Discriminant analysis with Gabor phase feature for robust face recognition

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 生物识别与安全技术研究中心

	Discriminant analysis with Gabor phase feature for robust face recognition
	Han, Hong 1; Zhu, Jianfei 1; Lei, Zhen2,3 ; Liao, Shengcai2,3 ; Li, Stan Z.2,3
刊名	JOURNAL OF ELECTRONIC IMAGING
	2013-10-01
卷号	22 期号:4
英文摘要	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
类目[WOS]	Engineering, Electrical & Electronic ; Optics ; Imaging Science & Photographic Technology
研究领域[WOS]	Engineering ; Optics ; Imaging Science & Photographic Technology
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记录号	WOS:000331631200058
公开日期	2015-09-22
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/7946]
专题	自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心
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
推荐引用方式 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).