Heat Kernel Based Local Binary Pattern for Face Representation

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	Heat Kernel Based Local Binary Pattern for Face Representation
	Li, Xi 1; Hu, Weiming2 ; Zhang, Zhongfei 3; Wang, Hanzi 4
发表期刊	IEEE SIGNAL PROCESSING LETTERS
	2010-03-01
卷号	17 期号:3 页码:308-311
文章类型	Article
摘要	Face classification has recently become a very hot research topic in computer vision and multimedia information processing. It has many potential applications, in which face representation is the most fundamental task. Most existing face representation methods perform poorly in capturing the intrinsic structural information of face appearance. To address this problem, we propose a novel multiscale heat kernel based face representation, for heat kernels perform well in characterizing the topological structural information of face appearance. Further, the local binary pattern (LBP) descriptor is incorporated into the multiscale heat kernel face representation for the purpose of capturing texture information of face appearance. As a result, we have the heat kernel based local binary pattern (HKLBP) descriptor. Finally, a Support Vector Machine (SVM) classifier is learned in the HKLBP feature space for face classification. Experimental results demonstrate the effectiveness and superiority of our face classification framework.
关键词	Appearance-based Methods Face Classification Face Recognition Face Representation Heat Kernel
WOS标题词	Science & Technology ; Technology
关键词[WOS]	RECOGNITION ; CLASSIFICATION
收录类别	SCI
语种	英语
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000274216800001
引用统计	被引频次：31[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3247
专题	多模态人工智能系统全国重点实验室_视频内容安全
作者单位	1.TELECOM ParisTech, CNRS, Paris, France 2.CASIA, NLPR, Beijing, Peoples R China 3.SUNY Binghamton, Binghamton, NY 13902 USA 4.Univ Adelaide, Sch Comp Sci, Adelaide, SA, Australia
推荐引用方式 GB/T 7714	Li, Xi,Hu, Weiming,Zhang, Zhongfei,et al. Heat Kernel Based Local Binary Pattern for Face Representation[J]. IEEE SIGNAL PROCESSING LETTERS,2010,17(3):308-311.
APA	Li, Xi,Hu, Weiming,Zhang, Zhongfei,&Wang, Hanzi.(2010).Heat Kernel Based Local Binary Pattern for Face Representation.IEEE SIGNAL PROCESSING LETTERS,17(3),308-311.
MLA	Li, Xi,et al."Heat Kernel Based Local Binary Pattern for Face Representation".IEEE SIGNAL PROCESSING LETTERS 17.3(2010):308-311.