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Unsupervised Anomaly Detection With Specified 7
Metrics
AUC-ROC
Results
Performance results of various models on this benchmark
| Paper Title | Repository | ||
|---|---|---|---|
| Shell-Renormalized | 0.894 | Shell Theory: A Statistical Model of Reality | - |
| DAGMM | 0.850 | Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection | - |
| LVAD | 0.816 | Locally varying distance transform for unsupervised visual anomaly detection | - |
| RSRAE | 0.739 | Robust Subspace Recovery Layer for Unsupervised Anomaly Detection | |
| Deep Unsup. | 0.689 | Deep unsupervised anomaly detection | - |
| IF | 0.661 | Isolation forest | - |
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