| UCF-Crime | LAS-VAD | AUC91.05 | | 218 | 9d ago |
| ShanghaiTech (test) | TCA + PEL (Ours) | AUC0.9814 | | 211 | 1mo ago |
| CUHK Avenue (Ave) (test) | HSC | AUC93.7 | | 203 | 1mo ago |
| XD-Violence (test) | LAS-VAD | AP89.96 | | 146 | 1mo ago |
| UCF-Crime (test) | Holmes-VAU | AUC88.96 | | 122 | 1mo ago |
| XD-Violence | CPL-VAD | AP88.53 | | 93 | 13d ago |
| CUHK Avenue (test) | SIB-VAD | Frame-level AUC0.923 | | 91 | 17d ago |
| UCSD Ped2 (test) | VADMamba++ | Frame-level AUC99.6 | | 86 | 17d ago |
| Avenue (test) | Attribute-based VAD (Ours) | AUC (Micro)93.7 | | 85 | 1mo ago |
| ShanghaiTech (SHT) (test) | DAKD_S | Frame-level AUC98.1 | | 82 | 17d ago |
| CUHK Avenue | AMSRC | Frame AUC93.8 | | 65 | 1mo ago |
| ShanghaiTech | MULDE | Micro AUC0.867 | | 51 | 1mo ago |
| ShanghaiTech standard (test) | ProDisc-VAD | Frame-Level AUC97.98 | | 50 | 1mo ago |
| Avenue | VADMamba++ | Frame-AUC91.9 | | 49 | 17d ago |
| UBnormal (test) | QVAD | AUC79.6 | | 44 | 13d ago |
| UBnormal | MLE-Guided Autoencoder | AUC100 | | 38 | 22d ago |
| UCF-Crime (UCFC) (test) | | AUC0.85 | | 34 | 1mo ago |
| UCF-Crime (frame-level) | PI-VAD | AUC90.33 | | 32 | 1mo ago |
| ShanghaiTech (SHTech) (test) | STG-NF* | AUROC0.859 | | 24 | 1mo ago |
| Avenue classic (test) | DLAN-AC | AUC89.9 | | 21 | 1mo ago |
| ShanghaiTech (SHT) | | AUC80.5 | | 20 | 17d ago |
| Ped2 classic (test) | USTN-DSC | AUC98.1 | | 19 | 1mo ago |
| UCF-Crime standard (test) | VadCLIP | Frame-Level AUC88.02 | | 17 | 1mo ago |
| UCF-Crime 6 (clip-level) | InternVL3-2B-LoRA | Accuracy91.27 | | 16 | 1mo ago |
| ShanghaiTech classic (test) | ROADMAP | AUC76.6 | | 16 | 1mo ago |
