DocumentCode :
636919
Title :
A wearable device for measuring eye dynamics in real-world conditions
Author :
Knopp, Sebastian ; Bones, Philip ; Weddell, Stephen ; Innes, C. ; Jones, Roy
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Canterbury, Christchurch, New Zealand
fYear :
2013
fDate :
3-7 July 2013
Firstpage :
6615
Lastpage :
6618
Abstract :
Drowsiness and lapses of responsiveness have the potential to cause fatalities in many occupations. One subsystem of a prototype device which aims to detect these lapses as they occur is described. A head-mounted camera measures several features of the eye that are known to correlate with drowsiness. The system was tested with eight combinations of eye colour, ambient lighting, and eye glasses to simulate typical real-world input conditions. A task was completed for each set of conditions to simulate a range of eye movement-saccades, tracking, and eye closure. Our image processing software correctly classified 99.3% of video frames as open/closed/partly closed, and the error rate was not affected by the combinations of input conditions. Most errors occurred during eyelid movement. The accuracy of the pupil localisation was also not influenced by input conditions, with the possible exception of one subject´s glasses.
Keywords :
biomechanics; biomedical optical imaging; cameras; eye; image classification; medical image processing; eye ambient lighting; eye closure; eye colour; eye dynamics measurement; eye feature measurement; eye glass; eye saccade; eye tracking; eyelid movement; head-mounted camera; image processing software; video frame classifcation; wearable device; Cameras; Eyelids; Glass; Hardware; Image processing; Lighting; Software; Eye Movements; Female; Humans; Image Processing, Computer-Assisted; Male; Software; Video Recording;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
ISSN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2013.6611072
Filename :
6611072
Link To Document :
بازگشت