Title :
Subspace eyetracking for driver warning
Author :
La Torre, Fernando De ; Rubio, Carlos Javier Garcia ; Martinez, Elisa
Author_Institution :
Dept. of Commun. & Signal Theory, Ramon LLull Univ., Barcelona, Spain
Abstract :
Driver´s fatigue/distraction is one of the most common causes of traffic accidents. The aim of this paper is to develop a real time system to detect anomalous situations while driving. In a learning stage, the user will sit in front of the camera and the system will learn a person-specific facial appearance model (PSFAM) in an automatic manner. The PSFAM will be used to perform gaze detection and eye-activity recognition in a real time based on subspace constraints. Preliminary experiments measuring the PERCLOS index (average time that the eyes are closed) under a variety of conditions are reported.
Keywords :
eye; feature extraction; gesture recognition; image recognition; image sequences; real-time systems; road accidents; PERCLOS index; detect anomalous situations; distraction; driver warning; eye-activity recognition; fatigue; gaze detection; person-specific facial appearance model; real time system; subspace eyetracking; traffic accidents; Cameras; Eyes; Face detection; Fatigue; Infrared detectors; Magnetic heads; Mathematical model; Real time systems; Road accidents; Time measurement;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247248