Taxonomic Study of Polynomial Regressions Applied to the Calibration of Video-Oculographic Systems

被引:49
作者
Cerrolaza, Juan J. [1 ]
Villanueva, Arantxa [1 ]
Cabeza, Rafael [1 ]
机构
[1] Univ Publ Navarra, Elect & Elect Dept, Navarra, Spain
来源
PROCEEDINGS OF THE EYE TRACKING RESEARCH AND APPLICATIONS SYMPOSIUM (ETRA 2008) | 2008年
关键词
gaze tracking; video-oculographic; taxonomic classification; calibration; polynomial equation; multiple linear regression;
D O I
10.1145/1344471.1344530
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Of gaze tracking techniques, video-oculography (VOG) is one of the most attractive because of its versatility and simplicity. VOG systems based on general purpose mapping methods use simple polynomial expressions to estimate it user's point of regard. Although file behaviour of such systems is generally acceptable. it detailed study of the Calibration Process is needed to facilitate progress in improving accuracy and tolerance to user head movement. To date, there has been no thorough comparative study of how mapping equations affect final system response. After developing it taxonomic classification of calibration functions, we examine over 400,000 models and evaluate the validity of several conventional assumptions. The rigorous experimental procedure employed enabled its to optimize the calibration process for a real VOG gaze tracking system and, thereby, halve the calibration time without detrimental effect on accuracy or tolerance to head movement.
引用
收藏
页码:259 / 266
页数:8
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