Integrate the original face image and its mirror image for face recognition
Xu, Yong1,2; Li, Xuelong3; Yang, Jian4; Zhang, David5
刊名neurocomputing
2014-05-05
卷号131页码:191-199
关键词Pattern recognition Biometrics Face recognition Mirror image Sparse representation
ISSN号0925-2312
英文摘要the face almost always has an axis-symmetrical structure. however, as the face usually does not have an absolutely frontal pose when it is imaged, the majority of face images are not symmetrical images. these facts inspire us that the mirror image of the face image might be viewed as a representation of the face with a possible pose opposite to that of the original face image. in this paper we propose a scheme to produce the mirror image of the face and integrate the original face image and its mirror image for representation-based face recognition. this scheme is simple and computationally efficient. almost all the representation-based classification methods can be improved by this scheme. the underlying rationales of the scheme are as follows: first, the use of the mirror image can somewhat overcome the misalignment problem of the face image in face recognition. second, it is able to somewhat eliminate the side-effect of the variation of the pose and illumination of the original face image. the experiments show that the proposed scheme can greatly improve the accuracy of the representation-based classification methods. the proposed scheme might be also helpful for improving other face recognition methods. (c) 2013 elsevier b.v. all rights reserved.
WOS标题词science & technology ; technology
类目[WOS]computer science, artificial intelligence
研究领域[WOS]computer science
关键词[WOS]sparse representation ; feature-extraction ; pose ; projections ; classifier ; symmetry ; coarse
收录类别SCI ; EI
语种英语
WOS记录号WOS:000332805700021
公开日期2015-03-18
内容类型期刊论文
源URL[http://ir.opt.ac.cn/handle/181661/22400]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位1.Harbin Inst Technol, Shenzhen Grad Sch, Biocomp Res Ctr, Shenzhen 518055, Guangdong, Peoples R China
2.Key Lab Network Oriented Intelligent Computat, Shenzhen 518055, Guangdong, Peoples R China
3.Chinese Acad Sci, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China
4.Nanjing Univ Sci & Technol, Coll Comp Sci & Technol, Nanjing 210094, Jiangsu, Peoples R China
5.Hong Kong Polytech Univ, Biometr Res Ctr, Hong Kong, Hong Kong, Peoples R China
推荐引用方式
GB/T 7714
Xu, Yong,Li, Xuelong,Yang, Jian,et al. Integrate the original face image and its mirror image for face recognition[J]. neurocomputing,2014,131:191-199.
APA Xu, Yong,Li, Xuelong,Yang, Jian,&Zhang, David.(2014).Integrate the original face image and its mirror image for face recognition.neurocomputing,131,191-199.
MLA Xu, Yong,et al."Integrate the original face image and its mirror image for face recognition".neurocomputing 131(2014):191-199.
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