Automatic Sleep Stage Classification Using Deep Learning Algorithm for Multi-Institutional Database

Automatic Sleep Stage Classification Using Deep Learning Algorithm for Multi-Institutional Database

Recent deep learning studies for sleep stage classification with polysomnography (PSG) data show two directions, either using 1-dimensional (1-D) raw PSG data or spectrogram images time-frequency domain. We propose a novel approach using images generated from time-signal display of a PSG dataset for...

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Bibliographic Details
Main Authors: Yunhee Woo, Dongyoung Kim, Jaemin Jeong, Won-Sook Lee, Jeong-Gun Lee, Dong-Kyu Kim
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Deep learning
image classification
sleep
rapid eye movement sleep
Online Access:https://ieeexplore.ieee.org/document/10122964/

Internet

https://ieeexplore.ieee.org/document/10122964/

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