Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GMM | 0.906 | No | - | - | Code |
| 2 | Sultani et al. | 0.892 | No | Real-world Anomaly Detection in Surveillance Vid... | 2018-01-12 | Code |
| 3 | SS-Model + WS-Model + Sultani et al. | 0.846 | No | - | - | Code |
| 4 | SS-Model | 0.819 | No | - | - | Code |
| 5 | Sultani et al. | 0.787 | No | Real-world Anomaly Detection in Surveillance Vid... | 2018-01-12 | Code |
| 6 | s2-VAE | 0.61 | No | - | - | Code |
| 7 | LSTM-VAE | 0.541 | No | Abnormal Event Detection in Videos using Spatiot... | 2017-01-06 | Code |
| 8 | LSTM-AE | 0.541 | No | Abnormal Event Detection in Videos using Spatiot... | 2017-01-06 | Code |
| 9 | s2-VAE | 0.54 | No | - | - | Code |
| 10 | Adversarial Generator | 0.533 | No | Abnormal Event Detection in Videos using Generat... | 2017-08-31 | - |
| 11 | Adversarial Generator | 0.533 | No | Abnormal Event Detection in Videos using Generat... | 2017-08-31 | - |
| 12 | Hasan et al. | 0.528 | No | Learning Temporal Regularity in Video Sequences | 2016-04-15 | Code |
| 13 | Hasan et al. | 0.528 | No | Learning Temporal Regularity in Video Sequences | 2016-04-15 | Code |