UCF-Crime
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | UCF-Crime | AUC91.05 | 218 | |
| Video Anomaly Detection | UCF-Crime (test) | AUC88.96 | 122 | |
| Anomaly Detection | UCF-Crime (test) | AUC0.8724 | 109 | |
| Video Anomaly Detection | UCF-Crime (UCFC) (test) | AUC0.85 | 34 | |
| Video Anomaly Detection | UCF-Crime (frame-level) | AUC90.33 | 32 | |
| Weakly-supervised video anomaly detection | UCF-Crime | AUC90.33 | 18 | |
| Video Anomaly Detection | UCF-Crime standard (test) | Frame-Level AUC88.02 | 17 | |
| Video Anomaly Detection | UCF-Crime 6 (clip-level) | Accuracy91.27 | 16 | |
| Anomaly Detection | UCF-Crime normal (test) | False Alarm Rate0.5 | 14 | |
| Coarse-grained Video Anomaly Detection | UCF-Crime | AUC88.02 | 12 | |
| Video Classification | UCF-Crime | Accuracy51.72 | 11 | |
| Anomaly Detection | UCF-Crime | F1-Score52.08 | 10 | |
| Video Anomaly Understanding Evaluation | UCF-Crime | CLS7.22 | 8 | |
| Video Anomaly Question Answering | UCF-Crime | Accuracy (w/o think)92.82 | 8 | |
| Video Anomaly Detection | UCF-Crime Video-level supervision | AUC0.8212 | 8 | |
| Spatial Anomaly Localization | UCF-Crime | TIoU23.09 | 7 | |
| Fine-grained Video Anomaly Detection | UCF-Crime | mAP@IoU 0.122.07 | 7 | |
| Prompt Harmfulness Detection | UCF-crime | F1 Score91.67 | 7 | |
| Video Anomaly Recognition | UCF-Crime | Abuse88.3 | 6 | |
| Video Anomaly Detection | UCF-Crime | Normal Score95.67 | 6 | |
| Anomaly Detection | UCF-Crime anomaly | Anomaly Subset AUC67.38 | 5 | |
| Real-World Anomaly Detection | UCF-Crime HIVAU-70k | Error Rate40.97 | 4 | |
| Video Anomaly Detection | UCF-Crime (test) | mAP@0.117.77 | 4 | |
| Fine-grained Weakly Supervised Video Anomaly Detection | UCF-Crime | mAP@0.111.72 | 4 | |
| Anomaly Categorization | UCF-CRIME (test) | ACC47.14 | 2 |
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