2 | 20.1 | 19.5 | 18.2 | 19.7 | |
| ActionFormer+VideoMAEv2Type=Anchor-free, Venue=ECCV’22, Modality=V2026.03 | 20.2 | 5.73 | 0.57 | 0.07 | 6.65 | 20 | 19.9 | 19.8 | 19.1 | 17.8 | 19.3 | |
| EfficientViTType=Anchor-free, Venue=ICIAP’22, Modality=V2026.03 | 14.7 | 2.42 | 0.13 | 0.01 | 4.32 | 27.1 | 27 | 26.4 | 23.9 | 20.3 | 24.9 | |
| Meso4Type=Anchor-free, Venue=WIFS’18, Modality=V2026.03 | 9.86 | 6.05 | 2.22 | 0.59 | 4.68 | 38.9 | 38.9 | 38.8 | 36.5 | 26.9 | 36 | |
| MesoInception4Type=Anchor-free, Venue=WIFS’18, Modality=V2026.03 | 8.5 | 5.16 | 1.89 | 0.5 | 4.01 | 39.3 | 39.2 | 39 | 35.8 | 24.6 | 35.6 |