Model-based head pose-free gaze estimation for assistive communication

被引:18
|
作者
Cristina, Stefania [1 ]
Camilleri, Kenneth P. [1 ]
机构
[1] Univ Malta, Dept Syst & Control Engn, Msida 2080, MSD, Malta
关键词
Eye-gaze tracking; Videooculography; Head pose-free; Model-based; Augmentative and alternative communication; Cerebral palsy; EYE-GAZE; MOTION;
D O I
10.1016/j.cviu.2016.02.012
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The significance of employing video-based eye-gaze tracking as an assistive tool has long been recognised, especially in the domain of human-computer interaction to assist physically challenged individuals in operating a computer by the eye movements alone. Nonetheless, several operating conditions typically associated with existing eye-gaze tracking methods, relating to constraints on the head movement and prolonged user-calibration prior to gaze estimation, need to be alleviated in order to better assist individuals with motor disabilities. In this paper, we propose a method that is based on a cylindrical head and spherical eyeballs model to estimate the three-dimensional eye-gaze under free head movement from a single camera integrated into a notebook computer, alleviating any assumptions of stationary head movement without requiring prolonged user co-operation prior to gaze estimation. The validity of the proposed method has been investigated on a publicly available data set and real-life data captured through the voluntary collaboration of a group of normal subjects and a person suffering from cerebral palsy. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:157 / 170
页数:14
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