Time Series Anomaly Detection on MSL (VUS-ROC, VUS-PR)
0.8232VUS-ROCSCAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SCAN2026.06 | 0.8232 | 0.3315 | — | |
| LEFT2026.02 | 0.8157 | 0.3342 | — | |
| CrossAD2026.02 | 0.8091 | 0.3144 | — | |
| CrossAD2026.06 | 0.8091 | 0.3144 | — | |
| DADA2026.06 | 0.7918 | 0.3028 | — | |
| TimesNet2026.02 | 0.788 | 0.2731 | — | |
| TimesNet2026.06 | 0.788 | 0.2731 | — | |
| TimeMixer2026.02 | 0.7858 | 0.2461 | — | |
| TimeMixer2026.06 | 0.7858 | 0.2461 | — | |
| ModernTCN2026.02 | 0.7747 | 0.301 | — | |
| ModernTCN2026.06 | 0.7747 | 0.301 | — | |
| GPT4TS2026.02 | 0.7697 | 0.2769 | — | |
| GPT4TS2026.06 | 0.7697 | 0.2769 | — | |
| KAN-AD2026.06 | 0.6629 | 0.2107 | — | |
| HBOS2026.02 | 0.6265 | 0.179 | — | |
| HBOS2026.06 | 0.6265 | 0.179 | — | |
| PCA2026.02 | 0.62 | 0.2 | 0.15 | |
| LSTM2026.02 | 0.6163 | 0.1681 | — | |
| LSTM2026.06 | 0.6163 | 0.1681 | — | |
| PCA2026.02 | 0.6108 | 0.1889 | — | |
| PCA2026.06 | 0.6108 | 0.1889 | — | |
| D3R2026.02 | 0.61 | 0.15 | 0.18 | |
| LOF2026.02 | 0.6081 | 0.1715 | — | |
| LOF2026.06 | 0.6081 | 0.1715 | — | |
| DAGMM2026.02 | 0.6069 | 0.1803 | — | |
| DAGMM2026.06 | 0.6069 | 0.1803 | — | |
| AE2026.02 | 0.6047 | 0.189 | — | |
| AE2026.06 | 0.6047 | 0.189 | — | |
| OC-SVM2026.02 | 0.59 | 0.18 | 0.13 | |
| ALoRa-Det2026.02 | 0.58 | 0.15 | 0.28 | |
| OCSVM2026.02 | 0.5798 | 0.1753 | — | |
| OCSVM2026.06 | 0.5798 | 0.1753 | — | |
| IsolationForest2026.02 | 0.57 | 0.17 | 0.14 | |
| IForest2026.02 | 0.5638 | 0.1631 | — | |
| IForest2026.06 | 0.5638 | 0.1631 | — | |
| Omni2026.02 | 0.549 | 0.1973 | — | |
| Omni2026.06 | 0.549 | 0.1973 | — | |
| CAE2026.02 | 0.5382 | 0.1639 | — | |
| CAE2026.06 | 0.5382 | 0.1639 | — | |
| LODA2026.02 | 0.5375 | 0.1689 | — | |
| LODA2026.06 | 0.5375 | 0.1689 | — | |
| InterFusion2026.02 | 0.53 | 0.12 | 0.14 | |
| NPSR2026.02 | 0.53 | 0.13 | 0.2 | |
| SARAD2026.02 | 0.53 | 0.13 | 0.12 | |
| A.T.2026.02 | 0.51 | 0.12 | 0.14 | |
| MEMTO2026.06 | 0.5077 | 0.1521 | — | |
| OmniAnomaly2026.02 | 0.5 | 0.11 | 0.12 | |
| MEMTO2026.02 | 0.5 | 0.12 | 0.13 | |
| MtsCID2026.02 | 0.4686 | 0.1181 | — | |
| MtsCID2026.06 | 0.4686 | 0.1181 | — | |
| DC2026.02 | 0.39 | 0.0948 | — | |
| DC2026.06 | 0.39 | 0.0948 | — | |
| AT2026.02 | 0.389 | 0.1041 | — | |
| AT2026.06 | 0.389 | 0.1041 | — | |
| KNN2026.02 | 0.37 | 0.08 | 0.11 |