Anomaly Detection on SWaT (F1/R-A-R/V-R Metrics)
98.02F1 ScoreGDformer
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GDformer2025.01 | 98.02 | 98.37 | 96.96 | 98.09 | 96.72 | |
| MtsCID2025.01 | 96.91 | 61.16 | 65.91 | 61.5 | 65.91 | |
| SensitiveHUE2025.01 | 96.45 | 88.18 | 88.77 | 88.11 | 88.63 | |
| DCdetector2025.01 | 96.33 | 96.61 | 94.03 | 96.81 | 94.21 | |
| MEMTO2025.01 | 95.83 | 90.91 | 72.34 | 90.95 | 72.39 | |
| AnomalyTrans2025.01 | 94.22 | 84.42 | 79.91 | 84.37 | 87.97 | |
| ModernTCN2025.01 | 93.86 | 86.42 | 85.87 | 86.44 | 85.84 | |
| TimeBlocks2026.06 | 91.5 | — | — | — | — | |
| DCdetector2026.06 | 91.4 | — | — | — | — | |
| TimeMixer2026.06 | 90.1 | — | — | — | — | |
| AnomalyTran2026.06 | 89.4 | — | — | — | — | |
| TTM2026.06 | 88.3 | — | — | — | — | |
| TimesNet2026.06 | 87.9 | — | — | — | — | |
| Autoformer2026.06 | 82.7 | — | — | — | — | |
| PatchTST2026.06 | 82.2 | — | — | — | — | |
| Moment2026.06 | 81.5 | — | — | — | — | |
| Lag-Llama2026.06 | 76.7 | — | — | — | — |