Label decoupling strategy for 12-lead ECG classification

Shuo Zhang, Yuwen Li, Xingyao Wang, Hongxiang Gao, Jianqing Li, Chengyu Liu

Abstract: Highlights•Three defects exist in the traditional ECG classification approaches using deep learning.•A label decoupling strategy is proposed to improve these flaws.•Some metric learning techniques are introduced to further develop its large-margin version.•Our approach obtains better performance than tested popular methods in this field.