Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomaly on Fashion-MNIST
Metric: AUC-ROC (higher is better)
Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Isolation Forest | 0.908 | No | - | - | - |
| 2 | RSRAE | 0.9 | No | Robust Subspace Recovery Layer for Unsupervised ... | 2019-03-30 | Code |
| 3 | LVAD | 0.896 | No | - | - | Code |
| 4 | DAGMM | 0.784 | No | - | - | Code |
| 5 | Deep Unsup. | 0.765 | No | - | - | - |