Time Series Anomaly Detection on UEA CT
0.997ROC-AUCSINBAD
Evaluation Results
| Method | Links | |
|---|---|---|
| SINBAD2023.02 | 0.997 | |
| NeuTraL2023.02 | 0.993 | |
| LOF2023.02 | 0.978 | |
| GOAD2023.02 | 0.977 | |
| OCSVM2023.02 | 0.974 | |
| RNN2023.02 | 0.963 | |
| DeepSVDD2023.02 | 0.957 | |
| DROCC2023.02 | 0.953 | |
| IF2023.02 | 0.943 | |
| IMPACTExperimental Setting=Open-Set2026.03 | 0.9196 | |
| DAGMM2023.02 | 0.898 | |
| DRAExperimental Setting=Open-Set2026.03 | 0.8873 | |
| DSADExperimental Setting=Open-Set2026.03 | 0.8777 | |
| WSAD-DTExperimental Setting=Open-Set2026.03 | 0.8518 | |
| MOSADExperimental Setting=Open-Set2026.03 | 0.8042 | |
| LSTM-ED2023.02 | 0.79 | |
| InvADExperimental Setting=Open-Set2026.03 | 0.7571 | |
| THOCExperimental Setting=Unsupervised2026.03 | 0.745 | |
| NCADExperimental Setting=Open-Set2026.03 | 0.643 | |
| GPT4TSExperimental Setting=Unsupervised2026.03 | 0.6032 | |
| DADAExperimental Setting=Unsupervised2026.03 | 0.5608 | |
| COUTAExperimental Setting=Unsupervised2026.03 | 0.5109 | |
| TCN-AEExperimental Setting=Unsupervised2026.03 | 0.5002 | |
| DevNetExperimental Setting=Open-Set2026.03 | 0.4963 | |
| DCdetectorExperimental Setting=Unsupervised2026.03 | 0.492 | |
| TranADExperimental Setting=Unsupervised2026.03 | 0.2928 |