Anomaly Detection on MSL, PSM, SMAP, SMD, SWAT (test)
86.72Average F1GPT4TS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GPT4TS2024.11 | 86.72 | — | — | — | — | — | — | — | — | |
| GPT4TS2026.03 | 86.72 | — | — | — | — | — | — | 90.46 | 84.17 | |
| UniTSFine-tuning (FT)=true, Shared parameters=true, Few-shot ratio=5%2024.02 | 86.3 | 81.2 | 97.3 | 76 | 84.7 | 92.5 | — | — | — | |
| Peri-midFormer2024.11 | 85.4 | — | — | — | — | — | — | — | — | |
| TimesNet2024.11 | 85.24 | — | — | — | — | — | — | — | — | |
| TimeNet2026.03 | 85.24 | — | — | — | — | — | — | 91.37 | 80.98 | |
| FEDformer2024.11 | 84.97 | — | — | — | — | — | — | — | — | |
| FEDformer2026.03 | 84.97 | — | — | — | — | — | — | 88.61 | 82.83 | |
| One-for-All2026.03 | 84.42 | — | — | — | — | — | — | 90.06 | 80.64 | |
| PatchTSTFine-tuning (FT)=true, Shared parameters=false, Few-shot ratio=5%2024.02 | 84.3 | 79.9 | 96.6 | 68.7 | 83.8 | 92.6 | — | — | — | |
| Autoformer2024.11 | 84.26 | — | — | — | — | — | — | — | — | |
| Autoformer2026.03 | 84.26 | — | — | — | — | — | — | 88.93 | 81.17 | |
| LightTS2024.11 | 84.23 | — | — | — | — | — | — | — | — | |
| LightTS2026.03 | 84.23 | — | — | — | — | — | — | 90.49 | 80.03 | |
| iTransformerFine-tuning (FT)=true, Shared parameters=false, Few-shot ratio=5%2024.02 | 83.1 | 80.4 | 96.5 | 67.2 | 82.4 | 89 | — | — | — | |
| ETSformer2024.11 | 82.87 | — | — | — | — | — | — | — | — | |
| ETSformer2026.03 | 82.87 | — | — | — | — | — | — | 90.83 | 77.11 | |
| PatchTST2024.11 | 82.79 | — | — | — | — | — | — | — | — | |
| Pyraformer2024.11 | 82.57 | — | — | — | — | — | — | — | — | |
| DLinear2024.11 | 82.46 | — | — | — | — | — | — | — | — | |
| UniTSPrompting (PMT)=true, Shared parameters=true, Few-shot ratio=5%2024.02 | 82.3 | 75.4 | 95.5 | 65.8 | 82.3 | 92.5 | — | — | — | |
| Non-stationary Transformer (Station)2024.11 | 82.08 | — | — | — | — | — | — | — | — | |
| TStationary2026.03 | 82.08 | — | — | — | — | — | — | 82.42 | 84.58 | |
| Anomaly2024.11 | 80.5 | — | — | — | — | — | — | — | — | |
| Anomaly TransformerShared parameters=false, Few-shot ratio=5%2024.02 | 79.2 | 78 | 90.2 | 68.3 | 77.8 | 81.5 | — | — | — | |
| Informer2024.11 | 78.83 | — | — | — | — | — | — | — | — | |
| Informer2026.03 | 78.83 | — | — | — | — | — | — | 78.61 | 82.78 | |
| Reformer2024.11 | 77.31 | — | — | — | — | — | — | — | — | |
| Reformer2026.03 | 77.31 | — | — | — | — | — | — | 78.29 | 80.38 | |
| Transformer2024.11 | 76.88 | — | — | — | — | — | — | — | — | |
| LogTrans2024.11 | 76.6 | — | — | — | — | — | — | — | — | |
| TimesNetFine-tuning (FT)=true, Shared parameters=false, Few-shot ratio=5%2024.02 | 74.2 | 33.9 | 91 | 68.5 | 84 | 93.4 | — | — | — |