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Semantic Descriptions of High-Resolution Remote Sensing Images
Wang, Binqiang1,2; Lu, Xiaoqiang1; Zheng, Xiangtao1; Li, Xuelong3
作者部门光谱成像技术研究室
2019-08
发表期刊IEEE Geoscience and Remote Sensing Letters
ISSN1545598X
卷号16期号:8页码:1274-1278
产权排序1
摘要

Image captioning has attracted more and more attention in remote sensing filed since it provides more specific information than traditional tasks, such as classification. Though image captioning has gained some developments in recent years, it is difficult to describe the image in one simple sentence. To relieve the limitation, a novel captioning task is proposed and a novel framework is proposed to solve the novel task. The proposed framework uses semantic embedding to measure the image representation and the sentence representation. The captioning performance is improved by a proposed sentence representation (collective representation). Experimental results and human evaluations on three captioning data sets in remote sensing field demonstrate that the proposed framework can lead to advancement in image captioning results. © 2019 IEEE.

关键词High-resolution remote sensing image semantic understanding
DOI10.1109/LGRS.2019.2893772
收录类别SCI ; EI
语种英语
WOS记录号WOS:000476814300021
出版者Institute of Electrical and Electronics Engineers Inc.
EI入藏号20193007231091
引用统计
被引频次:71[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/31607
专题光谱成像技术研究室
通讯作者Lu, Xiaoqiang
作者单位1.Key Laboratory of Spectral Imaging Technology CAS, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an; 710119, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.Center for Optical Imagery Analysis and Learning, School of Computer Science, Northwestern Polytechnical University, Xi'an; 710072, China
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GB/T 7714
Wang, Binqiang,Lu, Xiaoqiang,Zheng, Xiangtao,et al. Semantic Descriptions of High-Resolution Remote Sensing Images[J]. IEEE Geoscience and Remote Sensing Letters,2019,16(8):1274-1278.
APA Wang, Binqiang,Lu, Xiaoqiang,Zheng, Xiangtao,&Li, Xuelong.(2019).Semantic Descriptions of High-Resolution Remote Sensing Images.IEEE Geoscience and Remote Sensing Letters,16(8),1274-1278.
MLA Wang, Binqiang,et al."Semantic Descriptions of High-Resolution Remote Sensing Images".IEEE Geoscience and Remote Sensing Letters 16.8(2019):1274-1278.
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