摘要
Imaging quality is a critical component of compressive imaging in real applications. In this study, we propose a compressive imaging method based on multi-scale modulation and reconstruction in the spatial frequency domain. Theoretical analysis and simulation show the relation between the measurement matrix resolution and compressive sensing(CS)imaging quality. The matrix design is improved to provide multi-scale modulations, followed by individual reconstruction of images of different spatial frequencies. Compared with traditional single-scale CS imaging, the multi-scale method provides high quality imaging in both high and low frequencies, and effectively decreases the overall reconstruction error.Experimental results confirm the feasibility of this technique, especially at low sampling rate. The method may thus be helpful in promoting the implementation of compressive imaging in real applications.
作者
刘璠
刘雪峰
蓝若明
姚旭日
窦申成
王小庆
翟光杰
Fan Liu;Xue-Feng Liu;Ruo-Ming Lan;Xu-Ri Yao;Shen-Cheng Dou;Xiao-Qing Wang;Guang-Jie Zhai(Key Laboratory of Electronics and Information Technology for Space Systems,National Space Science Center,Chinese Academy of Sciences,Beijing 100190,China;School of Physics and Electronics,Shandong Normal University,Ji’nan 250014,China;University of Chinese Academy of Sciences,Beijing 100049,China)
基金
Project supported by the National Natural Science Foundation of China(Grant Nos.61601442,61605218,and 61575207)
the National Key Research and Development Program of China(Grant No.2018YFB0504302)
the Youth Innovation Promotion Association of the Chinese Academy of Sciences(Grant Nos.2015124 and 2019154)。