Anomaly Detection on SMD (F1 Point Adjustment)
88.47F1 (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 | 88.47 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 88.24 | |
| OneFitsAllAD Method Category=Task-Specific2025.12 | 86.92 | |
| TimesNetAD Method Category=Task-Specific2025.12 | 85.94 | |
| Anomaly TransformerAD Method Category=Task-Specific2025.12 | 85.68 | |
| UniADAD Method Category=Universal2025.12 | 84.32 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 81.47 | |
| DLinearAD Method Category=Task-Specific2025.12 | 79.34 | |
| ACRAD Method Category=Universal2025.12 | 74.38 |