Time Series Anomaly Detection on MSL (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)
76.2AUC-ROCVAN-AD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VAN-AD2026.03 | 76.2 | 29.3 | 77.8 | 29.7 | |
| Timer2026.03 | 63.7 | 15.5 | 70 | 22.9 | |
| CATCH2026.03 | 62.7 | 15.4 | 69.9 | 22.9 | |
| KNN2026.03 | 62.3 | 20 | 64.2 | 24.2 | |
| CBLOF2026.03 | 62.2 | 18.1 | 68.4 | 22.4 | |
| Modern2026.03 | 62.1 | 14.5 | 69.3 | 22.1 | |
| GPT4TS2026.03 | 59.4 | 13.7 | 66.5 | 19.9 | |
| CALF2026.03 | 59.2 | 14.3 | 66.9 | 21.5 | |
| iTrans2026.03 | 58.9 | 14.1 | 66.8 | 21.7 | |
| CAROTS2026.03 | 55.7 | 15.4 | 61.2 | 16.7 | |
| LOF2026.03 | 55.7 | 12 | 61.7 | 18.1 | |
| PCA2026.03 | 55.2 | 15.7 | 62.2 | 20 | |
| ContraAD2026.03 | 54.8 | 11.1 | 63.6 | 16.7 | |
| DADA2026.03 | 54.7 | 13.8 | 63 | 20 | |
| MtsCID2026.03 | 50 | 10.6 | 51.1 | 15 | |
| DualTF2026.03 | 49.9 | 11.4 | 59.3 | 17.3 | |
| U2AD2026.05 | 0.7314 | 0.2186 | 0.6921 | 0.2398 | |
| U2AD2026.05 | 0.7314 | 0.2186 | 0.6921 | 0.2398 | |
| BeatGAN2026.05 | 0.6809 | 0.1311 | 0.6902 | 0.1413 | |
| LSTM2026.05 | 0.6484 | 0.0771 | 0.5732 | 0.0805 | |
| LSTM-VAE2026.05 | 0.6254 | 0.0987 | 0.6155 | 0.0947 | |
| InterFusion2026.05 | 0.6225 | 0.1069 | 0.6398 | 0.112 | |
| AT2026.05 | 0.5967 | 0.1294 | 0.6565 | 0.1788 | |
| Deep SVDD2026.05 | 0.5933 | 0.1363 | 0.6548 | 0.1925 | |
| OmniAno2026.05 | 0.5814 | 0.178 | 0.607 | 0.1579 | |
| TimesNet2026.05 | 0.5727 | 0.1441 | 0.6564 | 0.213 | |
| NCAD2026.05 | 0.5678 | 0.1046 | 0.4926 | 0.1134 | |
| SARAD2026.05 | 0.5602 | 0.1709 | 0.6111 | 0.1748 | |
| Isolation Forest2026.05 | 0.5441 | 0.1227 | 0.6371 | 0.1799 | |
| DCdetector2026.05 | 0.542 | 0.1183 | 0.6768 | 0.1629 | |
| TcnED2026.05 | 0.535 | 0.1397 | 0.596 | 0.1815 | |
| TranAD2026.05 | 0.531 | 0.1365 | 0.5928 | 0.1788 | |
| Couta2026.05 | 0.5221 | 0.1491 | 0.5932 | 0.1788 | |
| DAGMM2026.05 | 0.4715 | 0.1552 | 0.4912 | 0.1449 | |
| DIF2026.05 | 0.4306 | 0.1482 | 0.5231 | 0.1717 | |
| ImDiffusion2026.05 | 0.4021 | 0.2079 | 0.3727 | 0.21 |