Time Series Anomaly Detection on UCR
0.332VUS-PRMatrixProfile
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MatrixProfile2026.04 | 0.332 | — | 0.872 | 0.292 | — | 0.888 | — | — | — | — | — | — | 0.548 | |
| JuRe2026.04 | 0.202 | — | 0.69 | 0.198 | — | 0.734 | — | — | — | — | — | — | 0.368 | |
| Stream-VAE2026.04 | 0.179 | — | 0.761 | 0.171 | — | 0.804 | — | — | — | — | — | — | 0.308 | |
| KMeansADvariant=adaptive window2026.03 | 0.15 | 0.52 | 0.99 | 0.51 | 0.98 | 0.99 | 0.55 | 0.63 | 0.75 | 1 | 0.5 | — | — | |
| KMeansAD2026.04 | 0.135 | — | 0.716 | 0.15 | — | 0.774 | — | — | — | — | — | — | 0.276 | |
| AxonAD2026.04 | 0.13 | — | 0.674 | 0.127 | — | 0.758 | — | — | — | — | — | — | 0.424 | |
| ARTA2026.03 | 0.12 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN2026.03 | 0.11 | 0.51 | 0.69 | 0.42 | 1 | 0.83 | 0.44 | 0.45 | 0.76 | 1 | 0.91 | — | — | |
| CNN2026.04 | 0.082 | — | 0.663 | 0.1 | — | 0.748 | — | — | — | — | — | — | 0.428 | |
| MOMENTevaluation protocol=Fine-Tuning2026.03 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IForest2026.04 | 0.073 | — | 0.615 | 0.069 | — | 0.678 | — | — | — | — | — | — | 0.116 | |
| OmniAnomaly2026.04 | 0.072 | — | 0.555 | 0.073 | — | 0.615 | — | — | — | — | — | — | 0.132 | |
| TimesFM2026.03 | 0.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Chronos2026.03 | 0.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MOMENTevaluation protocol=Zero-Shot2026.03 | 0.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| USAD2026.04 | 0.07 | — | 0.552 | 0.072 | — | 0.626 | — | — | — | — | — | — | 0.188 | |
| LSTMAD2026.04 | 0.062 | — | 0.627 | 0.092 | — | 0.715 | — | — | — | — | — | — | 0.392 | |
| AutoEncoder2026.04 | 0.058 | — | 0.571 | 0.056 | — | 0.651 | — | — | — | — | — | — | 0.236 | |
| LOF2026.04 | 0.047 | — | 0.59 | 0.057 | — | 0.69 | — | — | — | — | — | — | 0.212 | |
| OFA2026.03 | 0.02 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Lag-Llama2026.03 | 0.02 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyTr.2026.04 | 0.018 | — | 0.518 | 0.012 | — | 0.556 | — | — | — | — | — | — | 0.168 | |
| TimesNet2026.04 | 0.017 | — | 0.515 | 0.012 | — | 0.609 | — | — | — | — | — | — | 0.22 | |
| TranAD2026.04 | 0.015 | — | 0.511 | 0.017 | — | 0.616 | — | — | — | — | — | — | 0.132 | |
| Donut2026.04 | 0.014 | — | 0.499 | 0.015 | — | 0.604 | — | — | — | — | — | — | 0.096 | |
| COUTAExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5344 | — | |
| DADAExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5006 | — | |
| DCdetectorExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.514 | — | |
| DevNetExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.4982 | — | |
| DRAExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5438 | — | |
| DSADExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5199 | — | |
| GPT4TSExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.546 | — | |
| IMPACTExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5921 | — | |
| InvADExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5564 | — | |
| MOSADExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5476 | — | |
| NCADExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5502 | — | |
| TCN-AEExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5063 | — | |
| THOCExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5275 | — | |
| TranADExperimental Setting=Unsupervised2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.4926 | — | |
| WSAD-DTExperimental Setting=Open-Set2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.5147 | — |