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Heat Kernel Based Local Binary Pattern for Face Representation

文献类型：期刊论文

作者Li, Xi1; Hu, Weiming2; Zhang, Zhongfei3; Wang, Hanzi4
刊名IEEE SIGNAL PROCESSING LETTERS
出版日期2010-03-01
卷号17期号:3页码:308-311
关键词Appearance-based methods face classification face recognition face representation heat kernel
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Engineering, Electrical & Electronic
研究领域[WOS]Engineering
关键词[WOS]RECOGNITION ; CLASSIFICATION
收录类别SCI
语种英语
WOS记录号WOS:000274216800001
源URL[http://ir.ia.ac.cn/handle/173211/3247]  
专题自动化研究所_模式识别国家重点实验室_视频内容安全团队
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.

入库方式： OAI收割

来源：自动化研究所

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