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Spatial Preserved Graph Convolution Networks for Person Re-identification

文献类型：期刊论文

作者Li, Zhaoju1; Zhou, Zongwei2; Jiang, Nan1; Han, Zhenjun1; Xing, Junliang2; Jiao, Jianbin1
刊名ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS
出版日期2020-04-01
卷号16期号:1页码:14
关键词Person re-identification graph convolution feature embedding
ISSN号1551-6857
DOI10.1145/3362988
通讯作者Han, Zhenjun(hanzhj@ucas.ac.cn)
英文摘要Person Re-identification is a very challenging task due to inter-class ambiguity caused by similar appearances, and large intra-class diversity caused by viewpoints, illuminations, and poses. To address these challenges, in this article, a graph convolution network based model for person re-identification is proposed to learn more discriminative feature embeddings, where a graph-structured relationship between person images and person parts are together integrated. Graph convolution networks extract common characteristics of the same person, while pyramid feature embedding exploits parts relations and learns stable representation with each person image. We achieve a very competitive performance respectively on three widely used datasets, indicating that the proposed approach significantly outperforms the baseline methods and achieves the state-of-the-art performance.
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000583710300008
出版者ASSOC COMPUTING MACHINERY
源URL[http://ir.ia.ac.cn/handle/173211/41778]  
专题智能系统与工程
通讯作者Han, Zhenjun
作者单位1.Univ Chinese Acad Sci, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Li, Zhaoju,Zhou, Zongwei,Jiang, Nan,et al. Spatial Preserved Graph Convolution Networks for Person Re-identification[J]. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,2020,16(1):14.
APA Li, Zhaoju,Zhou, Zongwei,Jiang, Nan,Han, Zhenjun,Xing, Junliang,&Jiao, Jianbin.(2020).Spatial Preserved Graph Convolution Networks for Person Re-identification.ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,16(1),14.
MLA Li, Zhaoju,et al."Spatial Preserved Graph Convolution Networks for Person Re-identification".ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS 16.1(2020):14.

入库方式： OAI收割

来源：自动化研究所

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