Time-Series Anomaly Detection on LTDB (VUS-ROC)
0.82VUS-ROCTSPulse
Evaluation results
| Method | Links | |
|---|---|---|
| TSPulseEvaluation Protocol=Fine-Tuned2026.03 | 0.82 | |
| PCA2026.03 | 0.78 | |
| OmniAnomaly2026.03 | 0.78 | |
| USAD2026.03 | 0.78 | |
| TSPulseEvaluation Protocol=Zero-Shot2026.03 | 0.74 | |
| ARTA2026.03 | 0.74 | |
| DeepAnT2026.03 | 0.72 | |
| IForest2026.03 | 0.71 | |
| TimesNet2026.03 | 0.68 | |
| TranAD2026.03 | 0.68 | |
| OFA2026.03 | 0.68 | |
| FITS2026.03 | 0.67 | |
| FREE2026.03 | 0.67 | |
| KMeansAD2026.03 | 0.63 | |
| Donut2026.03 | 0.62 | |
| COPOD2026.03 | 0.61 | |
| MCD2026.03 | 0.6 | |
| AutoEncoder2026.03 | 0.6 | |
| RobustPCA2026.03 | 0.6 | |
| HBOS2026.03 | 0.59 | |
| CBLOF2026.03 | 0.58 | |
| EIF2026.03 | 0.58 | |
| OCSVM2026.03 | 0.57 | |
| KNN2026.03 | 0.53 | |
| LOF2026.03 | 0.53 | |
| LSTMAD2026.03 | 0.51 | |
| AnomalyTransformer2026.03 | 0.51 |