Arrhythmia Detection 벤치마크
Arrhythmia Detection on MIT-BIH Arrhythmia Database
F1
- 2022-07-14 — Ensemble CNN Classifier with Domain Adaptation: F1 92.8
- 2023-06-29 — ATD: F1 98.2
| Rank | Model | F1 | Precision | Recall | specificity | Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|
| 1 | ATD | 98.2 | – | – | – | 98.9 | Alternative Telescopic Displacement: An Efficient Multimodal Alignment Method | D-ST-Sword/ATD | 2023 |
| 2 | Ensemble CNN Classifier with Domain Adaptation | 92.8 | 91.9 | 93.7 | 98.8 | 98.2 | A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG Surveillance | mertduman/zero-shot-ecg | 2022 |
| 3 | ATD | 98.2 | – | – | – | 98.9 | Alternative Telescopic Displacement: An Efficient Multimodal Alignment Method | D-ST-Sword/ATD | 2023 |
| 4 | Ensemble CNN Classifier with Domain Adaptation | 92.8 | 91.9 | 93.7 | 98.8 | 98.2 | A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG Surveillance | mertduman/zero-shot-ecg | 2022 |