Unsupervised Anomaly Detection with Specified Settings -- 20% anomaly
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 1 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 0.99 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.98 | — | Unverified |
| 4 | RSRAE | AUC-ROC | 0.97 | — | Unverified |
| 5 | RSARE | AUC-ROC | 0.97 | — | Unverified |
| 6 | RSRAE | AUC-ROC | 0.94 | — | Unverified |
| 7 | DAGMM | AUC-ROC | 0.91 | — | Unverified |
| 8 | Deep Unsup. | AUC-ROC | 0.87 | — | Unverified |
| 9 | Isolation Forest | AUC-ROC | 0.72 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 0.9 | — | Unverified |
| 2 | DAGMM | AUC-ROC | 0.88 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.85 | — | Unverified |
| 4 | RSRAE | AUC-ROC | 0.81 | — | Unverified |
| 5 | Isolation Forest | AUC-ROC | 0.72 | — | Unverified |
| 6 | Deep Unsup. | AUC-ROC | 0.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 0.95 | — | Unverified |
| 2 | DAGMM | AUC-ROC | 0.91 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.85 | — | Unverified |
| 4 | Deep Unsup. | AUC-ROC | 0.77 | — | Unverified |
| 5 | IF | AUC-ROC | 0.71 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | IF | AUC-ROC | 0.89 | — | Unverified |
| 2 | Deep Unsup. | AUC-ROC | 0.88 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.88 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.78 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.92 | — | Unverified |
| 2 | Isolation Forest | AUC-ROC | 0.81 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.78 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.62 | — | Unverified |
