MSAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | MSAD (test) | Overall AUC88 | 15 | |
| Video Anomaly Detection | MSAD | Assault AUC71.3 | 11 | |
| Video Anomaly Understanding Evaluation | MSAD | CLS Score7.65 | 8 | |
| Video Anomaly Question Answering | MSAD | Acc (w/o think)89.58 | 8 | |
| Video Anomaly Detection | MSAD human-related (test) | AUROC0.697 | 6 | |
| Temporal binary anomaly detection | MSAD (test) | AUC90.41 | 6 | |
| Temporal binary anomaly detection | MSAD drift@5 | AUC85.6 | 6 | |
| Video Anomaly Detection | MSAD NeurIPS'24 | AUC (%)88.68 | 6 | |
| Temporal Anomaly Grounding | MSAD OOD (test) | mIoU20.4 | 4 |
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