Unsupervised Anomaly Detection with Specified Settings -- 10% anomaly
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 1 | — | Unverified |
| 2 | DAGMM | AUC-ROC | 0.96 | — | Unverified |
| 3 | LVAD | AUC-ROC | 0.93 | — | Unverified |
| 4 | Deep Unsup. | AUC-ROC | 0.86 | — | Unverified |
| 5 | IF | AUC-ROC | 0.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.9 | — | Unverified |
| 2 | Shell-Renormalized | AUC-ROC | 0.9 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.85 | — | Unverified |
| 4 | IF | AUC-ROC | 0.79 | — | Unverified |
| 5 | DAGMM | AUC-ROC | 0.78 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | Shell-Renormalized | AUC-ROC | 1 | — | Unverified |
| 2 | LVAD | AUC-ROC | 0.98 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.91 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.83 | — | Unverified |
| 5 | IF | AUC-ROC | 0.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | IF | AUC-ROC | 0.92 | — | Unverified |
| 2 | LVAD | AUC-ROC | 0.9 | — | Unverified |
| 3 | Deep Unsup. | AUC-ROC | 0.88 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.79 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|
| 1 | LVAD | AUC-ROC | 0.94 | — | Unverified |
| 2 | Deep Unsup. | AUC-ROC | 0.85 | — | Unverified |
| 3 | IF | AUC-ROC | 0.82 | — | Unverified |
| 4 | DAGMM | AUC-ROC | 0.63 | — | Unverified |
