Dependence-Aware Feature Coding for Person Re-Identification
Wang, Xiaobo1,2,3; Lei, Zhen1,2,3; Liao, Shengcai1,2,3; Guo, Xiaojie4; Yang, Yang1,2,3; Li, Stan Z.1,2,3
2018-04-01
发表期刊IEEE SIGNAL PROCESSING LETTERS
卷号25期号:4页码:506-510
文章类型Article
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.
关键词Feature Coding Person Re-identification
WOS标题词Science & Technology ; Technology
DOI10.1109/LSP.2018.2803776
关键词[WOS]CLASSIFICATION
收录类别SCI
语种英语
项目资助者National Key Research and Development Plan(2016YFC0801002) ; Chinese National Natural Science Foundation(61473291 ; AuthenMetric RD Funds ; 61572501 ; 61502491 ; 61572536 ; 61672521)
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000427198000003
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/21074
专题模式识别国家重点实验室_生物识别与安全技术研究
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
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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.
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