Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomaly
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | RSRAE | AUC-ROC | 0.98 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 0.98 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.98 | — | Unverified |
| 4 | RSRAE | AUC-ROC | 0.96 | — | Unverified |
| 5 | RSRAE | AUC-ROC | 0.92 | — | Unverified |
| 6 | Shell-Renormalized | AUC-ROC | 0.87 | — | Unverified |
| 7 | DAGMM | AUC-ROC | 0.78 | — | Unverified |
| 8 | Isolation Forest | AUC-ROC | 0.78 | — | Unverified |
| 9 | Deep Unsup. | AUC-ROC | 0.55 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.97 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 0.97 | — | Unverified |
| 3 | RSRAE | AUC-ROC | 0.95 | — | Unverified |
| 4 | RSRAE | AUC-ROC | 0.85 | — | Unverified |
| 5 | RSRAE | AUC-ROC | 0.79 | — | Unverified |
| 6 | Isolation Forest | AUC-ROC | 0.78 | — | Unverified |
| 7 | RSRAE | AUC-ROC | 0.76 | — | Unverified |
| 8 | DAGMM | AUC-ROC | 0.62 | — | Unverified |
| 9 | Deep Unsup. | AUC-ROC | 0.53 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 1 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 1 | — | Unverified |
| 3 | Isolation Forest | AUC-ROC | 0.89 | — | Unverified |
| 4 | Shell-Renormalized | AUC-ROC | 0.8 | — | Unverified |
| 5 | DAGMM | AUC-ROC | 0.57 | — | Unverified |
| 6 | Deep Unsup. | AUC-ROC | 0.38 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.93 | — | Unverified |
| 2 | Isolation Forest | AUC-ROC | 0.89 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.84 | — | Unverified |
| 4 | Shell-Renormalized | AUC-ROC | 0.74 | — | Unverified |
| 5 | DAGMM | AUC-ROC | 0.49 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Isolation Forest | AUC-ROC | 0.91 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 0.9 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.9 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.78 | — | Unverified |
| 5 | Deep Unsup. | AUC-ROC | 0.77 | — | Unverified |
