Time Series Anomaly Detection on Flight2
89.7PrecisionCoLLaTe-HalfGaussian
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoLLaTe-HalfGaussianDistribution Model=HalfGaussian2025.01 | 89.7 | 89.1 | 88.3 | |
| CoLLaTe-GMMDistribution Model=GMM2025.01 | 83.5 | 97.8 | 88.9 | |
| CoLLaTeAblation Module=w/o LLM2025.01 | 77.5 | 81.9 | 70.2 | |
| DCdetector2025.01 | 74.9 | 74.2 | 74.6 | |
| CoLLaTeAblation Module=w/o alignment module2025.01 | 68.2 | 76.2 | 62.7 | |
| OmniAnomaly2025.01 | 57.9 | 100 | 63.7 | |
| AnomalyTransformer2025.01 | 54.9 | 46.9 | 48.4 | |
| MSCRED2025.01 | 50.2 | 98.7 | 59.5 | |
| Qwen1.5-1.8B2025.01 | 45.7 | 88.9 | 60.4 | |
| CoLLaTeAblation Module=w/o λ1, λ22025.01 | 43.6 | 75.5 | 53 | |
| CoLLaTeAblation Module=w/o collaborative loss2025.01 | 41.6 | 99.1 | 52.9 | |
| GPT42025.01 | 32.2 | 100 | 42.2 | |
| OneFitsAll2025.01 | 26.1 | 54.6 | 35.3 | |
| TranAD2025.01 | 22.5 | 100 | 36.7 | |
| LLMAD2025.01 | 17.1 | 87.3 | 27.4 | |
| Moment2025.01 | 11.1 | 100 | 20 |