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

文献类型：期刊论文

作者Li, Zhi-Ming1; Huang, Zheng-Hai2; Li, Wen-Juan3
刊名INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
出版日期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
DOI10.1142/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
WOS记录号WOS:000461836600009
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
源URL[http://ir.ia.ac.cn/handle/173211/28065]  
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
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.

入库方式： OAI收割

来源：自动化研究所

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