Label decoupling strategy for 12-lead ECG classification

Published: 01 Jan 2023, Last Modified: 16 May 2025Knowl. Based Syst. 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
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.
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