ECG Anomaly Detection on MIT-BIH Arrhythmia Database AAMI (test)
98.7AccuracyShaker et al. End-to-end
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Shaker et al. End-to-endArchitecture=GAN2022.07 | 98.7 | 99 | 90.1 | 95.9 | 92.9 | |
| Shaker et al. Two-stageArchitecture=GAN2022.07 | 98.6 | 98.8 | 88.6 | 96.4 | 92.4 | |
| EnsembleArchitecture=CNN, Personalized=true, Zero-shot=true, Strategy=Confidence-threshold2022.07 | 98.2 | 98.8 | 91.9 | 93.7 | 92.8 | |
| Ensemble (avg.)Architecture=CNN, Personalized=true, Zero-shot=true, Strategy=Average2022.07 | 98.1 | 98.8 | 91.8 | 92.6 | 92.2 | |
| Zhou et al.Architecture=GAN, Zero-shot=true2022.07 | 97.9 | 98.9 | 90.8 | 89.7 | 90.2 | |
| Domain AdaptationArchitecture=CNN, Personalized=true, Zero-shot=true2022.07 | 97.8 | 98.7 | 91.1 | 90.7 | 90.9 | |
| ABSArchitecture=CNN, Personalized=true, Zero-shot=true2022.07 | 97.7 | 99.5 | 95.6 | 82.5 | 88.6 | |
| Energy-efficient (40%)Architecture=CNN, Personalized=true, Zero-shot=true, Efficiency=40%2022.07 | 97.3 | 99 | 92 | 85.9 | 88.8 | |
| Zhai et al.Architecture=CNN, Personalized=true2022.07 | 96.8 | 97.6 | 87.9 | 92 | 89.9 | |
| BaselineArchitecture=CNN, Personalized=true, Zero-shot=true2022.07 | 96.5 | 98.7 | 89.9 | 80.9 | 85.2 | |
| Kiranyaz et al.Architecture=CNN, Personalized=true2022.07 | 95.9 | 97.1 | 84.2 | 88.8 | 86.4 | |
| SAE-basedArchitecture=SR-based, Personalized=true, Zero-shot=true2022.07 | 94.7 | 96.8 | 77.9 | 79.4 | 78.6 | |
| NPE-basedArchitecture=SR-based, Personalized=true, Zero-shot=true2022.07 | 94.7 | 96.8 | 77.9 | 79.4 | 78.6 | |
| Li et al.Architecture=CNN2022.07 | 92 | 91.8 | 62.8 | 93.3 | 75.1 |