| CUHK Avenue (Ave) (test) | HSC | AUC93.7 | | 203 | 4d ago |
| ShanghaiTech (test) | TCA + PEL (Ours) | AUC0.9814 | | 194 | 4d ago |
| UCF-Crime | Holmes-VAD | AUC89.51 | | 129 | 2d ago |
| UCF-Crime (test) | Holmes-VAU | AUC88.96 | | 122 | 4d ago |
| XD-Violence (test) | Holmes-VAU | AP87.68 | | 119 | 4d ago |
| Avenue (test) | Attribute-based VAD (Ours) | AUC (Micro)93.7 | | 85 | 4d ago |
| XD-Violence | CPL-VAD | AP88.53 | | 66 | 2d ago |
| CUHK Avenue | AMSRC | Frame AUC93.8 | | 65 | 4d ago |
| ShanghaiTech | MULDE | Micro AUC0.867 | | 51 | 4d ago |
| ShanghaiTech standard (test) | ProDisc-VAD | Frame-Level AUC97.98 | | 50 | 4d ago |
| ShanghaiTech (SHT) (test) | DAKD_S | Frame-level AUC98.1 | | 44 | 4d ago |
| UBnormal (test) | Our_wocc | AUC74.76 | | 37 | 4d ago |
| CUHK Avenue (test) | VADMamba | Frame-level AUC0.915 | | 35 | 4d ago |
| UCSD Ped2 (test) | HF2-VAD | Frame-level AUC99.3 | | 35 | 4d ago |
| UCF-Crime (UCFC) (test) | | AUC0.85 | | 34 | 4d ago |
| UCF-Crime (frame-level) | PI-VAD | AUC90.33 | | 32 | 4d ago |
| Avenue | VEC-A | Frame-AUC90.2 | | 29 | 4d ago |
| UBnormal | STG-NF | AUC79.2 | | 25 | 4d ago |
| ShanghaiTech (SHTech) (test) | STG-NF* | AUROC0.859 | | 24 | 4d ago |
| Avenue classic (test) | DLAN-AC | AUC89.9 | | 21 | 4d ago |
| Ped2 classic (test) | USTN-DSC | AUC98.1 | | 19 | 4d ago |
| UCF-Crime standard (test) | VadCLIP | Frame-Level AUC88.02 | | 17 | 4d ago |
| ShanghaiTech classic (test) | ROADMAP | AUC76.6 | | 16 | 4d ago |
| SHT v1 (test) | SPARTA-H | AUC-ROC0.8575 | | 15 | 4d ago |
| HR-Avenue | MoCoDAD | Frame-AUC89 | | 15 | 4d ago |
