Temporal Forgery Localization on LAV-DF (test)
98.83mAP @ 0.5UMMAFormer
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UMMAFormer2026.06 | 98.83 | 95.54 | 37.61 | — | — | — | — | — | — | |
| UMMAFormerArchitecture Type=Anchor-free, Publication Venue=MM’23, Input Modality=Audio-Visual2026.03 | 98.8 | 95.5 | 37.6 | 77.3 | 92.4 | 92.5 | 92.5 | 92.1 | 92.3 | |
| UMMAFormerModality=AV2026.07 | 98.8 | 95.5 | 37.6 | 77.3 | 92.4 | 92.5 | 92.5 | 92.1 | — | |
| UniSkip-MambaModality=AV, stride=22026.07 | 98.6 | 97.1 | 63.4 | 86.2 | 93.7 | 92.6 | 91.7 | 91.3 | — | |
| UniSkip-MambaModality=AV, stride=12026.07 | 98.5 | 96.7 | 63 | 86 | 94.3 | 93.6 | 92.9 | 92.3 | — | |
| UniCaCLFModality=AV2026.07 | 97.8 | 93.1 | 53.6 | 81.5 | 94.6 | 94 | 93.8 | 93.2 | — | |
| ActionMambaModality=V2026.07 | 97.6 | 94.6 | 39.1 | 77.1 | 85.1 | 85 | 84.9 | 84.5 | — | |
| DeformTraceArchitecture Type=Query-based, Publication Venue=–, Input Modality=Audio-Visual2026.03 | 97.1 | 90.7 | 38.1 | 75.3 | 93.3 | 93.1 | 92.8 | 92.3 | 92.9 | |
| TriDetArchitecture Type=Anchor-free, Publication Venue=CVPR’23, Input Modality=Visual2026.03 | 96.3 | 86.8 | 23.6 | 68.9 | 91 | 90.4 | 90 | 88.7 | 90 | |
| BA-TFD+Architecture Type=Anchor-free, Publication Venue=CVIU’23, Input Modality=Audio-Visual2026.03 | 96.3 | 85 | 4.4 | 61.9 | 81.6 | 80.5 | 79.4 | 78.8 | 79.8 | |
| BA-TFD+2026.06 | 96.3 | 84.96 | 4.44 | — | — | — | — | — | — | |
| BA-TFD+Modality=AV2026.07 | 96.3 | 85 | 4.4 | 61.9 | 81.6 | 80.5 | 79.4 | 78.8 | — | |
| TriDetModality=V2026.07 | 96.3 | 86.8 | 23.6 | 68.9 | 91 | 90.4 | 89.7 | 88.7 | — | |
| DiMoDifArchitecture Type=Anchor-free, Publication Venue=Arxiv’24, Input Modality=Audio-Visual2026.03 | 95.5 | 87.9 | 20.6 | 67.8 | 94.2 | 93.7 | 92.7 | 91.4 | 91.9 | |
| DiMoDifModality=AV2026.07 | 95.5 | 87.9 | 20.6 | 68 | 94.2 | 93.7 | 92.7 | 91.4 | — | |
| ActionFormerArchitecture Type=Anchor-free, Publication Venue=ECCV’22, Input Modality=Visual2026.03 | 95.3 | 90.2 | 23.7 | 69.7 | 88.4 | 89.6 | 90.3 | 90.4 | 89.7 | |
| ELF-MDCArchitecture Type=Anchor-free, Publication Venue=TCSVT’24, Input Modality=Audio-Visual2026.03 | 94.9 | 74.9 | 1.9 | 57.2 | 76.1 | 74.2 | 72.2 | 71.2 | 73.4 | |
| FullFormerArchitecture Type=Query-based, Publication Venue=–, Input Modality=Audio-Visual2026.03 | 94.6 | 85.7 | 29.4 | 69.9 | 88.4 | 88.4 | 86.9 | 85.5 | 87.3 | |
| LoCC2026.06 | 91 | 74.07 | 2.46 | — | — | — | — | — | — | |
| ICS-AVDF-Frozen2026.06 | 87.4 | 66.8 | 5.72 | — | — | — | — | — | — | |
| TriDet2026.06 | 86.33 | 70.23 | 3.05 | — | — | — | — | — | — | |
| TE-TADArchitecture Type=Query-based, Publication Venue=CVPR’24, Input Modality=Visual2026.03 | 85.7 | 64.9 | 7.13 | 52.6 | 79.2 | 78.6 | 78.4 | 76.2 | 77.9 | |
| ActionFormer2026.06 | 85.23 | 59.05 | 0.93 | — | — | — | — | — | — | |
| TadTRArchitecture Type=Query-based, Publication Venue=TIP’22, Input Modality=Visual2026.03 | 80.2 | 61.1 | 5.2 | 48.8 | 72.9 | 72.5 | 70.56 | 69.2 | 71.2 | |
| BA-TFDArchitecture Type=Anchor-free, Publication Venue=DICTA’22, Input Modality=Audio-Visual2026.03 | 76.9 | 38.5 | 0.3 | 38.6 | 66.9 | 64.1 | 60.8 | 58.4 | 62.5 | |
| BA-TFD2026.06 | 76.9 | 38.5 | 0.25 | — | — | — | — | — | — | |
| BA-TFDModality=AV2026.07 | 76.9 | 38.5 | 0.3 | 38.6 | 66.9 | 64.1 | 60.8 | 58.4 | — | |
| AVFusionArchitecture Type=Anchor-free, Publication Venue=Arxiv’21, Input Modality=Audio-Visual2026.03 | 65.4 | 23.9 | 0.1 | 29.8 | 63 | 59.3 | 54.8 | 52.1 | 57.3 | |
| AVFusionModality=AV2026.07 | 65.4 | 23.9 | 0.1 | 29.8 | 63 | 59.3 | 54.8 | 52.1 | — | |
| AVFusion2026.06 | 65.38 | 23.89 | 0.11 | — | — | — | — | — | — | |
| BMN2026.06 | 24.01 | 7.61 | 0.07 | — | — | — | — | — | — | |
| BMNArchitecture Type=Anchor-based, Publication Venue=ICCV’19, Input Modality=Visual2026.03 | 24 | 7.6 | 0.1 | 10.6 | 53.3 | 41.2 | 31.6 | 26.9 | 38.3 | |
| AGTArchitecture Type=Anchor-free, Publication Venue=Arxiv’21, Input Modality=Visual2026.03 | 17.9 | 9.4 | 0.1 | 9.1 | 43.2 | 34.2 | 24.6 | 16.7 | 29.7 | |
| MDSArchitecture Type=Anchor-free, Publication Venue=MM’20, Input Modality=Audio-Visual2026.03 | 12.8 | 1.6 | 0 | 4.8 | 37.9 | 36.7 | 34.4 | 32.2 | 35.3 | |
| MDSModality=AV2026.07 | 12.8 | 1.6 | 0 | 4.8 | 37.9 | 36.7 | 34.4 | 32.2 | — | |
| MDS2026.06 | 12.78 | 1.62 | 0 | — | — | — | — | — | — | |
| BMN(I3D)Architecture Type=Anchor-based, Publication Venue=ICCV’19, Input Modality=Visual2026.03 | 10.6 | 1.7 | 0 | 4.1 | 48.5 | 44.4 | 37.1 | 31.6 | 40.4 |