Time-Series Anomaly Detection on SMD
0.91VUS-ROCOmniAnomaly
Evaluation Results
| Method | Links | |
|---|---|---|
| OmniAnomaly2026.03 | 0.91 | |
| FREE2026.03 | 0.91 | |
| ARTA2026.03 | 0.91 | |
| PCA2026.03 | 0.9 | |
| TSPulseEvaluation Protocol=Fine-Tuned2026.03 | 0.9 | |
| DeepAnT2026.03 | 0.89 | |
| TimesNet2026.03 | 0.89 | |
| TSPulseEvaluation Protocol=Zero-Shot2026.03 | 0.88 | |
| USAD2026.03 | 0.87 | |
| KMeansAD2026.03 | 0.86 | |
| FITS2026.03 | 0.86 | |
| EIF2026.03 | 0.85 | |
| KNN2026.03 | 0.84 | |
| TranAD2026.03 | 0.84 | |
| MCD2026.03 | 0.81 | |
| HBOS2026.03 | 0.8 | |
| CBLOF2026.03 | 0.79 | |
| Donut2026.03 | 0.78 | |
| COPOD2026.03 | 0.78 | |
| OCSVM2026.03 | 0.77 | |
| IForest2026.03 | 0.77 | |
| OFA2026.03 | 0.77 | |
| AutoEncoder2026.03 | 0.76 | |
| LOF2026.03 | 0.75 | |
| RobustPCA2026.03 | 0.58 | |
| LSTMAD2026.03 | 0.48 | |
| AnomalyTransformer2026.03 | 0.48 |