Time Series Anomaly Detection on SMD (VUS-ROC, VUS-PR)
0.9081VUS-ROCSCAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCAN2026.06 | 0.9081 | 0.3203 | |
| CrossAD2026.06 | 0.858 | 0.2344 | |
| TimesNet2026.06 | 0.842 | 0.204 | |
| DADA2026.06 | 0.8276 | 0.1624 | |
| TimeMixer2026.06 | 0.7711 | 0.1391 | |
| ModernTCN2026.06 | 0.7707 | 0.1596 | |
| GPT4TS2026.06 | 0.7679 | 0.1745 | |
| KAN-AD2026.06 | 0.7657 | 0.1593 | |
| AE2026.06 | 0.756 | 0.1542 | |
| IForest2026.06 | 0.7224 | 0.1304 | |
| PCA2026.06 | 0.7174 | 0.1529 | |
| CAE2026.06 | 0.7174 | 0.1376 | |
| Omni2026.06 | 0.708 | 0.134 | |
| LSTM2026.06 | 0.7001 | 0.1395 | |
| DAGMM2026.06 | 0.6988 | 0.1496 | |
| LOF2026.06 | 0.6893 | 0.1076 | |
| LODA2026.06 | 0.6745 | 0.1213 | |
| HBOS2026.06 | 0.667 | 0.1102 | |
| OCSVM2026.06 | 0.6451 | 0.1131 | |
| MEMTO2026.06 | 0.5165 | 0.0824 | |
| MtsCID2026.06 | 0.5162 | 0.0815 | |
| DC2026.06 | 0.5145 | 0.0814 | |
| AT2026.06 | 0.5117 | 0.0796 |