Compressed sensing based remote sensing image reconstruction via employing similarities of reference images | |
Fan, Cong1; Wang, Lizhe1; Liu, Peng1; Lu, Ke1; Liu, Dingsheng1 | |
刊名 | Multimedia Tools and Applications |
2016 | |
卷号 | 75期号:19页码:12201-12225 |
关键词 | LAND EXPANSION ECONOMIC TRANSITION LANDSCAPE PATTERN GRADIENT ANALYSIS SATELLITE IMAGES GROWTH REGION SHANGHAI DYNAMICS METRICS |
通讯作者 | Wang, Lizhe (wanglz@radi.ac.cn) |
英文摘要 | In the traditional reconstruction algorithm for compressed sensing, we use the measurement matrix and the corresponding observed image to recover the target image. In the application of remote sensing, there are many multi-source and multi-temporal reference images that have similar information to that of the target image. In this paper, we propose an algorithm to reconstruct the target image with information from multi-source and multi-temporal reference images to improve the image reconstruction accuracy, in other words, to improve the degree of similarity between the reconstructed image and the target image. The basic principle of our method is to construct a penalty term with the similarity of the target sparse coefficient and the reference sparse coefficient to constrain the reconstruction process. The experimental results demonstrate the effectiveness of our method. © 2015, Springer Science+Business Media New York. |
学科主题 | Computer Science; Engineering |
类目[WOS] | Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:20154501517941 |
内容类型 | 期刊论文 |
源URL | [http://ir.radi.ac.cn/handle/183411/39357] |
专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
作者单位 | 1. Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 2.100094, China 3. School of Computer Science, China University of Geosciences, Wuhan 4.430074, China 5. University of Chinese Academy of Sciences, Beijing, China |
推荐引用方式 GB/T 7714 | Fan, Cong,Wang, Lizhe,Liu, Peng,et al. Compressed sensing based remote sensing image reconstruction via employing similarities of reference images[J]. Multimedia Tools and Applications,2016,75(19):12201-12225. |
APA | Fan, Cong,Wang, Lizhe,Liu, Peng,Lu, Ke,&Liu, Dingsheng.(2016).Compressed sensing based remote sensing image reconstruction via employing similarities of reference images.Multimedia Tools and Applications,75(19),12201-12225. |
MLA | Fan, Cong,et al."Compressed sensing based remote sensing image reconstruction via employing similarities of reference images".Multimedia Tools and Applications 75.19(2016):12201-12225. |
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