Anomaly Detection on SWAT Time Series (F1 Point Adjustment)
94.55F1 (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 | 94.55 | |
| OneFitsAllAD Method Category=Task-Specific2025.12 | 94.27 | |
| TimesNetAD Method Category=Task-Specific2025.12 | 92.37 | |
| ACRAD Method Category=Universal2025.12 | 90.7 | |
| DLinearAD Method Category=Task-Specific2025.12 | 89.25 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 85.98 | |
| Anomaly TransformerAD Method Category=Task-Specific2025.12 | 84.29 | |
| UniADAD Method Category=Universal2025.12 | 79.38 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 77.43 |