| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | Avenue (test) | AUC (Micro)93.7 | 85 | |
| Anomaly Detection | Avenue | Frame AUC (Micro)92.9 | 55 | |
| Abnormal Event Detection | Avenue (test) | RBDC66.04 | 37 | |
| Anomaly Detection | Avenue | AUC0.928 | 30 | |
| Video Anomaly Detection | Avenue | Frame-AUC90.2 | 29 | |
| Abnormal event detection | Avenue dataset (test) | Frame AUC90.4 | 27 | |
| Video Anomaly Detection | Avenue classic (test) | AUC89.9 | 21 | |
| Object-centric Video Anomaly Detection | Avenue | Micro AUC-ROC94.3 | 13 | |
| Video Anomaly Detection | Avenue | RBDC73.1 | 8 | |
| Abnormal event detection | Avenue 17 | Frame AUC91.1 | 2 | |
| Anomaly Detection | Avenue GT: 47 (test) | Detected Anomalies Rate45 | 2 | |
| Anomaly Detection | Avenue GT: 14 (smaller set) | Anomalous Events Detected12 | 1 |