Unsupervised Anomaly Detection with Specified Settings -- 30% anomaly
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | DAGMM | AUC-ROC | 0.85 | — | Unverified |
| 2 | RSRAE | AUC-ROC | 0.84 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.78 | — | Unverified |
| 4 | Deep Unsup. | AUC-ROC | 0.74 | — | Unverified |
| 5 | Isolation Forest | AUC-ROC | 0.69 | — | Unverified |
| 6 | Shell-Renormalized | AUC-ROC | 0.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 0.89 | — | Unverified |
| 2 | DAGMM | AUC-ROC | 0.85 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.82 | — | Unverified |
| 4 | Deep Unsup. | AUC-ROC | 0.69 | — | Unverified |
| 5 | IF | AUC-ROC | 0.66 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 1 | — | Unverified |
| 2 | LVAD | AUC-ROC | 0.98 | — | Unverified |
| 3 | DAGMM | AUC-ROC | 0.88 | — | Unverified |
| 4 | Deep Unsup. | AUC-ROC | 0.87 | — | Unverified |
| 5 | Isolation Forest | AUC-ROC | 0.64 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | IF | AUC-ROC | 0.89 | — | Unverified |
| 2 | LVAD | AUC-ROC | 0.87 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.86 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.77 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.9 | — | Unverified |
| 2 | Deep Unsup. | AUC-ROC | 0.84 | — | Unverified |
| 3 | IF | AUC-ROC | 0.8 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.61 | — | Unverified |
