Anomaly Detection on HVCM
0.981AUC-ROC (DV/DT)PW-First+SE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PW-First+SESource=ours, Channel Selection=joint-channel, Model Type=supervised classification2026.05 | 0.981 | 0.934 | 0.913 | 0.92 | 0.966 | 0.951 | |
| Multi-module CVAESource=[3], Channel Selection=best single-channel (post-hoc), Model Type=unsupervised reconstruction2026.05 | 0.98 | 0.85 | 0.84 | 0.83 | 0.93 | 0.96 | |
| PW-FirstSource=ours, Channel Selection=joint-channel, Model Type=supervised classification2026.05 | 0.979 | 0.927 | 0.894 | 0.905 | 0.955 | 0.937 | |
| StandardSource=ours, Channel Selection=joint-channel, Model Type=supervised classification2026.05 | 0.974 | 0.881 | 0.841 | 0.89 | 0.957 | 0.942 | |
| DSSource=ours, Channel Selection=joint-channel, Model Type=supervised classification2026.05 | 0.974 | 0.894 | 0.854 | 0.9 | 0.952 | 0.933 |