Home-Use and Real-Time Sleep-Staging System Based on Eye Masks and Mobile Devices with a Deep Learning Model
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Medical and Biological Engineering"
DOI: 10.1007/s40846-021-00649-5
Abstract: Purpose Sleep is an important human activity. Comfortable sensing and accurate analysis in sleep monitoring is beneficial to many healthcare and medical applications. From 2020, owing to the COVID‑19 pandemic that spreads between people when… read more here.
Keywords: home; system; real time; sleep staging ... See more keywords
Detection of REM sleep behaviour disorder by automated polysomnography analysis
Sign Up to like & getrecommendations! Published in 2019 at "Clinical Neurophysiology"
DOI: 10.1016/j.clinph.2019.01.011
Abstract: OBJECTIVE Evidence suggests Rapid-Eye-Movement (REM) Sleep Behaviour Disorder (RBD) is an early predictor of Parkinson's disease. This study proposes a fully-automated framework for RBD detection consisting of automated sleep staging followed by RBD identification. METHODS… read more here.
Keywords: detection; sleep behaviour; rem sleep; rbd detection ... See more keywords
Comparative analysis of different characteristics of automatic sleep stages
Sign Up to like & getrecommendations! Published in 2019 at "Computer methods and programs in biomedicine"
DOI: 10.1016/j.cmpb.2019.04.004
Abstract: BACKGROUND AND OBJECTIVE With the acceleration of social rhythm and the increase of pressure, there are various sleep problems among people. Sleep staging is an important basis for the diagnosis of sleep disorders and other… read more here.
Keywords: time; comparative analysis; analysis different; sleep staging ... See more keywords
Convolutional neural network is a good technique for sleep staging based on HRV: A comparative analysis
Sign Up to like & getrecommendations! Published in 2022 at "Neuroscience letters"
DOI: 10.1016/j.neulet.2022.136550
Abstract: The fluctuation of heart rate is regulated by autonomic nervous system. In human sleep, the autonomic nervous system plays a leading role. Therefore, we can use heart-rate variability (HRV) to stage the sleep process. Based… read more here.
Keywords: good technique; sleep staging; network good; convolutional neural ... See more keywords
Automated sleep staging model for older adults based on CWT and deep learning
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-07630-1
Abstract: Sleep staging plays a crucial role in the diagnosis and treatment of sleep disorders. Traditional sleep staging requires manual classification by professional technicians based on the characteristic features of each sleep stage. This process is… read more here.
Keywords: ricm sleepnet; model; sleep staging; older adults ... See more keywords
Interbeat interval-based sleep staging: work in progress toward real-time implementation
Sign Up to like & getrecommendations! Published in 2022 at "Physiological Measurement"
DOI: 10.1088/1361-6579/ac5a78
Abstract: Objective. Cardiac activity changes during sleep enable real-time sleep staging. We developed a deep neural network (DNN) to detect sleep stages using interbeat intervals (IBIs) extracted from electrocardiogram signals. Approach. Data from healthy and apnea… read more here.
Keywords: sleep staging; sleep stages; time; real time ... See more keywords
From unsupervised to semi-supervised adversarial domain adaptation in electroencephalography-based sleep staging
Sign Up to like & getrecommendations! Published in 2022 at "Journal of Neural Engineering"
DOI: 10.1088/1741-2552/ac6ca8
Abstract: Objective. The recent breakthrough of wearable sleep monitoring devices has resulted in large amounts of sleep data. However, as limited labels are available, interpreting these data requires automated sleep stage classification methods with a small… read more here.
Keywords: sleep staging; domain adaptation; adaptation; domain ... See more keywords
GraphSleepFormer: a multi-modal graph neural network for sleep staging in OSA patients
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Neural Engineering"
DOI: 10.1088/1741-2552/adb996
Abstract: Objective. Obstructive sleep apnea (OSA) is a prevalent sleep disorder. Accurate sleep staging is one of the prerequisites in the study of sleep-related disorders and the evaluation of sleep quality. We introduce a novel GraphSleepFormer… read more here.
Keywords: osa patients; sleep staging; network; sleep ... See more keywords
250 AI-Supported Sleep Staging from Activity and Heart Rate
Sign Up to like & getrecommendations! Published in 2021 at "Sleep"
DOI: 10.1093/sleep/zsab072.249
Abstract: Polysomnography (PSG) is considered the gold standard for sleep staging but is labor-intensive and expensive. Wrist wearables are an alternative to PSG because of their small form factor and continuous monitoring capability. In this work,… read more here.
Keywords: sleep staging; sleep; class; heart rate ... See more keywords
Certainty about Uncertainty in Sleep Staging; a Theoretical Framework.
Sign Up to like & getrecommendations! Published in 2022 at "Sleep"
DOI: 10.1093/sleep/zsac134
Abstract: Sleep stage classification is an important tool for the diagnosis of sleep disorders. Because sleep staging has such a high impact on clinical outcome, it is important that it is done reliably. However, it is… read more here.
Keywords: sleep staging; uncertainty sleep; uncertainty; theoretical framework ... See more keywords
Automated sleep staging algorithms: have we reached the performance limit due to manual scoring?
Sign Up to like & getrecommendations! Published in 2022 at "Sleep"
DOI: 10.1093/sleep/zsac159
Abstract: Sleep is essential for life, but its measurement has a brief his-tory in evolutionary terms. The most widely accepted way of measuring sleep is via sleep stages derived from analysis of the electroencephalogram (EEG) which… read more here.
Keywords: sleep staging; algorithms reached; staging algorithms; performance limit ... See more keywords