Cross-scenario clothing retrieval based on multi-level features(基于多层次特征的跨场景服装检索)

LIZongmin(李宗民); BIANLingyan(边玲燕); LIUYujie(刘玉杰)

doi:10.3785/j.issn.1008-9497.2019.04.008

Zhejiang Daxue xuebao. Lixue ban (Jul 2019)

Cross-scenario clothing retrieval based on multi-level features(基于多层次特征的跨场景服装检索)

LIZongmin(李宗民),
BIANLingyan(边玲燕),
LIUYujie(刘玉杰)

Affiliations

LIZongmin(李宗民): ORCiD; College of Computer and Communication Engineering, China University of Petroleum Huadong, Qingdao 266580, Shandong Province, China(中国石油大学（华东）计算机与通信工程学院，山东青岛 266580)
BIANLingyan(边玲燕): College of Computer and Communication Engineering, China University of Petroleum Huadong, Qingdao 266580, Shandong Province, China(中国石油大学（华东）计算机与通信工程学院，山东青岛 266580)
LIUYujie(刘玉杰): College of Computer and Communication Engineering, China University of Petroleum Huadong, Qingdao 266580, Shandong Province, China(中国石油大学（华东）计算机与通信工程学院，山东青岛 266580)

DOI: https://doi.org/10.3785/j.issn.1008-9497.2019.04.008
Journal volume & issue: Vol. 46, no. 4
pp. 431 – 438

Abstract

Read online

针对跨场景服装检索如何提取更有表述力的服装特征问题，提出了一种新的基于高层公共特征约束的相似性度量算法。首先，通过类别空间学习提取不同场景域的类别信息；然后，在场景域空间网络用类别信息约束传统对比损失函数，增大对类间负样本对的惩罚以减轻过拟合；最后，融合类别公共特征和域特定特征并通过类别判断进行辅助检索。分析和实验结果表明，新算法对跨场景服装检索的准确度要优于当前前沿的方法。

Published in Zhejiang Daxue xuebao. Lixue ban

ISSN: 1008-9497 (Print)
Publisher: Zhejiang University Press
Country of publisher: China
LCC subjects: Science: Mathematics: Instruments and machines: Electronic computers. Computer science; Science: Physics
Website: https://www.zjujournals.com/sci/EN/1008-9497/home.shtml

About the journal

Abstract

Keywords