Time-Series Anomaly Detection on MITDB (AUC-ROC)
0.73AUC-ROCARTA
Evaluation results
| Method | Links | |
|---|---|---|
| ARTA2026.03 | 0.73 | |
| DeepAnT2026.03 | 0.67 | |
| TSPulseEvaluation Protocol=FT2026.03 | 0.67 | |
| USAD2026.03 | 0.66 | |
| OmniAnomaly2026.03 | 0.65 | |
| TimesNet2026.03 | 0.65 | |
| PCA2026.03 | 0.64 | |
| FITS2026.03 | 0.64 | |
| IForest2026.03 | 0.62 | |
| TranAD2026.03 | 0.62 | |
| OFA2026.03 | 0.62 | |
| FREE2026.03 | 0.62 | |
| KMeansAD2026.03 | 0.58 | |
| TSPulseEvaluation Protocol=ZS2026.03 | 0.57 | |
| OCSVM2026.03 | 0.53 | |
| HBOS2026.03 | 0.53 | |
| Donut2026.03 | 0.53 | |
| CBLOF2026.03 | 0.52 | |
| AutoEncoder2026.03 | 0.52 | |
| EIF2026.03 | 0.52 | |
| COPOD2026.03 | 0.51 | |
| KNN2026.03 | 0.5 | |
| LOF2026.03 | 0.5 | |
| LSTMAD2026.03 | 0.49 | |
| AnomalyTransformer2026.03 | 0.49 | |
| RobustPCA2026.03 | 0.47 | |
| MCD2026.03 | 0.23 |