Video Anomaly Detection on MSAD (test)
88Overall AUCRTFM-G-OPL/OPL
Evaluation results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RTFM-G-OPL/OPLBackbone=I3D2026.05 | 88 | 82 | 79.3 | 91 | 81.4 | 74.3 | 72 | 79.4 | 27.2 | 86.9 | 36.1 | 90.3 | 81.4 | 72.4 | 46.7 | 89 | 82.5 | 87 | 65.1 | 84.9 | 37.8 | 70.4 | 12 | 86.3 | 79.6 | 70.9 | |
| EGO2026.05 | 87.3 | 85.2 | 81.6 | 82.3 | 73.4 | 80 | 71.7 | 96.8 | 75.2 | 97.5 | 52 | 94.3 | 73.9 | 89.8 | 64.6 | 83.4 | 72.2 | 87.1 | 45 | 28.2 | 10.1 | 80.8 | 7.8 | 84.7 | 46.6 | 64.4 | |
| RTFMBackbone=I3D2026.05 | 86.6 | 81.8 | 79.3 | 88.1 | 76.6 | 76.6 | 72.8 | 80.7 | 45.8 | 94 | 48.5 | 88.3 | 79.1 | 84.3 | 57.9 | 85.3 | 75.6 | 88.3 | 68.8 | 72 | 28.5 | 51.4 | 3.3 | 82.7 | 57 | 68.4 | |
| RTFM-OPLBackbone=I3D2026.05 | 86.5 | 85.6 | 82.3 | 85.6 | 80.2 | 77.2 | 72 | 76.9 | 26.4 | 96.6 | 50.5 | 90.2 | 81.3 | 76.9 | 53.3 | 88.6 | 82.8 | 84.9 | 56.5 | 66.8 | 26.7 | 42.4 | 2.3 | 86.1 | 66.8 | 68.2 | |
| MGFN-OPLBackbone=I3D2026.05 | 86.2 | 84.4 | 84.1 | 80.2 | 74.7 | 74.7 | 65 | 87 | 30.9 | 93.5 | 53.1 | 91.2 | 87.6 | 80 | 55.7 | 82.1 | 69.4 | 86.8 | 63.8 | 98.1 | 95.1 | 70.8 | 9.1 | 89.9 | 76.1 | 68.3 | |
| UR-DMU2026.05 | 85 | 84.8 | 82.8 | 91 | 83.8 | 77.8 | 67.3 | 91.4 | 53.9 | 81.9 | 11.5 | 93.1 | 87.4 | 83 | 64.4 | 81.3 | 64.5 | 86.5 | 64.1 | 85 | 37.7 | 59 | 3.1 | 81.2 | 59.1 | 68.3 | |
| MGFN-G-OPL/OPLBackbone=I3D2026.05 | 84 | 84.4 | 83.3 | 90 | 84.8 | 75.9 | 62.3 | 70.4 | 16.9 | 90.5 | 25.8 | 95.7 | 90.2 | 71.4 | 43.1 | 79.7 | 64.5 | 83.8 | 63.3 | 87.7 | 41.3 | 44.7 | 2.3 | 64.8 | 41.1 | 65.8 | |
| IEF-VAD2026.05 | 82.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGFNBackbone=I3D2026.05 | 81.2 | 82.5 | 80.8 | 73.8 | 71.3 | 71.5 | 58.2 | 68.9 | 14.8 | 94.8 | 36.2 | 95.1 | 91.3 | 76.5 | 35.8 | 85.6 | 78.4 | 78.5 | 57.2 | 77.9 | 29.3 | 40.3 | 2.1 | 58.3 | 24.2 | 59.3 | |
| MGFN-OPLBackbone=SwinT2026.05 | 78.2 | 68.5 | 57.8 | 89 | 61.8 | 68.4 | 55.4 | 79.4 | 39 | 74.5 | 5 | 51.6 | 36.1 | 67.3 | 28.1 | 77.1 | 60.3 | 81.1 | 41.9 | 87.1 | 45.8 | 83.5 | 11.9 | 83.8 | 52.4 | 47.5 | |
| MGFNBackbone=SwinT2026.05 | 69.3 | 59.5 | 51.7 | 18.5 | 20.1 | 64.1 | 52.3 | 67.9 | 19 | 75.9 | 9.7 | 67.9 | 44 | 70.6 | 26.3 | 62.7 | 43 | 69 | 25.9 | 75.3 | 23.3 | 65.4 | 5.2 | 70.1 | 30.1 | 33.6 | |
| TrajVAD-TVenue=-2026.05 | 57.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.7 | |
| TrajVAD-PVenue=-2026.05 | 55.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.5 | |
| STG-NFVenue=ICCV’232026.05 | 53.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.5 | |
| TrajRECVenue=WACV’242026.05 | 51.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.8 |