A Lightweight Deep Learning Model for Fast Electrocardiographic Beats Classification With a Wearable Cardiac Monitor: Development and Validation Study.

Eunjoo Jeon Kyusam Oh Soonhwan Kwon HyeongGwan Son Yongkeun Yun Eun-Soo Jung Min Soo Kim

Published in: JMIR medical informatics (2020)

Both our baseline and lightweight models achieved cardiologist-level accuracies. Furthermore, our lightweight model is competitive on CPU-based wearable hardware.

Keyphrases

deep learning
left ventricular
machine learning
heart rate
convolutional neural network
heart failure
blood pressure
left atrial
mitral valve
catheter ablation