Time Series Anomaly Detection on Mackey
97PrecisionCoLLaTe-HalfGaussian
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoLLaTe-HalfGaussianDistribution Model=HalfGaussian2025.01 | 97 | 99.6 | 98.2 | |
| CoLLaTe-GMMDistribution Model=GMM2025.01 | 96.2 | 99.6 | 97.8 | |
| AnomalyTransformer2025.01 | 93.4 | 80.7 | 85.1 | |
| CoLLaTeAblation Module=w/o alignment module2025.01 | 92.7 | 99.6 | 95.9 | |
| CoLLaTeAblation Module=w/o LLM2025.01 | 92.5 | 99.6 | 95.7 | |
| MSCRED2025.01 | 82.9 | 96 | 88.2 | |
| GPT42025.01 | 81.3 | 97 | 86.2 | |
| OmniAnomaly2025.01 | 76.1 | 99.5 | 82.2 | |
| CoLLaTeAblation Module=w/o λ1, λ22025.01 | 52.2 | 97 | 59.4 | |
| CoLLaTeAblation Module=w/o collaborative loss2025.01 | 49 | 99.6 | 57.8 | |
| Qwen1.5-1.8B2025.01 | 44.2 | 98.6 | 61 | |
| OneFitsAll2025.01 | 35.5 | 52.4 | 42.3 | |
| TranAD2025.01 | 30.1 | 50 | 36.7 | |
| Timer2025.01 | 24.2 | 54.1 | 33.4 | |
| DCdetector2025.01 | 20 | 20 | 20 | |
| Moment2025.01 | 8.6 | 91.9 | 15.7 | |
| LLMAD2025.01 | 7.7 | 69.6 | 13.2 | |
| sigLLM2025.01 | 6.3 | 58.9 | 10.7 |