Atrial Fibrillation Detection Using Weight-Pruned, Log-Quantised Convolutional Neural Networks

• Main Authors: Chang, Xiu Qi, Chew, Ann Feng, Choong, Benjamin Chen Ming, Wang, Shuhui, Han, Rui, He, Wang, Xiaolin, Li, Panicker, Rajesh C, John, Deepu
• Format: Journal Article
• Language: English
• Published: 14.06.2022
• Subjects: Computer Science - Learning

Deep neural networks (DNN) are a promising tool in medical applications. However, the implementation of complex DNNs on battery-powered devices is challenging due to high energy costs for communication. In this work, a convolutional neural network model is developed for detecting atrial fibrillation...