Discriminant analysis with Gabor phase feature for robust face recognition
Han, Hong1; Zhu, Jianfei1; Lei, Zhen2,3; Liao, Shengcai2,3; Li, Stan Z.2,3
2013-10-01
发表期刊JOURNAL OF ELECTRONIC IMAGING
卷号22期号:4
文章类型Article
摘要An occlusion robust image representation method is presented and applied to face recognition. In our method, Gabor phase difference representation is used mainly to resist occlusion. Based on the good ability of Gabor filters to capture image structure and the robustness to image occlusion shown here, Gabor phase features are expected to be discriminative and robust for face representation in occlusion case. Furthermore, we find that different scales and orientations of Gabor phase features lead to quite varied performance and then we analyze it carefully and find the effective Gabor phase (EGP) features. Moreover, we adopt spectral regression-based discriminant analysis, along with the extracted EGP features, to find the most discriminant subspace for classification. Thereby, an occlusion robust face image discriminant subspace is derived. Five kinds of feature representation methods and two subspace learning methods are compared for our recognition problem. Extensive experiments with various occlusion cases show the efficacy of the proposed method. (C) 2013 SPIE and IS&T
WOS标题词Science & Technology ; Technology ; Physical Sciences
关键词[WOS]INDEPENDENT COMPONENT ANALYSIS ; PARTIAL OCCLUSION ; BINARY PATTERNS ; REPRESENTATION ; IMAGES ; CLASSIFICATION ; HISTOGRAM ; MODELS ; KERNEL ; SCALE
收录类别SCI
语种英语
WOS研究方向Engineering ; Optics ; Imaging Science & Photographic Technology
WOS类目Engineering, Electrical & Electronic ; Optics ; Imaging Science & Photographic Technology
WOS记录号WOS:000331631200058
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/7946
专题模式识别国家重点实验室_生物识别与安全技术研究
作者单位1.Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
2.Chinese Acad Sci, Ctr Biometr & Secur Res, Beijing 100191, Peoples R China
3.Inst Automat, Natl Lab Pattern Recognit, Beijing 100191, Peoples R China
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GB/T 7714
Han, Hong,Zhu, Jianfei,Lei, Zhen,et al. Discriminant analysis with Gabor phase feature for robust face recognition[J]. JOURNAL OF ELECTRONIC IMAGING,2013,22(4).
APA Han, Hong,Zhu, Jianfei,Lei, Zhen,Liao, Shengcai,&Li, Stan Z..(2013).Discriminant analysis with Gabor phase feature for robust face recognition.JOURNAL OF ELECTRONIC IMAGING,22(4).
MLA Han, Hong,et al."Discriminant analysis with Gabor phase feature for robust face recognition".JOURNAL OF ELECTRONIC IMAGING 22.4(2013).
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