Anomaly Detection on SMAP Time Series (F1 Point Adjustment)
75.27F1 (Point Adjustment)ICAD-LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 75.27 | |
| UniADAD Method Category=Universal2025.12 | 74.02 | |
| OneFitsAllAD Method Category=Task-Specific2025.12 | 72.84 | |
| TimesNetAD Method Category=Task-Specific2025.12 | 72.07 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 71.95 | |
| Anomaly TransformerAD Method Category=Task-Specific2025.12 | 71.57 | |
| DLinearAD Method Category=Task-Specific2025.12 | 70.39 | |
| ACRAD Method Category=Universal2025.12 | 69.48 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 64.29 |