Time Series Anomaly Detection on SWaT (test)
98.93Affiliation PrecisionCOUTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COUTA2026.05 | 98.93 | 76.06 | 86.01 | |
| U2AD2026.05 | 92.84 | 99.78 | 96.19 | |
| IsolationForest2026.05 | 88.25 | 81.02 | 84.48 | |
| Tcn-ED2026.05 | 88.02 | 85.28 | 86.54 | |
| NCAD2026.05 | 87.83 | 86.84 | 87.34 | |
| LSTM-VAE2026.05 | 81.63 | 79.98 | 80.8 | |
| Omni2026.02 | 62.76 | 82.82 | 71.41 | |
| PCA2026.02 | 62.32 | 82.96 | 71.18 | |
| TimeRadar2026.02 | 62.23 | 97.4 | 76.73 | |
| CAE-Ensemble2026.02 | 62.1 | 82.9 | 71.01 | |
| BeatGAN2026.02 | 61.89 | 83.46 | 71.08 | |
| TimesFM2026.02 | 61.63 | 85.95 | 71.79 | |
| D3R2026.02 | 60.14 | 97.57 | 74.39 | |
| DAGMM2026.02 | 59.42 | 92.36 | 72.32 | |
| DADA2026.02 | 59.22 | 97.54 | 73.7 | |
| ModernTCN2026.02 | 59.14 | 89.22 | 71.13 | |
| SensitiveHUE2026.02 | 58.91 | 91.71 | 71.74 | |
| GPT4TS2026.02 | 56.84 | 91.46 | 70.11 | |
| OCSVM2026.02 | 56.8 | 98.72 | 72.11 | |
| MEMTO2026.02 | 56.47 | 98.02 | 71.66 | |
| LODA2026.02 | 56.3 | 70.34 | 62.54 | |
| Chronos-Bolt2026.02 | 56.19 | 96.53 | 70.98 | |
| AE2026.02 | 54.92 | 98.2 | 70.45 | |
| HBOS2026.02 | 54.49 | 91.35 | 68.26 | |
| Anomaly Transformer2026.02 | 53.63 | 98.27 | 69.39 | |
| DCdetector2026.02 | 53.25 | 98.12 | 69.03 | |
| LOF2026.02 | 53.2 | 96.73 | 68.65 | |
| IForest2026.02 | 53.03 | 99.95 | 69.3 | |
| TimeMoE2026.02 | 52.81 | 99.58 | 69.02 | |
| SEMPO2026.02 | 51.97 | 71.82 | 60.31 | |
| LSTM2026.02 | 49.99 | 82.11 | 62.15 |