UBnormal
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | UBnormal (test) | AUC79.6 | 44 | |
| Video Anomaly Detection | UBnormal | AUC100 | 38 | |
| Video Anomaly Detection | UBnormal (UB) (test) | AUC74.5 | 10 | |
| Anomaly Detection | UBnormal (val) | AUC (Micro)94.8 | 9 | |
| Skeleton-based Video Anomaly Detection | UBnormal HR (test) | AUC75.8 | 9 | |
| Skeleton-based Anomaly Detection | UBnormal (val) | AUC-ROC86.1 | 8 | |
| Video Anomaly Classification | UBnormal | Accuracy89.73 | 7 | |
| Video Anomaly Description | UBnormal | BLEU-4 (Target)50.32 | 7 | |
| Anomaly Localization | UBnormal (test) | RBDC25.63 | 6 | |
| Future keypoint extrapolation | UBnormal | AUC68.3 | 5 | |
| Future keypoint extrapolation | HR-UBnormal | AUC68.4 | 5 | |
| Anomaly Detection | UBnormal (full) | AUC68.5 | 5 | |
| Spatial Anomaly Localization | UBnormal (test) | TIoU8.17 | 3 | |
| Past keypoint extrapolation | UBnormal | AUC66.4 | 2 | |
| Present keypoint interpolation | UBnormal | AUC0.636 | 2 | |
| Past keypoint extrapolation | HR-UBnormal | AUC66.8 | 2 |
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