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Unsupervised Anomaly Detection With Specified 20
Metrics
AUC-ROC
Results
Performance results of various models on this benchmark
| Paper Title | Repository | ||
|---|---|---|---|
| Shell-Renormalized | 0.997 | Shell Theory: A Statistical Model of Reality | - |
| LVAD | 0.979 | Locally varying distance transform for unsupervised visual anomaly detection | - |
| RSRAE | 0.972 | Robust Subspace Recovery Layer for Unsupervised Anomaly Detection | |
| Deep Unsup. | 0.906 | Deep unsupervised anomaly detection | - |
| DAGMM | 0.826 | Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection | - |
| IF | 0.797 | Isolation forest | - |
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