DocumentCode
2240451
Title
Study on effect of adding pupil diameter as recognition features for driver´s cognitive distraction detection
Author
Miyaji, Masahiro ; Kawanaka, Haruki ; Oguri, Koji
Author_Institution
Grad. Sch. of Inf. Sci. & Technol., Aichi Prefectural Univ., Nagakute, Japan
fYear
2010
fDate
21-23 July 2010
Firstpage
406
Lastpage
411
Abstract
Driver states adaptive drive supporting system is highly expected in use for the reduction of the number of traffic accidents. This study aimed at creating a constituent technology for detecting driver´s cognitive distraction, which may be one of major factors of driver´s psychosomatic states just before a traffic accident. We reproduced driver´s cognitive distraction by means of imposing cognitive loads such as arithmetic and conversation to a subject on a driving simulator. Besides gaze angle, head rotation angle, and interval between heart R-waves (hereafter, heart rate RRI) from an ECG (electrocardiogram), we added pupil diameter of a subject as recognition features for pattern recognition. We established high accuracy and rapid detection methodology for driver´s cognitive distraction by adopting the AdaBoost.
Keywords
cognition; electrocardiography; feature extraction; probability; road accidents; traffic engineering computing; AdaBoost; ECG; adaptive drive supporting system; driver cognitive distraction detection; driver psychosomatic state; feature recognition; gaze angle; head rotation angle; heart R-wave; pattern recognition; pupil diameter; rapid detection methodology; recognition feature; traffic accident; Accuracy; Driver circuits; Feature extraction; Heart rate; Rail to rail inputs; Support vector machines; Visualization; AdaBoost; Advanced safety system; Cognitive distraction; Driver monitoring; Pupil diameter;
fLanguage
English
Publisher
ieee
Conference_Titel
Communication Systems Networks and Digital Signal Processing (CSNDSP), 2010 7th International Symposium on
Conference_Location
Newcastle upon Tyne
Print_ISBN
978-1-4244-8858-2
Electronic_ISBN
978-1-86135-369-6
Type
conf
Filename
5580383
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