Anomaly Detection on MSL (F1)
87.5F1 ScoreDCdetector
Evaluation Results
| Method | Links | |
|---|---|---|
| DCdetector2026.06 | 87.5 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 86.52 | |
| TimesNet2026.06 | 86.1 | |
| TimesNetMethod Category=Task-Specific2025.12 | 85.78 | |
| DLinearMethod Category=Task-Specific2025.12 | 85.41 | |
| ICAD-LLMMethod Category=Universal2025.12 | 85.15 | |
| AnomalyTran2026.06 | 85.1 | |
| DLinear2025.02 | 84.88 | |
| TimeBlocks2026.06 | 84.8 | |
| Anomaly TransformerMethod Category=Task-Specific2025.12 | 84.12 | |
| Informer2025.02 | 84.06 | |
| GTM2025.02 | 82.53 | |
| OneFitsAllMethod Category=Task-Specific2025.12 | 82.48 | |
| GPT4TS2025.02 | 82.45 | |
| UniADMethod Category=Universal2025.12 | 81.99 | |
| TimesNet2025.02 | 81.84 | |
| PatchTST2026.06 | 81.8 | |
| NeuTraL ADMethod Category=Universal2025.12 | 79.68 | |
| Autoformer2025.02 | 79.05 | |
| PatchTST2025.02 | 78.7 | |
| TTM2026.06 | 78.7 | |
| FEDformer2025.02 | 78.57 | |
| Lag-Llama2026.06 | 78.5 | |
| ACRMethod Category=Universal2025.12 | 76.43 | |
| TimeMixer2026.06 | 74.4 | |
| Autoformer2026.06 | 74 | |
| Moment2026.06 | 72.7 |