In this project, I will explore the capabilities of infrared-based video technology, machine
learning and deep neural network algorithms to perform contact-free REM sleep staging in …

Polysomnography (PSG) remains the gold standard for sleep monitoring but is obtrusive in
nature. Advances in camera sensor technology and data analysis techniques enable …

Sleep staging based on polysomnography (PSG) performed by human experts is the de
facto “gold standard” for the objective measurement of sleep. PSG and manual sleep staging …

The accelerating trend towards personalized “precision medicine” and tele-healthcare is
revolutionizing the practice of medicine and giving the individual unprecedented access to …

Polysomnography (PSG) remains the gold standard for sleep monitoring but is obtrusive in
nature. Advances in camera sensor technology and data analysis techniques enable …

Sleep studies help doctors diagnose a variety of sleep-related disorders, such as insomnia
and sleep apnea. Most disorders can be managed once they are correctly diagnosed …

Introduction Motion-based wearable sensors, typically on wrist, have long been used for free-
living sleep detection and quantification. However, it is hard to differentiate sleep from …

Sleep is an important indicator of a person's health, and its accurate and cost-effective
quantification is of great value in healthcare. The gold standard for sleep assessment and …

Introduction Heart rate is well-known to be modulated by sleep stages. If clinically useful
sleep scoring can be performed using only cardiac rhythms, then existing medical and …

Conventional sleep monitoring is time-consuming, expensive and uncomfortable, requiring
a large number of contact sensors to be attached to the patient. Video data is commonly …