Time Series Anomaly Detection on SWaT (CCE, F1, Aff-F1, UAff-F1, AUC, V-PR)
69F1Isolation Forest
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Isolation Forest2026.06 | 69 | — | — | — | 87 | — | |
| TIMELAVA2026.06 | 68 | — | — | — | 86 | — | |
| CNNCategory=UTAD-II2025.11 | 58.34 | 29.04 | 5.46 | 5.46 | 86.77 | 60.84 | |
| TranADCategory=UTAD-II2025.11 | 58.34 | 29.78 | 5.34 | 5.34 | 88.47 | 63.5 | |
| USADCategory=UTAD-II2025.11 | 58.34 | 29.79 | 5.33 | 5.33 | 88.71 | 63.04 | |
| OmniCategory=UTAD-II2025.11 | 58.34 | 29.8 | 5.31 | 5.31 | 88.85 | 59.3 | |
| A.T.Category=UTAD-II2025.11 | 58.34 | 29.31 | 5.35 | 5.35 | 74.39 | 47.13 | |
| LSTMCategory=UTAD-II2025.11 | 58.32 | 29.54 | 5.41 | 5.41 | 86.63 | 68.63 | |
| STANDCategory=STAD2025.11 | 57.95 | 71.48 | 87.84 | 87.42 | 92.02 | 87.14 | |
| RFCategory=STAD2025.11 | 56.73 | 61.42 | 86.06 | 85.08 | 95.92 | 89.24 | |
| ExtraTreesCategory=STAD2025.11 | 53.87 | 69.03 | 81.26 | 81.22 | 97.01 | 92.69 | |
| AdaBoostCategory=STAD2025.11 | 52.01 | 18.69 | 50.13 | 42.59 | 86.71 | 41.43 | |
| PCACategory=UTAD-I2025.11 | 48.84 | 4.52 | 66.17 | 30.8 | 89.73 | 61.73 | |
| LightGBMCategory=STAD2025.11 | 48.82 | 66.51 | 75.89 | 70.81 | 94.87 | 80.76 | |
| SVMCategory=STAD2025.11 | 35.33 | 26.95 | 81.49 | 80.25 | 93.29 | 88.62 | |
| M2N2Category=UTAD-II2025.11 | 23.99 | 0.01 | 75.65 | 42.15 | 81.15 | 33.29 | |
| Anomaly Transformer2026.06 | 22 | — | — | — | 60 | — | |
| KMeansCategory=UTAD-I2025.11 | 19.49 | 4.79 | 78.12 | 46.24 | 33.06 | 18.18 | |
| AECategory=UTAD-II2025.11 | 17.87 | 16.25 | 74.95 | 40.34 | 84.69 | 45.08 | |
| LSTM2026.06 | 16 | — | — | — | 30 | — | |
| ARIMA/VAR2026.06 | 11 | — | — | — | 46 | — | |
| HBOSCategory=UTAD-I2025.11 | 10.38 | 9.65 | 71.49 | 24.54 | 75.08 | 26.34 | |
| CATCHCategory=UTAD-II2025.11 | 9.33 | 0.02 | 73.41 | 23.84 | 29.78 | 11.87 | |
| TimeInf2026.06 | 8 | — | — | — | 61 | — | |
| RandomCategory=UTAD-I2025.11 | 7.07 | -0.48 | 68.96 | -3.13 | 49.96 | 12.77 | |
| IForestCategory=UTAD-I2025.11 | 6.02 | -2.02 | 62.11 | -9.86 | 32.74 | 10.37 |