Time Series Anomaly Detection on SMD (AUC, F1)
91AUCTimeLAVA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeLAVATime (s)=14.012026.06 | 91 | 52 | |
| TimeInfTime (s)=20.852026.06 | 87 | 25 | |
| Isolation ForestTime (s)=0.302026.06 | 82 | 37 | |
| CATCHTime (s)=3332.202026.06 | 81 | 24 | |
| LSTMTime (s)=307.082026.06 | 79 | 30 | |
| LWCVTime (s)=3369.522026.06 | 79 | 29 | |
| ModernTCNTime (s)=225.662026.06 | 72 | 15 | |
| DCdetectorTime (s)=106.702026.06 | 70 | 25 | |
| Anomaly TransformerTime (s)=246.802026.06 | 51 | 5 |