Multivariate Time Series Anomaly Detection on SWaT (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)
0.911AUC-PRCCM-TAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCM-TAD2025.05 | 0.911 | — | — | — | |
| Sen.H.(On)2025.05 | 0.852 | — | — | — | |
| xLSTMAD2025.05 | 0.805 | — | — | — | |
| CAROTS2025.05 | 0.764 | — | — | — | |
| CAROTS+2025.05 | 0.76 | — | — | — | |
| TranAD2026.05 | 0.7256 | 0.8179 | 0.6041 | 0.4226 | |
| AT2026.05 | 0.7238 | 0.8164 | 0.5894 | 0.3888 | |
| DIF2026.05 | 0.7107 | 0.8195 | 0.5913 | 0.3993 | |
| SARAD2026.05 | 0.6529 | 0.8075 | 0.6914 | 0.4977 | |
| BeatGAN2026.05 | 0.6272 | 0.7973 | 0.7149 | 0.6195 | |
| U2AD2026.05 | 0.6056 | 0.8263 | 0.7322 | 0.5661 | |
| InterFusion2026.05 | 0.5847 | 0.7113 | 0.6462 | 0.563 | |
| DAGMM2026.05 | 0.5557 | 0.71 | 0.6673 | 0.5227 | |
| Deep SVDD2026.05 | 0.5138 | 0.7977 | 0.6401 | 0.392 | |
| DCdetector2026.05 | 0.4782 | 0.6008 | 0.5587 | 0.4246 | |
| ImDiffusion2026.05 | 0.4018 | 0.6222 | 0.5417 | 0.3224 | |
| OmniAno2026.05 | 0.3665 | 0.5785 | 0.5859 | 0.3518 | |
| CATCH2025.05 | 0.166 | — | — | — | |
| TimesNet2025.05 | 0.155 | — | — | — | |
| TimesNet2026.05 | 0.0863 | 0.2389 | 0.2688 | 0.0938 |