XD-Violence
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | XD-Violence (test) | AP89.96 | 146 | |
| Video Anomaly Detection | XD-Violence | AP88.53 | 93 | |
| Violence Detection | XD-Violence | AP87.61 | 58 | |
| Violence Detection | XD-Violence (test) | AP0.8607 | 39 | |
| Violence Detection | XD-Violence frame-level | AP85.67 | 20 | |
| Temporal Anomaly Localization | XD-Violence (test) | AP (%)77.81 | 18 | |
| Video Anomaly Detection | XD-Violence | AUC90.03 | 15 | |
| Video Anomaly Detection | XD-Violence | AP90.67 | 14 | |
| Video Anomaly Detection | XD-Violence (val) | AP81.77 | 12 | |
| Frame-level Video Anomaly Detection | XD-Violence | AP90.62 | 11 | |
| Weakly-supervised video anomaly detection | XD-Violence | AP88.21 | 11 | |
| Video Anomaly Detection | XD-Violence | AP74.25 | 8 | |
| Prompt Harmfulness Detection | XD-Violence | F1 Score96.82 | 7 | |
| Video-level multi-class classification | XD-Violence | Accuracy78.13 | 6 | |
| Video Anomaly Detection and Recognition | XD-Violence (test) | Normal Score93.41 | 6 | |
| Real-World Anomaly Detection | XD-Violence HIVAU-70k | Error Rate37.16 | 4 | |
| Fine-grained Weakly Supervised Video Anomaly Detection | XD-Violence | mAP@0.137.03 | 4 | |
| Anomaly Categorization | XD-VIOLENCE (test) | ACC90.29 | 2 | |
| Fine-grained Video Anomaly Detection | XD-Violence (test) | mAP@0.1- | 0 | |
| Fine-grained Weakly Supervised Video Anomaly Detection | XD-Violence (test) | mAP@0.1- | 0 |
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