Arrhythmia Detection Based on WGAN-GP and SE-ResNet1D

A WGAN-GP-based ECG signal expansion and an SE-ResNet1D-based ECG classification method are proposed to address the problem of poor modeling results due to the imbalanced sample distribution of ECG data sets. The network architectures of WGAN-GP and SE-ResNet1D are designed according to the characte...

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Bibliographic Details
Main Authors: Jing Qin, Fujie Gao, Zumin Wang, Lu Liu, Changqing Ji
Format: Article
Language:English
Published: MDPI AG 2022-10-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/11/21/3427