Time-Series Anomaly Detection on SWAT (F1, AUROC, AUPR, VUS-ROC, VUS-PR)
0.831AUROCHBOS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HBOS2024.10 | 0.831 | — | — | — | — | 0.65 | |
| ASTERModel Category=LLM-based2026.04 | 0.823 | 0.695 | 0.542 | 0.757 | 0.506 | — | |
| PCA2024.10 | 0.819 | — | — | — | — | 0.708 | |
| TranADModel Category=Deep Learning-based2026.04 | 0.818 | 0.321 | 0.729 | 0.699 | 0.52 | — | |
| AE2024.10 | 0.817 | — | — | — | — | 0.738 | |
| ChronosModel Category=Pre-Trained Models2026.04 | 0.803 | 0.613 | 0.41 | 0.814 | 0.449 | — | |
| Ocsvm2024.10 | 0.657 | — | — | — | — | 0.703 | |
| DualTF2024.10 | 0.567 | — | — | — | — | 0.695 | |
| DLin2024.10 | 0.521 | — | — | — | — | 0.736 | |
| DC2024.10 | 0.501 | — | — | — | — | 0.696 | |
| TFAD2024.10 | 0.5 | — | — | — | — | 0.686 | |
| ATrans2024.10 | 0.405 | — | — | — | — | 0.696 | |
| IF2024.10 | 0.346 | — | — | — | — | 0.681 | |
| CATCH2024.10 | 0.345 | — | — | — | — | 0.755 | |
| DAGMMModel Category=Deep Learning-based2026.04 | 0.29 | 0.073 | 0.082 | 0.328 | 0.25 | — | |
| TimesNetModel Category=Deep Learning-based2026.04 | 0.288 | 0.077 | 0.107 | 0.392 | 0.169 | — | |
| TsNet2024.10 | 0.288 | — | — | — | — | 0.793 | |
| TimerModel Category=Pre-Trained Models2026.04 | 0.286 | 0.144 | 0.119 | 0.399 | 0.172 | — | |
| MomentModel Category=Pre-Trained Models2026.04 | 0.263 | 0.132 | 0.109 | 0.37 | 0.161 | — | |
| Modern2024.10 | 0.244 | — | — | — | — | 0.728 | |
| TimesFMModel Category=Pre-Trained Models2026.04 | 0.242 | 0.099 | 0.086 | 0.344 | 0.121 | — | |
| iTrans2024.10 | 0.242 | — | — | — | — | 0.718 | |
| Patch2024.10 | 0.242 | — | — | — | — | 0.716 | |
| LLMMixerModel Category=LLM-based2026.04 | 0.24 | 0.098 | 0.086 | 0.342 | 0.12 | — | |
| UniTimeModel Category=LLM-based2026.04 | 0.234 | 0.063 | 0.082 | 0.335 | 0.115 | — | |
| NLin2024.10 | 0.231 | — | — | — | — | 0.715 | |
| GPT4TSModel Category=LLM-based2026.04 | 0.224 | 0.034 | 0.081 | 0.322 | 0.112 | — | |
| CALFModel Category=LLM-based2026.04 | — | 0.075 | — | — | — | — | |
| CATCH2025.05 | — | — | — | 0.462 | 0.241 | — | |
| CCM-TAD2025.05 | — | — | — | 0.758 | 0.779 | — | |
| Sen.H.(On)2025.05 | — | — | — | 0.828 | 0.729 | — | |
| TimesNet2025.05 | — | — | — | 0.541 | 0.223 | — | |
| xLSTMAD2025.05 | — | — | — | 0.625 | 0.469 | — |