Video Anomaly Detection on UCF-Crime (frame-level)
90.33AUCPI-VAD
Evaluation Results
| Method | Links | |
|---|---|---|
| PI-VADVenue=CVPR’25, Training=Weakly-Supervised2026.02 | 90.33 | |
| TG-MVADVenue=This Work, Modality=Text+RGB+Flow2026.02 | 89.67 | |
| TG-MVADVenue=This Work, Modality=Text+RGB2026.02 | 89.18 | |
| VadCLIPVenue=AAAI’24, Training=Weakly-Supervised2026.02 | 88.02 | |
| TPWNGVenue=CVPR’24, Training=Weakly-Supervised2026.02 | 87.79 | |
| Holmes-VAUVenue=CVPR’25, Training=Weakly-Supervised2026.02 | 87.68 | |
| CLIP-TSAVenue=ICIP’23, Training=Weakly-Supervised2026.02 | 87.58 | |
| TG-MVADVenue=This Work, Modality=RGB+Flow2026.02 | 87.46 | |
| UR-DMUVenue=AAAI’23, Modality=RGB2026.02 | 86.97 | |
| Tan et al.Venue=WACVW’24, Modality=RGB+Flow2026.02 | 86.71 | |
| VERAVenue=CVPR’25, Training=Weakly-Supervised2026.02 | 86.55 | |
| LSTCVenue=ICME’23, Modality=RGB2026.02 | 85.88 | |
| DARVenue=TIFS’23, Modality=RGB+Flow2026.02 | 85.36 | |
| Yuan et al.Venue=TCSVT’24, Modality=Text+RGB2026.02 | 85.3 | |
| DARVenue=TIFS’23, Modality=RGB2026.02 | 85.18 | |
| TEVADVenue=CVPRW’23, Modality=Text+RGB2026.02 | 84.9 | |
| Wu et al.Venue=TIP’21, Modality=RGB2026.02 | 84.89 | |
| Shi et al.Venue=Access’24, Modality=Text+RGB2026.02 | 84.64 | |
| AnomizeVenue=CVPR’25, Training=Weakly-Supervised2026.02 | 84.49 | |
| RTFMVenue=ICCV’21, Modality=RGB2026.02 | 84.3 | |
| MISTVenue=CVPR’21, Modality=RGB2026.02 | 82.3 | |
| LAVIDATraining=Zero-Shot2026.02 | 82.18 | |
| EventVADVenue=ACM’25, Training=Zero-Shot2026.02 | 82.03 | |
| MSAFVenue=SPL’22, Modality=RGB+Flow2026.02 | 81.34 | |
| LAVADVenue=CVPR’24, Training=Zero-Shot2026.02 | 80.82 | |
| AnyAnomalyVenue=WACV’26, Training=Zero-Shot2026.02 | 80.7 | |
| MULDEVenue=CVPR’24, Training=Unsupervised2026.02 | 78.5 | |
| Sultani et al.Venue=CVPR’18, Modality=RGB2026.02 | 75.41 | |
| FPDMVenue=ICCV’23, Training=Unsupervised2026.02 | 74.7 | |
| GCLVenue=CVPR’22, Training=Unsupervised2026.02 | 74.2 | |
| GODSVenue=ICCV’19, Training=Unsupervised2026.02 | 70.4 | |
| MSMAVenue=ICLR’21, Training=Unsupervised2026.02 | 64.5 |