Semantic Descriptions of High-Resolution Remote Sensing Images | |
Wang, Binqiang1,2; Lu, Xiaoqiang1; Zheng, Xiangtao1; Li, Xuelong3 | |
刊名 | IEEE Geoscience and Remote Sensing Letters |
2019-08 | |
卷号 | 16期号:8页码:1274-1278 |
关键词 | High-resolution remote sensing image semantic understanding |
ISSN号 | 1545598X |
DOI | 10.1109/LGRS.2019.2893772 |
产权排序 | 1 |
英文摘要 | 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. |
语种 | 英语 |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
WOS记录号 | WOS:000476814300021 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/31607] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
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 |
推荐引用方式 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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