Anomaly Detection on PSM (Precision, Recall, F1, Avg F1)
99.31PrecisionETSformer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ETSformerYear=20222024.06 | 99.31 | 85.28 | 91.76 | 82.87 | |
| AutoformerYear=20212024.06 | 99.08 | 88.15 | 93.29 | 84.26 | |
| PatchTSTYear=20232024.06 | 98.87 | 93.99 | 96.37 | 84.82 | |
| LightTSYear=20222024.06 | 98.37 | 95.97 | 97.15 | 84.23 | |
| DLinearYear=20232024.06 | 98.28 | 89.26 | 93.55 | 82.46 | |
| TimesNet (I)Year=20232024.06 | 98.22 | 92.21 | 95.21 | 85.49 | |
| TimesNet (R)Year=20232024.06 | 98.19 | 96.76 | 97.47 | 86.34 | |
| ModernTCNYear=20242024.06 | 98.09 | 96.38 | 97.23 | 86.62 | |
| StationaryYear=20222024.06 | 97.82 | 96.76 | 97.29 | 82.08 | |
| FEDformerYear=20222024.06 | 97.31 | 97.16 | 97.23 | 84.97 | |
| ChimeraYear=ours2024.06 | 97.3 | 96.19 | 96.74 | 86.69 | |
| CrossFormerYear=20232024.06 | 97.16 | 89.73 | 93.3 | 83.45 | |
| PyraformerYear=20212024.06 | 71.67 | 96.02 | 82.08 | 82.57 | |
| LSTMYear=19972024.06 | 69.24 | 99.53 | 81.67 | 77.97 | |
| Anomaly*Year=20212024.06 | 68.35 | 94.72 | 79.4 | 80.5 | |
| LSSLYear=20222024.06 | 66.02 | 92.93 | 77.2 | 76.74 | |
| InformerYear=20212024.06 | 64.27 | 96.33 | 77.1 | 78.83 | |
| LogTransYear=20192024.06 | 63.06 | 98 | 76.74 | 76.6 | |
| TransformerYear=20172024.06 | 62.75 | 96.56 | 76.07 | 76.88 | |
| ReformerYear=20202024.06 | 59.93 | 95.38 | 73.61 | 77.31 | |
| TCNYear=20192024.06 | 54.59 | 99.77 | 70.57 | 77.24 |