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Eye centre localisation with hybrid regression framework
Li, Bin1,2; Li, B (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Space Optic Lab, Xian 710119, Shaanxi, Peoples R China.
作者部门空间光学应用研究室
2018-06-28
发表期刊ELECTRONICS LETTERS
ISSN0013-5194
卷号54期号:13页码:819-+
产权排序1
摘要

The location of the eye is an important feature for computer vision and pattern recognition applications including psychological analysis, facial expression recognition and auxiliary driving. Most of the current work typically performs face detection first, followed by eye centre localisation. Such an algorithm fails to locate eye centre in some cases because the illuminance and external environment changes the facial features blurred in the images; therefore, the traditional face detectors cannot accurately determine the region of the face. A method for eye centre localisation which is based on convolution neural networks and regression framework is proposed. First, eye region is selected from the facial images according to convolutional neural networks. Then, the accurate eye centre is estimated by a linear regression model. Finally, the method on Itioli) and GI4E. datasets is evaluated. The experimental result showed that the proposed algorithm has comparable or better performance compared with the state-of-the-art methods.

文章类型Article
学科领域Engineering, Electrical & Electronic
WOS标题词Science & Technology ; Technology
DOI10.1049/el.2018.0123
收录类别SCI ; EI
语种英语
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000435463600014
引用统计
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/30399
专题空间光学应用研究室
通讯作者Li, B (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Space Optic Lab, Xian 710119, Shaanxi, Peoples R China.
作者单位1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Space Optic Lab, Xian 710119, Shaanxi, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
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Li, Bin,Li, B . Eye centre localisation with hybrid regression framework[J]. ELECTRONICS LETTERS,2018,54(13):819-+.
APA Li, Bin,&Li, B .(2018).Eye centre localisation with hybrid regression framework.ELECTRONICS LETTERS,54(13),819-+.
MLA Li, Bin,et al."Eye centre localisation with hybrid regression framework".ELECTRONICS LETTERS 54.13(2018):819-+.
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