Anomaly Detection on STL-10
Metric: AUC-ROC (higher is better)
Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Shell-Renormalized | 0.999 | Yes | - | - | Code |
| 2 | LVAD | 0.996 | No | - | - | Code |
| 3 | LVAD | 0.977 | No | - | - | Code |
| 4 | RSRAE | 0.944 | No | Robust Subspace Recovery Layer for Unsupervised ... | 2019-03-30 | Code |
| 5 | DAGMM | 0.883 | No | - | - | Code |
| 6 | Deep Unsup. | 0.866 | No | - | - | - |
| 7 | Isolation Forest | 0.638 | No | - | - | - |