Title :
Driver Fatigue Detection Based Intelligent Vehicle Control
Author :
Zhang, Zutao ; Zhang, Jia-shu
Author_Institution :
Sichuan Key Lab. of Signal & Inf. Process., Southwest Jiaotong Univ., Chengdu
Abstract :
Driver fatigue problem is one of the important factors that cause traffic accidents. Therefore the vision-based driver fatigue detection is the most prospective commercial applications of HCI. However, it is a challenging issue due to a variety of factors such as head and eyes moving fast, external illuminations interference and realistic lighting conditions, etc. This tends to significantly limit its scope of application. In this paper, we present an intelligent vehicle control based on driver fatigue detection. Firstly, the face is located using Haar algorithm and eye location is found with projection technique. After finding eye templates, we propose a new real time eye tracking method based on unscented Kalman filter. Thirdly, driver fatigue can be detected whether the eyes are closed over 5 consecutive frames using vertical projection matching. Finally, if driver fatigue is confirmed, the vehicle cruise control is start-up with slow speed, and maintains set slow speed such as 5 km/h. The experimental results show that intelligent vehicle control based on driver fatigue detection will be availability in traffic
Keywords :
Haar transforms; Kalman filters; eye; face recognition; image matching; intelligent control; tracking; vehicles; Haar algorithm; eye location; eye templates; intelligent vehicle control; projection technique; real time eye tracking; traffic accident; unscented Kalman filter; vehicle cruise control; vertical projection matching; vision-based driver fatigue detection; Eyes; Face detection; Fatigue; Human computer interaction; Intelligent vehicles; Interference; Lighting; Road accidents; Vehicle detection; Vehicle driving;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.462