Anomaly Detection on SMAP (F1-score)
96.69F1 ScoreAnomaly
Evaluation results
| Method | Links | |
|---|---|---|
| Anomaly2025.01 | 96.69 | |
| DGHL2025.01 | 96.38 | |
| THOC2025.01 | 90.68 | |
| Omni2025.01 | 86.92 | |
| GPT2(6)layers=62023.02 | 72.88 | |
| TimesNet2025.01 | 71.52 | |
| Anomaly Transformercriterion=reconstruction error2023.02 | 71.18 | |
| Autoformer2023.02 | 71.12 | |
| Stationary2025.01 | 71.09 | |
| Stationary2023.02 | 71.09 | |
| Pyraformer2023.02 | 71.09 | |
| FEDformer2023.02 | 70.76 | |
| FITS2025.01 | 70.74 | |
| Reformer2023.02 | 70.4 | |
| LogTrans2023.02 | 69.97 | |
| Informer2023.02 | 69.92 | |
| Transformer2023.02 | 69.7 | |
| ETSformer2023.02 | 69.5 | |
| TimesNetreproduced=true2023.02 | 69.39 | |
| Dlinear2025.01 | 69.26 | |
| DLinear2023.02 | 69.26 | |
| LightTS2025.01 | 69.21 | |
| LightTS2023.02 | 69.21 | |
| PatchTST2023.02 | 68.82 | |
| SWIFT2025.01 | 68.16 | |
| OCSVM2025.01 | 56.34 | |
| IForest2025.01 | 55.53 |