Time Series Anomaly Detection on PSM (Affiliation-F1, F1_T, Standard-F1, VUS-PR)
39Standard-F1ARTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARTA2026.03 | 39 | — | — | — | |
| AutoEncoder2026.03 | 37 | — | — | — | |
| MCD2026.03 | 35 | — | — | — | |
| KMeansAD2026.03 | 33 | — | — | — | |
| OCSVM2026.03 | 31 | — | — | — | |
| OmniAnomalyTraining Setting=Full-Shot2026.02 | 30.43 | 58.17 | 30.42 | 18.58 | |
| USADTraining Setting=Full-Shot2026.02 | 28.41 | 57.86 | 28.96 | 17.59 | |
| CBLOF2026.03 | 28 | — | — | — | |
| OmniAnomaly2026.03 | 28 | — | — | — | |
| VETimeTraining Setting=Zero-Shot2026.02 | 27.05 | 77.27 | 39.06 | 23.86 | |
| VETimeTraining Setting=Full-Shot2026.02 | 27.05 | 77.27 | 39.06 | 23.86 | |
| PCA2026.03 | 27 | — | — | — | |
| EIF2026.03 | 27 | — | — | — | |
| COPOD2026.03 | 27 | — | — | — | |
| TimeRCDTraining Setting=Zero-Shot2026.02 | 26 | 81.61 | 37.98 | 18.69 | |
| IForest2026.03 | 26 | — | — | — | |
| TranADTraining Setting=Full-Shot2026.02 | 25.63 | 73.83 | 25.49 | 16.49 | |
| HBOS2026.03 | 25 | — | — | — | |
| Donut2026.03 | 25 | — | — | — | |
| OFA2026.03 | 25 | — | — | — | |
| FREE2026.03 | 25 | — | — | — | |
| Time MOETraining Setting=Zero-Shot2026.02 | 24.8 | 54.74 | 26.82 | 15.68 | |
| DADA†Training Setting=Zero-Shot2026.02 | 24.07 | 81.27 | 31.84 | 17.17 | |
| LSTMAD2026.03 | 24 | — | — | — | |
| DeepAnT2026.03 | 24 | — | — | — | |
| USAD2026.03 | 24 | — | — | — | |
| AnomalyTransformer2026.03 | 24 | — | — | — | |
| MOMENT†Training Setting=Zero-Shot2026.02 | 23.83 | 65.79 | 27.77 | 16.48 | |
| TS-PulseTraining Setting=Zero-Shot2026.02 | 22.31 | 70.28 | 25.39 | 14.48 | |
| TranAD2026.03 | 22 | — | — | — | |
| TSPulseEvaluation Protocol=Fine-Tuned2026.03 | 22 | — | — | — | |
| KNN2026.03 | 20 | — | — | — | |
| LOF2026.03 | 20 | — | — | — | |
| RobustPCA2026.03 | 20 | — | — | — | |
| TimesNet2026.03 | 20 | — | — | — | |
| FITS2026.03 | 20 | — | — | — | |
| TSPulseEvaluation Protocol=Zero-Shot2026.03 | 20 | — | — | — | |
| LOFTraining Setting=Full-Shot2026.02 | 18.8 | 61.98 | 25.58 | 13.58 |