Weakly-supervised Video Anomaly Detection on XD-Violence
88.21APPEMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PEMILEncoder=I3D+Text, Modality=Multi-modal2025.05 | 88.21 | — | |
| π-VADEncoder=I3D, Modality=RGB-only2025.05 | 85.37 | 85.79 | |
| VadCLIPEncoder=CLIP, Modality=Multi-modal2025.05 | 84.15 | — | |
| TPWNGEncoder=CLIP, Modality=Multi-modal2025.05 | 83.68 | — | |
| MACIL-SDEncoder=I3D+audio, Modality=Multi-modal2025.05 | 83.1 | — | |
| TSAEncoder=CLIP, Modality=RGB-only2025.05 | 82.17 | — | |
| UR-DMUEncoder=I3D+audio, Modality=Multi-modal2025.05 | 81.77 | — | |
| UR-DMUEncoder=I3D, Modality=RGB-only2025.05 | 81.66 | 83.94 | |
| MSLEncoder=V-Swin, Modality=RGB-only2025.05 | 78.28 | — | |
| RTFMEncoder=I3D, Modality=RGB-only2025.05 | 77.81 | 78.57 | |
| MILEncoder=C3D, Modality=RGB-only2025.05 | 75.68 | 78.61 |