Title :
Evaluation of driving attentiveness through usage of fuzzy inference
Author :
Miyake, Tetsuo ; Lun, Elvin Tiong Chew ; Fukuyama, Ikuya ; Imamura, Takashi ; Zhang, Zhong
Author_Institution :
Dept. of Mech. Eng., Toyohashi Univ. of Technol., Toyohashi, Japan
Abstract :
This paper presents an evaluation of driving attentiveness by using Fuzzy Inference based on the driver´s gaze when driving. Two cameras are used respectively to capture images in front of the driving car and to capture images of the driver´s face in order to calculate the coordinates of the objects in front of the car and the driver´s eye sight angle by using image processing. There are many kinds of inattentive driving such as loss of concentration on the objects in front of the vehicle, looking aside or idly thinking of some other things while driving, where we are able to detect the inattentive driving by evaluating the movement of the driver´s gaze. Driving data with and without task were taken through offline mode experiment by using driving simulator. The tasks are to influence the concentration of the driver when driving. As a result, with the Fuzzy Inference that we proposed, inattentive driving can be detected due to the significant difference evaluation result between attentive driving and inattentive driving.
Keywords :
behavioural sciences computing; face recognition; fuzzy reasoning; road safety; road traffic; traffic engineering computing; attentive driving; driver eye sight angle; driver face; driver gaze; driving attentiveness evaluation; driving simulator; fuzzy inference; image capture; image processing; inattentive driving; Cameras; Face; Fuzzy logic; Image color analysis; Roads; Shape; Vehicles; Fuzzy Inference; attentive driving; membership function; view direction;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2012 IEEE International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-1713-9
Electronic_ISBN :
978-1-4673-1712-2
DOI :
10.1109/ICSMC.2012.6377777