Institutional Repository of Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
| 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
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| Source Publication | IEEE SIGNAL PROCESSING LETTERS
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| 2018-04-01 | |
| Volume | 25Issue:4Pages:506-510 |
| Subtype | Article |
| Abstract | 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. |
| Keyword | Feature Coding Person Re-identification |
| WOS Headings | Science & Technology ; Technology |
| DOI | 10.1109/LSP.2018.2803776 |
| WOS Keyword | CLASSIFICATION |
| Indexed By | SCI |
| Language | 英语 |
| Funding Organization | National Key Research and Development Plan(2016YFC0801002) ; Chinese National Natural Science Foundation(61473291 ; AuthenMetric RD Funds ; 61572501 ; 61502491 ; 61572536 ; 61672521) |
| WOS Research Area | Engineering |
| WOS Subject | Engineering, Electrical & Electronic |
| WOS ID | WOS:000427198000003 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/21074 |
| Collection | 模式识别国家重点实验室_生物识别与安全技术 |
| Affiliation | 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 |
| First Author Affilication | Chinese 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| SPL2018.pdf（163KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | View Download | |
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