• DocumentCode
    2916579
  • Title

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

  • Author

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

  • Author_Institution
    Van der Veer Inst. for Parkinson´´s & Brain Res., Christchurch, New Zealand
  • fYear
    2010
  • fDate
    Aug. 31 2010-Sept. 4 2010
  • Firstpage
    6741
  • Lastpage
    6744
  • 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.
  • Keywords
    cameras; computer vision; eye; medical image processing; sleep; video signal processing; automated video-based measurement; behavioral microsleep; computer-vision method; drowsiness; eye closure; eye gaze; eyelids; facial metric; light-insensitive video-based system; near-infrared illumination; nonintrusive video-based system; remotely placed camera; visible facial signs; Detection algorithms; Estimation; Eyelids; Face; Kalman filters; Pixel; Eyelids; Face; Female; Humans; Male; Monitoring, Physiologic; Sleep Stages; Video Recording; Wakefulness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
  • Conference_Location
    Buenos Aires
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4123-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2010.5626013
  • Filename
    5626013