Anomaly Detection on SMAP (Precision, Recall, F1, Avg F1)
93.17PrecisionModernTCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ModernTCNYear=20242024.06 | 93.17 | 57.69 | 71.26 | 86.62 | |
| ChimeraYear=ours2024.06 | 93.05 | 58.12 | 71.55 | 86.69 | |
| LightTSYear=20222024.06 | 92.58 | 55.27 | 69.21 | 84.23 | |
| PyraformerYear=20212024.06 | 92.54 | 57.71 | 71.09 | 82.57 | |
| TimesNet (R)Year=20232024.06 | 92.52 | 58.29 | 71.52 | 86.34 | |
| PatchTSTYear=20232024.06 | 92.43 | 57.51 | 70.91 | 84.82 | |
| DLinearYear=20232024.06 | 92.32 | 55.41 | 69.26 | 82.46 | |
| ETSformerYear=20222024.06 | 92.25 | 55.75 | 69.5 | 82.87 | |
| CrossFormerYear=20232024.06 | 92.04 | 55.37 | 69.14 | 83.45 | |
| Anomaly*Year=20212024.06 | 91.85 | 58.11 | 71.18 | 80.5 | |
| TimesNet (I)Year=20232024.06 | 91.5 | 57.8 | 70.85 | 85.49 | |
| LSTMYear=19972024.06 | 91.06 | 57.49 | 70.48 | 77.97 | |
| ReformerYear=20202024.06 | 90.91 | 57.44 | 70.4 | 77.31 | |
| FEDformerYear=20222024.06 | 90.47 | 58.1 | 70.76 | 84.97 | |
| AutoformerYear=20212024.06 | 90.4 | 58.62 | 71.12 | 84.26 | |
| InformerYear=20212024.06 | 90.11 | 57.13 | 69.92 | 78.83 | |
| LSSLYear=20222024.06 | 89.43 | 53.43 | 66.9 | 76.74 | |
| TransformerYear=20172024.06 | 89.37 | 57.12 | 69.7 | 76.88 | |
| StationaryYear=20222024.06 | 89.37 | 59.02 | 71.09 | 82.08 | |
| LogTransYear=20192024.06 | 89.15 | 57.59 | 69.97 | 76.6 | |
| TCNYear=20192024.06 | 86.9 | 59.23 | 70.45 | 77.24 |