8 December 2015 A multi level system design for vigilance measurement based on head posture estimation and eyes blinking
Author Affiliations +
Proceedings Volume 9875, Eighth International Conference on Machine Vision (ICMV 2015); 98751P (2015) https://doi.org/10.1117/12.2229616
Event: Eighth International Conference on Machine Vision, 2015, Barcelona, Spain
Abstract
Driving security is an important task for human society. The major challenge in the field of accident avoidance systems is the driver vigilance monitoring. The lack of vigilance can be noticed by various ways, such as, fatigue, drowsiness and distraction. Hence, the need of a reliable driver’s vigilance decrease detection system which can alert drivers before a mishap happens. In this paper, we present a novel approach for vigilance estimation based on multilevel system by combining head movement analysis and eyes blinking. We have used Viola and Jones algorithm to analyse head movement and a classification system using wavelet networks for eyelid closure measuring. The contribution of our application is classifiying the vigilance state at multi level. This is different from the binary-class (awakening or hypovigilant state) existing in most popular systems.
© (2015) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Ines Teyeb, Ines Teyeb, Olfa Jemai, Olfa Jemai, Mourad Zaied, Mourad Zaied, Chokri ben Amar, Chokri ben Amar, } "A multi level system design for vigilance measurement based on head posture estimation and eyes blinking", Proc. SPIE 9875, Eighth International Conference on Machine Vision (ICMV 2015), 98751P (8 December 2015); doi: 10.1117/12.2229616; https://doi.org/10.1117/12.2229616
PROCEEDINGS
11 PAGES


SHARE
RELATED CONTENT


Back to Top