版权说明 操作指南
首页 > 成果 > 详情

Cross-modal fusion for multi-label image classification with attention mechanism

认领
导出
Link by DOI
反馈
分享
QQ微信 微博
成果类型:
期刊论文
作者:
Wang, Yangtao;Xie, Yanzhao;Zeng, Jiangfeng;Wang, Hanpin;Fan, Lisheng;...
通讯作者:
Zeng, Jiangfeng(jfzeng@mail.ccnu.edu.cn)
作者机构:
[Wang, Hanpin; Wang, Yangtao; Fan, Lisheng] Guangzhou Univ, Sch Comp Sci & Cyber Engn, Guangzhou, Peoples R China.
[Xie, Yanzhao] Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan, Peoples R China.
[Zeng, Jiangfeng] Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China.
[Song, Yufan] Nanjing Univ Posts & Telecommun, Nanjing, Peoples R China.
通讯机构:
[Jiangfeng Zeng] S
School of Information Management, Central China Normal University, China
语种:
英文
关键词:
Attention mechanism;Cross-modal fusion;Graph convolution network;Multi-label image classification
期刊:
Computers & Electrical Engineering
ISSN:
0045-7906
年:
2022
卷:
101
页码:
108002
基金类别:
CRediT authorship contribution statement Yangtao Wang: Conceptualization, Methodology, Coding, Investigation, Formal analysis, Writing – original draft, Writing – review & editing. Yanzhao Xie: Data curation, Coding, Visualization, Writing – original draft. Jiangfeng Zeng: Conceptualization, acquisition, Resources, Supervision, Writing – review & editing, Visualization, Investigation. Hanpin Wang: Resources, Validation. Lisheng Fan: acquisition, Supervision, Writing – review & editing. Yufan Song: Investigation,
机构署名:
本校为其他机构
院系归属:
信息管理学院
摘要:
For multi-label image classification, existing studies either utilize a poor multi-step training workflow to explore the (local) relationships between the image target regions and their corresponding labels with attention mechanism or model the (global) label dependencies via graph convolution network (GCN) but fail to efficiently fuse these image features and label word vectors. To address these problems, we develop Cross-modal Fusion for Multi-label Image Classification with attention mechanism (termed as CFMIC), which combines attention mech...

反馈

验证码:
看不清楚,换一个
确定
取消

成果认领

标题:
用户 作者 通讯作者
请选择
请选择
确定
取消

提示

该栏目需要登录且有访问权限才可以访问

如果您有访问权限,请直接 登录访问

如果您没有访问权限,请联系管理员申请开通

管理员联系邮箱:yun@hnwdkj.com