Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DDRO (SSALA) | 76.51 | No | - | - | Code |
| 2 | DDRO | 70.91 | No | - | - | Code |
| 3 | OCC-WS | 67.42 | No | Interleaving One-Class and Weakly-Supervised Mod... | 2024-01-24 | Code |
| 4 | RTFM | 66.83 | No | Weakly-supervised Video Anomaly Detection with R... | 2021-01-25 | Code |
| 5 | MIST | 65.32 | No | MIST: Multiple Instance Self-Training Framework ... | 2021-04-04 | Code |
| 6 | STPrompt | 63.98 | No | Weakly Supervised Video Anomaly Detection and Lo... | 2024-08-12 | - |
| 7 | OPVAD | 62.94 | No | Open-Vocabulary Video Anomaly Detection | 2023-11-13 | - |
| 8 | VadCLIP | 62.32 | No | VadCLIP: Adapting Vision-Language Models for Wea... | 2023-08-22 | Code |
| 9 | AR-Net | 62.3 | No | Weakly Supervised Video Anomaly Detection via Ce... | 2021-04-15 | Code |
| 10 | DMU | 59.91 | No | Dual Memory Units with Uncertainty Regulation fo... | 2023-02-10 | Code |
| 11 | MIL-Rank | 54.12 | No | Real-world Anomaly Detection in Surveillance Vid... | 2018-01-12 | Code |