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

doi:10.1142/S0218001419560044

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 视频内容安全

	Recognition of Colored Face, Based on an Improved Color Local Binary Pattern
	Li, Zhi-Ming 1; Huang, Zheng-Hai 2; Li, Wen-Juan3
发表期刊	INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
ISSN	0218-0014
	2019-04-01
卷号	33 期号:4 页码:23
通讯作者	Li, Zhi-Ming(li_zm@sxufe.edu.cn)
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.
关键词	Face recognition local binary pattern uniform pattern Hamming distance
DOI	10.1142/S0218001419560044
关键词[WOS]	GRADIENT PATTERNS ; NORMALIZATION ; CLASSIFICATION ; ILLUMINATION
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000461836600009
出版者	WORLD SCIENTIFIC PUBL CO PTE LTD
引用统计	被引频次：9[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/173211/28066
专题	多模态人工智能系统全国重点实验室_视频内容安全
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.