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Dependence-Aware Feature Coding for Person Re-Identification

文献类型：期刊论文

作者Wang, Xiaobo1,2,3; Lei, Zhen1,2,3; Liao, Shengcai1,2,3; Guo, Xiaojie4; Yang, Yang1,2,3; Li, Stan Z.1,2,3
刊名IEEE SIGNAL PROCESSING LETTERS
出版日期2018-04-01
卷号25期号:4页码:506-510
关键词Feature Coding Person Re-identification
DOI10.1109/LSP.2018.2803776
文献子类Article
英文摘要In this letter, we focus on how to boost the performance of person re-identification by exploring the discriminative information among person pairs. A novel dependence-aware feature coding framework is proposed for this task. Specifically, we employ theHilbert-Schmidt independence criterion as the discriminative term, which is to explore the dependence between different kinds of person pairs, i.e., the same person pairs should be dependence maximized, while the different ones should be dependence minimized. Theoretical discussion and analysis on the convexity of the proposed constraint, as well as the convergence of our algorithm, are provided. Experimental results on two benchmark datasets have demonstrated the advantages of our method over the state-of-the-art alternatives.
WOS关键词CLASSIFICATION
WOS研究方向Engineering
语种英语
WOS记录号WOS:000427198000003
资助机构National Key Research and Development Plan(2016YFC0801002) ; Chinese National Natural Science Foundation(61473291 ; AuthenMetric RD Funds ; 61572501 ; 61502491 ; 61572536 ; 61672521)
源URL[http://ir.ia.ac.cn/handle/173211/21074]  
专题自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心
作者单位1.Chinese Acad Sci, CBSR, Inst Automat, Beijing 100190, Peoples R China
2.Chinese Acad Sci, NLPR, Inst Automat, Beijing 100190, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
4.Tianjin Univ, Sch Comp Software, Tianjin 300350, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Xiaobo,Lei, Zhen,Liao, Shengcai,et al. Dependence-Aware Feature Coding for Person Re-Identification[J]. IEEE SIGNAL PROCESSING LETTERS,2018,25(4):506-510.
APA Wang, Xiaobo,Lei, Zhen,Liao, Shengcai,Guo, Xiaojie,Yang, Yang,&Li, Stan Z..(2018).Dependence-Aware Feature Coding for Person Re-Identification.IEEE SIGNAL PROCESSING LETTERS,25(4),506-510.
MLA Wang, Xiaobo,et al."Dependence-Aware Feature Coding for Person Re-Identification".IEEE SIGNAL PROCESSING LETTERS 25.4(2018):506-510.

入库方式： OAI收割

来源：自动化研究所

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