Anomaly Detection on PSM (F1 Score)
97.64F1 ScoreICAD-LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| ICAD-LLMMethod Category=Task-Specific2025.12 | 97.64 | |
| TimesNet2025.02 | 97.34 | |
| TimesNetMethod Category=Task-Specific2025.12 | 97.33 | |
| FEDformer2025.02 | 97.23 | |
| OneFitsAllMethod Category=Task-Specific2025.12 | 97.16 | |
| UP2ME2025.02 | 97.16 | |
| GPT4TS2025.02 | 97.13 | |
| ICAD-LLMMethod Category=Universal2025.12 | 96.97 | |
| PatchTST2025.02 | 96.08 | |
| GTM2025.02 | 95.43 | |
| DLinearMethod Category=Task-Specific2025.12 | 93.7 | |
| DLinear2025.02 | 93.55 | |
| Autoformer2025.02 | 93.29 | |
| UniADMethod Category=Universal2025.12 | 92.84 | |
| NeuTraL ADMethod Category=Universal2025.12 | 91.64 | |
| ACRMethod Category=Universal2025.12 | 89.53 | |
| Anomaly TransformerMethod Category=Task-Specific2025.12 | 82.36 | |
| Informer2025.02 | 77.1 |