Time Series Anomaly Detection on WADI
87.71F1 ScoreRF
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RFCategory=STAD2025.11 | 87.71 | 61.83 | 90.38 | 88.91 | 97.58 | 91.77 | |
| ExtraTreesCategory=STAD2025.11 | 84.94 | 63.07 | 87.16 | 79.12 | 99.1 | 95.48 | |
| STANDCategory=STAD2025.11 | 82.03 | 65.24 | 89.93 | 84.07 | 91.72 | 87.08 | |
| LightGBMCategory=STAD2025.11 | 80.95 | 66.43 | 91.93 | 89.76 | 96.89 | 92.03 | |
| SVMCategory=STAD2025.11 | 80.41 | 32.21 | 92.49 | 84.41 | 93.89 | 87.95 | |
| AdaBoostCategory=STAD2025.11 | 78.4 | 24.53 | 83.81 | 78.44 | 91.84 | 75.43 | |
| TIMELAVA2026.06 | 43 | — | — | — | 85 | — | |
| PCACategory=UTAD-I2025.11 | 39.07 | 14.39 | 81.74 | 58.92 | 81.07 | 37.04 | |
| OmniCategory=UTAD-II2025.11 | 39.02 | 10.84 | 72.07 | 52.59 | 79.13 | 38.82 | |
| Isolation Forest2026.06 | 34 | — | — | — | 74 | — | |
| A.T.Category=UTAD-II2025.11 | 28.02 | 3.88 | 74.06 | 22 | 61.97 | 20.27 | |
| AECategory=UTAD-II2025.11 | 27 | 15.04 | 74.26 | 42.28 | 64.38 | 16.65 | |
| CNNCategory=UTAD-II2025.11 | 24.2 | 2.39 | 78.57 | 43.04 | 66.08 | 24 | |
| LSTMCategory=UTAD-II2025.11 | 23.98 | 2.47 | 78.7 | 43.07 | 70.8 | 25.67 | |
| TranADCategory=UTAD-II2025.11 | 23.23 | 2.6 | 77.8 | 40.01 | 72.76 | 30.27 | |
| USADCategory=UTAD-II2025.11 | 23.01 | 8.36 | 77.83 | 39.86 | 73.6 | 28.02 | |
| M2N2Category=UTAD-II2025.11 | 20.75 | 1.69 | 74.89 | 22.97 | 64.38 | 22.25 | |
| TimeInf2026.06 | 14 | — | — | — | 63 | — | |
| CATCHCategory=UTAD-II2025.11 | 13.64 | 0.26 | 74.92 | 31.67 | 69.76 | 21.18 | |
| KMeansCategory=UTAD-I2025.11 | 12.72 | 6.46 | 66.56 | 28.87 | 64.7 | 13.79 | |
| IForestCategory=UTAD-I2025.11 | 10.99 | 7.83 | 61.99 | -11.06 | 74.7 | 17.17 | |
| HBOSCategory=UTAD-I2025.11 | 9.86 | 9.44 | 67.4 | 6.38 | 73.97 | 18.5 | |
| LSTM2026.06 | 8 | — | — | — | 49 | — | |
| Anomaly Transformer2026.06 | 6 | — | — | — | 50 | — | |
| RandomCategory=UTAD-I2025.11 | 4.9 | -0.07 | 69.16 | -6.51 | 49.8 | 8.47 | |
| ARIMA/VAR2026.06 | 4 | — | — | — | 41 | — |