| UCF-Crime | LAS-VAD | AUC91.05 | | 263 | 16d ago |
| ShanghaiTech (test) | TCA + PEL (Ours) | AUC0.9814 | | 211 | 2mo ago |
| CUHK Avenue (Ave) (test) | HSC | AUC93.7 | | 203 | 3mo ago |
| UCF-Crime (test) | VANGUARD | AUC94.36 | | 164 | 9d ago |
| XD-Violence (test) | LAS-VAD | AP89.96 | | 164 | 9d ago |
| XD-Violence | CPL-VAD | AP88.53 | | 123 | 16d ago |
| CUHK Avenue (test) | SIB-VAD | Frame-level AUC0.923 | | 112 | 8d ago |
| UCSD Ped2 (test) | VADMamba++ | Frame-level AUC99.6 | | 107 | 8d ago |
| ShanghaiTech (SHT) (test) | DAKD_S | Frame-level AUC98.1 | | 103 | 8d ago |
| Avenue (test) | Attribute-based VAD (Ours) | AUC (Micro)93.7 | | 85 | 8d ago |
| CUHK Avenue | AMSRC | Frame AUC93.8 | | 65 | 3mo ago |
| UBnormal | MLE-Guided Autoencoder | AUC100 | | 51 | 23d ago |
| ShanghaiTech | MULDE | Micro AUC0.867 | | 51 | 1mo ago |
| ShanghaiTech standard (test) | ProDisc-VAD | Frame-Level AUC97.98 | | 50 | 3mo ago |
| Avenue | VADMamba++ | Frame-AUC91.9 | | 49 | 2mo ago |
| UBnormal (test) | QVAD | AUC79.6 | | 44 | 1mo ago |
| XD-Violence | LAVIDA | AP90.62 | | 36 | 19d ago |
| UCF-Crime (UCFC) (test) | | AUC0.85 | | 34 | 3mo ago |
| UCF-Crime (frame-level) | PI-VAD | AUC90.33 | | 32 | 3mo ago |
| Ped2 classic (test) | USTN-DSC | AUC98.1 | | 32 | 8d ago |
| ShanghaiTech (SHTech) (test) | STG-NF* | AUROC0.859 | | 24 | 3mo ago |
| Avenue classic (test) | DLAN-AC | AUC89.9 | | 21 | 3mo ago |
| ShanghaiTech (SHT) | | AUC80.5 | | 20 | 2mo ago |
| ShanghaiTech Human-Related SHT-HR | TrajVAD-P | AUROC88.6 | | 17 | 12d ago |
| UCF-Crime standard (test) | VadCLIP | Frame-Level AUC88.02 | | 17 | 3mo ago |
