Time Series Anomaly Detection on Mustang
100PrecisionAnomalyTransformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyTransformer2025.01 | 100 | 89.1 | 93.5 | |
| CoLLaTe-HalfGaussianDistribution Model=HalfGaussian2025.01 | 100 | 94.3 | 96.7 | |
| CoLLaTe-GMMDistribution Model=GMM2025.01 | 98 | 100 | 98.9 | |
| DCdetector2025.01 | 96.8 | 71.8 | 79.9 | |
| CoLLaTeAblation Module=w/o λ1, λ22025.01 | 96.8 | 93.3 | 94.3 | |
| CoLLaTeAblation Module=w/o LLM2025.01 | 95 | 94.3 | 93.8 | |
| CoLLaTeAblation Module=w/o alignment module2025.01 | 91.4 | 100 | 95.3 | |
| MSCRED2025.01 | 87.1 | 96 | 89.6 | |
| TranAD2025.01 | 86.5 | 91.8 | 86.7 | |
| OmniAnomaly2025.01 | 81.2 | 96.8 | 87.8 | |
| CoLLaTeAblation Module=w/o collaborative loss2025.01 | 61.5 | 93.3 | 73.8 | |
| Qwen1.5-1.8B2025.01 | 48.3 | 36.2 | 41.4 | |
| GPT42025.01 | 45 | 79.7 | 44.8 | |
| OneFitsAll2025.01 | 36.6 | 31.8 | 34 | |
| LLMAD2025.01 | 6.8 | 80 | 12.2 | |
| Moment2025.01 | 5.4 | 100 | 10.2 |