| 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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| 2018-04-01 | |
| 发表期刊 | IEEE SIGNAL PROCESSING LETTERS
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| 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 |
| DOI | 10.1109/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 |
| 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. |
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| SPL2018.pdf（163KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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