Time Series Anomaly Detection on SWaT
0.7991VUS-ROCLEFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEFT2026.02 | 0.7991 | 0.529 | |
| SCAN2026.06 | 0.7866 | 0.4986 | |
| CrossAD2026.02 | 0.7865 | 0.4767 | |
| CrossAD2026.06 | 0.7865 | 0.4767 | |
| KAN-AD2026.06 | 0.7821 | 0.5829 | |
| DADA2026.06 | 0.7714 | 0.4422 | |
| MEMTO2026.06 | 0.7354 | 0.2858 | |
| HBOS2026.02 | 0.7084 | 0.4602 | |
| HBOS2026.06 | 0.7084 | 0.4602 | |
| LOF2026.02 | 0.6667 | 0.4187 | |
| LOF2026.06 | 0.6667 | 0.4187 | |
| LODA2026.02 | 0.6358 | 0.3531 | |
| LODA2026.06 | 0.6358 | 0.3531 | |
| Omni2026.02 | 0.6187 | 0.4475 | |
| Omni2026.06 | 0.6187 | 0.4475 | |
| PCA2026.02 | 0.6149 | 0.4459 | |
| PCA2026.06 | 0.6149 | 0.4459 | |
| CAE2026.02 | 0.5939 | 0.4104 | |
| CAE2026.06 | 0.5939 | 0.4104 | |
| OCSVM2026.02 | 0.5903 | 0.4396 | |
| AE2026.02 | 0.5903 | 0.4144 | |
| OCSVM2026.06 | 0.5903 | 0.4396 | |
| AE2026.06 | 0.5903 | 0.4144 | |
| DAGMM2026.02 | 0.5746 | 0.4731 | |
| DAGMM2026.06 | 0.5746 | 0.4731 | |
| AT2026.02 | 0.5561 | 0.2679 | |
| AT2026.06 | 0.5561 | 0.2679 | |
| LSTM2026.02 | 0.5482 | 0.22 | |
| LSTM2026.06 | 0.5482 | 0.22 | |
| DC2026.02 | 0.5191 | 0.1495 | |
| DC2026.06 | 0.5191 | 0.1495 | |
| MtsCID2026.02 | 0.5021 | 0.1283 | |
| MtsCID2026.06 | 0.5021 | 0.1283 | |
| IForest2026.02 | 0.3677 | 0.1011 | |
| IForest2026.06 | 0.3677 | 0.1011 | |
| TimesNet2026.02 | 0.2974 | 0.1158 | |
| TimesNet2026.06 | 0.2974 | 0.1158 | |
| ModernTCN2026.02 | 0.2735 | 0.0941 | |
| ModernTCN2026.06 | 0.2735 | 0.0941 | |
| TimeMixer2026.02 | 0.2673 | 0.0918 | |
| TimeMixer2026.06 | 0.2673 | 0.0918 | |
| GPT4TS2026.02 | 0.2537 | 0.0846 | |
| GPT4TS2026.06 | 0.2537 | 0.0846 |