Time Series Anomaly Detection on Flight1
83.3PrecisionQwen1.5-1.8B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen1.5-1.8B2025.01 | 83.3 | 50 | 62.5 | |
| CoLLaTe-GMMDistribution Model=GMM2025.01 | 80.5 | 97.8 | 87.2 | |
| CoLLaTe-HalfGaussianDistribution Model=HalfGaussian2025.01 | 79 | 97.8 | 86.6 | |
| DCdetector2025.01 | 75.9 | 61.5 | 66.4 | |
| GPT42025.01 | 75.4 | 67.3 | 62 | |
| AnomalyTransformer2025.01 | 75 | 64.9 | 68.5 | |
| MSCRED2025.01 | 69 | 94.7 | 76.8 | |
| CoLLaTeAblation Module=w/o collaborative loss2025.01 | 67.5 | 83 | 66.7 | |
| CoLLaTeAblation Module=w/o λ1, λ22025.01 | 63.1 | 89.4 | 64.8 | |
| OmniAnomaly2025.01 | 61.9 | 100 | 72.1 | |
| CoLLaTeAblation Module=w/o alignment module2025.01 | 60.6 | 100 | 72.9 | |
| CoLLaTeAblation Module=w/o LLM2025.01 | 56.6 | 100 | 69.4 | |
| TranAD2025.01 | 34 | 100 | 49.7 | |
| LLMAD2025.01 | 13.8 | 98.2 | 22.6 | |
| OneFitsAll2025.01 | 13.3 | 100 | 23.5 | |
| Moment2025.01 | 10 | 100 | 18.2 |