Multivariate Time Series Anomaly Detection on PSM (Precision, Recall, F1-score, AUC-ROC)
97.43F1-scoreUniTS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniTSParameters@MSL=8,066,3762024.11 | 97.43 | — | — | — | |
| TimesNetParameters@MSL=75,2232024.11 | 97.38 | — | — | — | |
| FEDformerParameters@MSL=1,119,9822024.11 | 97.23 | — | — | — | |
| KAN-ADParameters@MSL=4,4912024.11 | 96.5 | — | — | — | |
| DLinearParameters@MSL=20,2002024.11 | 93.55 | — | — | — | |
| AutoformerParameters@MSL=325,4312024.11 | 93.29 | — | — | — | |
| ContrastADPoint-adjustment=true, Seeds=52026.05 | 91.17 | 96.87 | 86.21 | 97.79 | |
| MSHTransPoint-adjustment=true, Seeds=52026.05 | 90.56 | 95.82 | 85.88 | 96.26 | |
| Anomaly TransformerParameters@MSL=4,863,0552024.11 | 79.4 | — | — | — | |
| CatchPoint-adjustment=true, Seeds=52026.05 | 78.78 | 80.4 | 82.87 | 94.22 | |
| DTransPoint-adjustment=true, Seeds=52026.05 | 77.16 | 76.78 | 77.55 | 74.86 | |
| InformerParameters@MSL=504,1742024.11 | 77.1 | — | — | — | |
| FuSAGPoint-adjustment=true, Seeds=52026.05 | 62.38 | 52.57 | 76.7 | 76.41 | |
| MemStrPoint-adjustment=true, Seeds=52026.05 | 56.86 | 49.41 | 66.97 | 69.37 | |
| CSTGLPoint-adjustment=true, Seeds=52026.05 | 43.46 | 27.77 | 99.95 | 55.08 | |
| MTGPoint-adjustment=true, Seeds=52026.05 | 41.64 | 73.47 | 29.07 | 72.83 | |
| GDNPoint-adjustment=true, Seeds=52026.05 | 38.55 | 59.17 | 28.61 | 66.9 |