Recognition of Colored Face, Based on an Improved Color Local Binary Pattern

doi:10.1142/S0218001419560044

	Recognition of Colored Face, Based on an Improved Color Local Binary Pattern
	Li, Zhi-Ming 1; Huang, Zheng-Hai 2; Li, Wen-Juan 3
刊名	INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
	2019-04-01
卷号	33 期号:4 页码:23
关键词	Face recognition local binary pattern uniform pattern Hamming distance
ISSN号	0218-0014
DOI	10.1142/S0218001419560044
通讯作者	Li, Zhi-Ming(li_zm@sxufe.edu.cn)
英文摘要	In this paper, a novel feature extraction method based on an improved color local binary pattern (LBP) is proposed for color face recognition. Firstly, in a given neighborhood of every pixel, we choose some sampling points from three color channels simultaneously and the numbers of the sampling points from every channel may be different. Secondly, we use a new rule to select the threshold which does not always locate in the geometrical center of the given neighborhood. Thirdly, in order to excavate the potential of the proposed sampling method, we use the k-uniform LBP to obtain the binary code of each pixel. In addition, we embed the Hamming distance into our method for improving the recognition rate of the proposed method. For evaluating the performance of our method, we implement the proposed method and several related methods on five public face databases: FERET, CMU-PIE, Georgia, FEI and Asian databases. Experimental results show that our method possesses higher recognition rates and lower computational cost than other related color face recognition methods.
WOS关键词	GRADIENT PATTERNS ; NORMALIZATION ; CLASSIFICATION ; ILLUMINATION
WOS研究方向	Computer Science
语种	英语
出版者	WORLD SCIENTIFIC PUBL CO PTE LTD
WOS记录号	WOS:000461836600009
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/28065]
专题	中国科学院自动化研究所
通讯作者	Li, Zhi-Ming
作者单位	1.Shanxi Univ Finance & Econ, Fac Appl Math, Taiyuan, Shanxi, Peoples R China 2.Tianjin Univ, Sch Math, Tianjin, Peoples R China 3.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Li, Zhi-Ming,Huang, Zheng-Hai,Li, Wen-Juan. Recognition of Colored Face, Based on an Improved Color Local Binary Pattern[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2019,33(4):23.
APA	Li, Zhi-Ming,Huang, Zheng-Hai,&Li, Wen-Juan.(2019).Recognition of Colored Face, Based on an Improved Color Local Binary Pattern.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,33(4),23.
MLA	Li, Zhi-Ming,et al."Recognition of Colored Face, Based on an Improved Color Local Binary Pattern".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 33.4(2019):23.