A Novel Method for Eye Tracking and Blink Detection in video frames

被引:0
|
作者
Pauly, Leo [1 ]
Sankar, Deepa [1 ]
机构
[1] Cochin Univ Sci & Technol, Sch Engn, Div Elect & Commun Engn, Kochi 682022, Kerala, India
关键词
Eye tracking; blink detection; Haar based cascade classifier; SVM; HOG feature; APPEARANCE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel method for eye tracking and blink detection in the video frames obtained from low resolution consumer grade web cameras. It uses a method involving Haar based cascade classifier for eye tracking and a combination of HOG features with SVM classifier for eye blink detection. The presented method is non intrusive and hence provides a comfortable user interaction. The eye tracking method has an accuracy of 92.3% and the blink detection method has an accuracy of 92.5% when tested using standard databases and a combined accuracy of 86% when tested under real world conditions of a normal room.
引用
收藏
页码:252 / 257
页数:6
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