ShanghaiTech
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Crowd Counting | ShanghaiTech Part A (test) | MAE46 | 227 | |
| Video Anomaly Detection | ShanghaiTech (test) | AUC0.9814 | 194 | |
| Crowd Counting | ShanghaiTech Part B (test) | MAE5.7 | 191 | |
| Crowd Counting | ShanghaiTech Part B | MAE6.2 | 160 | |
| Crowd Counting | ShanghaiTech Part A | MAE52.74 | 138 | |
| Anomaly Detection | ShanghaiTech | AUROC0.902 | 68 | |
| Video Anomaly Detection | ShanghaiTech | Micro AUC0.867 | 51 | |
| Video Anomaly Detection | ShanghaiTech standard (test) | Frame-Level AUC97.98 | 50 | |
| Video Anomaly Detection | ShanghaiTech (SHT) (test) | Frame-level AUC98.1 | 44 | |
| Anomaly Detection | ShanghaiTech (test) | RBDC47.73 | 34 | |
| Video Anomaly Detection | ShanghaiTech (SHTech) (test) | AUROC0.859 | 24 | |
| Anomaly Detection | ShanghaiTech | Micro AUC (Frame)83.6 | 20 | |
| Anomaly Localization | ShanghaiTech | Pixel AUROC92.6 | 18 | |
| Video Anomaly Detection | ShanghaiTech classic (test) | AUC76.6 | 16 | |
| Line Segment Detection | ShanghaiTech v1.0 (test) | sAP564.3 | 15 | |
| Video Anomaly Detection | ShanghaiTech Mixture [01,02] scene-dependent | Micro AUC91 | 14 | |
| Crowd Counting | ShanghaiTech-A -> UCF-QNRF (test) | MAE105.3 | 13 | |
| Frame-level Video Anomaly Detection | ShanghaiTech | AUC0.8528 | 11 | |
| Crowd Counting | ShanghaiTech B 12 (test) | MAE5.8 | 10 | |
| Video Anomaly Detection | ShanghaiTech reorganization (test) | AUC0.9761 | 9 | |
| Pedestrian Anomaly Detection | ShanghaiTech | AUC0.76 | 8 | |
| Video Anomaly Detection | ShanghaiTech Mixture [04,08] scene-dependent | Micro AUC82.6 | 7 | |
| Video Anomaly Detection | ShanghaiTech-HR (test) | AUC0.874 | 7 | |
| Video Anomaly Detection | ShanghaiTech Campus | RBDC62.1 | 6 | |
| Pedestrian Anomaly Detection | HR-ShanghaiTech | AUC77 | 5 |
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