ShanghaiTech
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Crowd Counting | ShanghaiTech Part A (test) | MAE46 | 271 | |
| Video Anomaly Detection | ShanghaiTech (test) | AUC0.9814 | 211 | |
| Crowd Counting | ShanghaiTech Part B (test) | MAE5.4 | 208 | |
| Crowd Counting | ShanghaiTech Part B | MAE6.2 | 177 | |
| Crowd Counting | ShanghaiTech Part A | MAE52.74 | 155 | |
| Video Anomaly Detection | ShanghaiTech (SHT) (test) | Frame-level AUC98.1 | 103 | |
| 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 | |
| Anomaly Detection | ShanghaiTech (test) | RBDC47.73 | 34 | |
| Line Segment Detection | ShanghaiTech (test) | F^H87.2 | 32 | |
| Video Anomaly Detection | ShanghaiTech (SHTech) (test) | AUROC0.859 | 24 | |
| Video Anomaly Detection | ShanghaiTech (SHT) | AUC80.5 | 20 | |
| Anomaly Detection | ShanghaiTech | Micro AUC (Frame)83.6 | 20 | |
| Anomaly Localization | ShanghaiTech | Pixel AUROC92.6 | 18 | |
| Video Anomaly Detection | ShanghaiTech Human-Related SHT-HR | AUROC88.6 | 17 | |
| 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 | |
| Video Anomaly Detection | ShanghaiTech Campus | RBDC62.1 | 12 | |
| Frame-level Video Anomaly Detection | ShanghaiTech | AUC0.8528 | 11 | |
| Skeleton-based Video Anomaly Detection | ShanghaiTech HR (test) | AUC88.1 | 10 | |
| Crowd Counting | ShanghaiTech B 12 (test) | MAE5.8 | 10 | |
| Video Anomaly Detection | ShanghaiTech (SHT) original (full) | AUROC88.6 | 9 |
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