Literature DB >> 21095829

Automated video-based measurement of eye closure for detecting behavioral microsleep.

Amol M Malla1, Paul R Davidson, Philip J Bones, Richard Green, Richard D Jones.   

Abstract

A device capable of continuously monitoring an individual's levels of alertness in real-time is highly desirable for preventing drowsiness and microsleep related accidents. This paper presents a development of non-intrusive and light-insensitive video-based system that uses computer-vision methods to measure facial metric for identifying visible facial signs of drowsiness and behavioral microsleep. The developed system uses a remotely placed camera with a near-infrared illumination to acquire the video. The computer-vision methods are then applied to sequentially localize face, eyes, and eyelids positions to measure ratio of eye closure. The system was evaluated in frontal images of nine subjects with varying facial structures and exhibiting several ratio of eye closure and eye gaze under fully dark and ambient lighting conditions. The preliminary results showed promising results with sufficient accuracy to distinguish between fully closed, half closed, and fully open eyes.

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Year:  2010        PMID: 21095829     DOI: 10.1109/IEMBS.2010.5626013

Source DB:  PubMed          Journal:  Annu Int Conf IEEE Eng Med Biol Soc        ISSN: 2375-7477


  4 in total

1.  Losing the struggle to stay awake: divergent thalamic and cortical activity during microsleeps.

Authors:  Govinda R Poudel; Carrie R H Innes; Philip J Bones; Richard Watts; Richard D Jones
Journal:  Hum Brain Mapp       Date:  2012-09-24       Impact factor: 5.038

2.  iLid: Low-power Sensing of Fatigue and Drowsiness Measures on a Computational Eyeglass.

Authors:  Soha Rostaminia; Addison Mayberry; Deepak Ganesan; Benjamin Marlin; Jeremy Gummeson
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2017-06

3.  Cerebral perfusion differences between drowsy and nondrowsy individuals after acute sleep restriction.

Authors:  Govinda R Poudel; Carrie R H Innes; Richard D Jones
Journal:  Sleep       Date:  2012-08-01       Impact factor: 5.849

4.  Implicit Memory in Monkeys: Development of a Delay Eyeblink Conditioning System with Parallel Electromyographic and High-Speed Video Measurements.

Authors:  Yasushi Kishimoto; Shigeyuki Yamamoto; Kazutaka Suzuki; Haruyoshi Toyoda; Masanobu Kano; Hideo Tsukada; Yutaka Kirino
Journal:  PLoS One       Date:  2015-06-12       Impact factor: 3.240

  4 in total

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