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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.
Department空间光学应用研究室
2018-06-28
Source PublicationELECTRONICS LETTERS
ISSN0013-5194
Volume54Issue:13Pages:819-+
Contribution Rank1
Abstract

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.

SubtypeArticle
Subject AreaEngineering, Electrical & Electronic
WOS HeadingsScience & Technology ; Technology
DOI10.1049/el.2018.0123
Indexed BySCI ; EI
Language英语
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000435463600014
EI Accession Number20182605370641
Citation statistics
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/30399
Collection空间光学应用研究室
Corresponding AuthorLi, B (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Space Optic Lab, Xian 710119, Shaanxi, Peoples R China.
Affiliation1.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
Recommended Citation
GB/T 7714
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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