Anomaly Detection on MSL (P, R, F1, Avg F1)
85.51PrecisionReformer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReformerYear=20202024.06 | 85.51 | 83.31 | 84.4 | 77.31 | |
| ETSformerYear=20222024.06 | 85.13 | 84.93 | 85.03 | 82.87 | |
| CrossFormerYear=20232024.06 | 84.68 | 83.71 | 84.19 | 83.45 | |
| DLinearYear=20232024.06 | 84.34 | 85.42 | 84.88 | 82.46 | |
| PatchTSTYear=20232024.06 | 84.07 | 86.23 | 85.14 | 84.82 | |
| ChimeraYear=ours2024.06 | 84.01 | 86.83 | 85.39 | 86.69 | |
| ModernTCNYear=20242024.06 | 83.94 | 85.93 | 84.92 | 86.62 | |
| TimesNet (R)Year=20232024.06 | 83.92 | 86.42 | 85.15 | 86.34 | |
| PyraformerYear=20212024.06 | 83.81 | 85.93 | 84.86 | 82.57 | |
| TimesNet (I)Year=20232024.06 | 82.97 | 85.42 | 84.18 | 85.49 | |
| LightTSYear=20222024.06 | 82.4 | 75.78 | 78.95 | 84.23 | |
| InformerYear=20212024.06 | 81.77 | 86.48 | 84.06 | 78.83 | |
| Anomaly*Year=20212024.06 | 79.61 | 87.37 | 83.31 | 80.5 | |
| LSTMYear=19972024.06 | 78.04 | 86.22 | 81.93 | 77.97 | |
| LSSLYear=20222024.06 | 77.55 | 88.18 | 82.53 | 76.74 | |
| AutoformerYear=20212024.06 | 77.27 | 80.92 | 79.05 | 84.26 | |
| FEDformerYear=20222024.06 | 77.14 | 80.07 | 78.57 | 84.97 | |
| TCNYear=20192024.06 | 75.11 | 82.44 | 78.6 | 77.24 | |
| LogTransYear=20192024.06 | 73.05 | 87.37 | 79.57 | 76.6 | |
| TransformerYear=20172024.06 | 71.57 | 87.37 | 78.68 | 76.88 | |
| StationaryYear=20222024.06 | 68.55 | 89.14 | 77.5 | 82.08 |