DocumentCode :
85633
Title :
Driver Gaze Tracking and Eyes Off the Road Detection System
Author :
Vicente, Francisco ; Zehua Huang ; Xuehan Xiong ; De la Torre, Fernando ; Wende Zhang ; Levi, Dan
Author_Institution :
Carnegie Mellon Univ., Pittsburgh, PA, USA
Volume :
16
Issue :
4
fYear :
2015
fDate :
Aug. 2015
Firstpage :
2014
Lastpage :
2027
Abstract :
Distracted driving is one of the main causes of vehicle collisions in the United States. Passively monitoring a driver´s activities constitutes the basis of an automobile safety system that can potentially reduce the number of accidents by estimating the driver´s focus of attention. This paper proposes an inexpensive vision-based system to accurately detect Eyes Off the Road (EOR). The system has three main components: 1) robust facial feature tracking; 2) head pose and gaze estimation; and 3) 3-D geometric reasoning to detect EOR. From the video stream of a camera installed on the steering wheel column, our system tracks facial features from the driver´s face. Using the tracked landmarks and a 3-D face model, the system computes head pose and gaze direction. The head pose estimation algorithm is robust to nonrigid face deformations due to changes in expressions. Finally, using a 3-D geometric analysis, the system reliably detects EOR.
Keywords :
driver information systems; face recognition; feature extraction; gaze tracking; geometry; object detection; pose estimation; road accidents; road safety; road traffic; 3D geometric analysis; 3D geometric reasoning; EOR detection; United States; automobile safety system; distracted driving; driver attention focus; driver gaze tracking; driver-dependent calibration; eyes off the road detection system; facial expressions; gaze direction; gaze estimation; head pose estimation algorithm; inexpensive vision-based system; nonrigid face deformations; passively driver activity monitoring; robust facial feature tracking; steering wheel column; vehicle collisions; video stream; Cameras; Estimation; Face; Magnetic heads; Three-dimensional displays; Vehicles; Driver monitoring system; eyes off the road detection; gaze estimation; head pose estimation;
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1524-9050
Type :
jour
DOI :
10.1109/TITS.2015.2396031
Filename :
7053946
Link To Document :
بازگشت