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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
AbstractIn 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.
KeywordFeature Coding Person Re-identification
WOS HeadingsScience & Technology ; Technology
Indexed BySCI
Funding OrganizationNational Key Research and Development Plan(2016YFC0801002) ; Chinese National Natural Science Foundation(61473291 ; AuthenMetric RD Funds ; 61572501 ; 61502491 ; 61572536 ; 61672521)
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000427198000003
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Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Affiliation1.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
First Author AffilicationChinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
Recommended Citation
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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