Time-Series Anomaly Detection on Daphnet
38AUC-PRARTA
Evaluation results
| Method | Links | |
|---|---|---|
| ARTA2026.03 | 38 | |
| FITS2026.03 | 34 | |
| TSPulseProtocol=Fine-Tuned2026.03 | 34 | |
| OFA2026.03 | 32 | |
| TSPulseProtocol=Zero-Shot2026.03 | 32 | |
| FREE2026.03 | 32 | |
| TimesNetDim.=U, Avg. Runtime (s)=1916.372025.09 | 28.9 | |
| KMeansAD2026.03 | 27 | |
| TimesNet2026.03 | 25 | |
| KNN2026.03 | 24 | |
| DeepAnT2026.03 | 20 | |
| AnomalyBERTDim.=U, Avg. Runtime (s)=2594.712025.09 | 18.6 | |
| EIF2026.03 | 15 | |
| IForest2026.03 | 14 | |
| HBOS2026.03 | 14 | |
| Donut2026.03 | 14 | |
| OmniAnomaly2026.03 | 14 | |
| PCA2026.03 | 13 | |
| MCD2026.03 | 13 | |
| TranAD2026.03 | 13 | |
| AutoEncoder2026.03 | 12 | |
| USAD2026.03 | 12 | |
| RoseCDLDim.=U, Avg. Runtime (s)=23.472025.09 | 11.1 | |
| LOF2026.03 | 11 | |
| COPOD2026.03 | 11 | |
| Matrix ProfileDim.=U, Avg. Runtime (s)=687.122025.09 | 10.1 | |
| CBLOF2026.03 | 9 | |
| LSTMAD2026.03 | 8 | |
| RobustPCA2026.03 | 7 | |
| AnomalyTransformer2026.03 | 7 | |
| OCSVM2026.03 | 6 | |
| AnomalyTransformerDim.=U, Avg. Runtime (s)=11715.002025.09 | 6 | |
| TimesFMDim.=U, Avg. Runtime (s)=3986.072025.09 | 4.8 |