Time Series Anomaly Detection on ECG
80.9AUC-PRDIF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIFBackbone=Dilated CNN2022.06 | 80.9 | 99.7 | |
| iForestRepresentation=TS2Vec2022.06 | 71.1 | 98.7 | |
| LeSiNNRepresentation=TS2Vec2022.06 | 71 | 98.7 | |
| EIFRepresentation=TS2Vec2022.06 | 70.5 | 98.6 | |
| eTranADEnsemble=true2022.06 | 69.2 | 97.6 | |
| RoseCDLDim.=U, Avg. Runtime (s)=23.472025.09 | 53.4 | — | |
| Matrix ProfileDim.=U, Avg. Runtime (s)=687.122025.09 | 16.3 | — | |
| TimesNetDim.=U, Avg. Runtime (s)=1916.372025.09 | 15.1 | — | |
| TimesFMDim.=U, Avg. Runtime (s)=3986.072025.09 | 15 | — | |
| AnomalyBERTDim.=U, Avg. Runtime (s)=2594.712025.09 | 9.9 | — | |
| AnomalyTransformerDim.=U, Avg. Runtime (s)=11715.002025.09 | 9.5 | — | |
| DAGMMDim.=U, Avg. Runtime (s)=23221.202025.09 | 7.7 | — |