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Spatial Preserved Graph Convolution Networks for Person Re-identification | |
Li, Zhaoju1; Zhou, Zongwei2![]() ![]() | |
发表期刊 | ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS
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ISSN | 1551-6857 |
2020-04-01 | |
卷号 | 16期号:1页码:14 |
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. |
关键词 | Person re-identification graph convolution feature embedding |
DOI | 10.1145/3362988 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000583710300008 |
出版者 | ASSOC COMPUTING MACHINERY |
七大方向——子方向分类 | 图像视频处理与分析 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/41779 |
专题 | 复杂系统认知与决策实验室_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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
TOMM2019_Spatial Pre(937KB) | 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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