Time-Series Anomaly Detection on MITDB
28AUC-PRARTA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ARTA2026.03 | 28 | — | |
| Matrix ProfileDim.=U, Avg. Runtime (s)=687.122025.09 | 25 | — | |
| DeepAnT2026.03 | 20 | — | |
| OmniAnomaly2026.03 | 20 | — | |
| TSPulseProtocol=Fine-Tuned2026.03 | 20 | — | |
| PCA2026.03 | 19 | — | |
| USAD2026.03 | 19 | — | |
| OFA2026.03 | 19 | — | |
| TSPulseProtocol=Zero-Shot2026.03 | 19 | — | |
| FREE2026.03 | 19 | — | |
| AnomalyBERTDim.=U, Avg. Runtime (s)=2594.712025.09 | 18.6 | — | |
| RoseCDLDim.=U, Avg. Runtime (s)=23.472025.09 | 15.5 | — | |
| TimesNetDim.=U, Avg. Runtime (s)=1916.372025.09 | 15.2 | — | |
| TimesFMDim.=U, Avg. Runtime (s)=3986.072025.09 | 13.6 | — | |
| AnomalyTransformerDim.=U, Avg. Runtime (s)=11715.002025.09 | 13.5 | — | |
| TimesNet2026.03 | 13 | — | |
| TranAD2026.03 | 10 | — | |
| FITS2026.03 | 8 | — | |
| KMeansAD2026.03 | 7 | — | |
| LSTMAD2026.03 | 7 | — | |
| AnomalyTransformer2026.03 | 7 | — | |
| IForest2026.03 | 6 | — | |
| RobustPCA2026.03 | 4 | — | |
| EIF2026.03 | 4 | — | |
| COPOD2026.03 | 4 | — | |
| OCSVM2026.03 | 3 | — | |
| KNN2026.03 | 3 | — | |
| LOF2026.03 | 3 | — | |
| CBLOF2026.03 | 3 | — | |
| HBOS2026.03 | 3 | — | |
| AutoEncoder2026.03 | 3 | — | |
| Donut2026.03 | 3 | — | |
| MCD2026.03 | 2 | — | |
| AnomalyTransformer2026.03 | — | 10 | |
| ARTA2026.03 | — | 36 | |
| AutoEncoder2026.03 | — | 7 | |
| CBLOF2026.03 | — | 7 | |
| COPOD2026.03 | — | 7 | |
| DeepAnT2026.03 | — | 25 | |
| Donut2026.03 | — | 8 | |
| EIF2026.03 | — | 7 | |
| FITS2026.03 | — | 13 | |
| FREE2026.03 | — | 15 | |
| HBOS2026.03 | — | 7 | |
| IForest2026.03 | — | 11 | |
| KMeansAD2026.03 | — | 13 | |
| KNN2026.03 | — | 6 | |
| LOF2026.03 | — | 6 | |
| LSTMAD2026.03 | — | 10 | |
| MCD2026.03 | — | 4 | |
| OCSVM2026.03 | — | 7 | |
| OFA2026.03 | — | 26 | |
| OmniAnomaly2026.03 | — | 26 | |
| PCA2026.03 | — | 25 | |
| RobustPCA2026.03 | — | 8 | |
| TimesNet2026.03 | — | 18 | |
| TranAD2026.03 | — | 16 | |
| TSPulseEvaluation Protocol=Zero-Shot2026.03 | — | 22 | |
| TSPulseEvaluation Protocol=Fine-Tuned2026.03 | — | 25 | |
| USAD2026.03 | — | 27 |