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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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