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Measurement matrix construction for large-area single photon compressive imaging
Wang, Hui1; Yan, Qiurong1,2; Li, Bing1; Yuan, Chenglong1; Wang, Yuhao1
作者部门光电子学研究室
2019-02
发表期刊Sensors (Switzerland)
ISSN14248220
卷号19期号:3
产权排序2
摘要

We have developed a single photon compressive imaging system based on single photon counting technology and compressed sensing theory, using a photomultiplier tube (PMT) photon counting head as the bucket detector. This system can realize ultra-weak light imaging with the imaging area up to the entire digital micromirror device (DMD) working region. The measurement matrix in this system is required to be binary due to the two working states of the micromirror corresponding to two controlled elements. And it has a great impact on the performance of the imaging system, because it involves modulation of the optical signal and image reconstruction. Three kinds of binary matrix including sparse binary random matrix, m sequence matrix and true random number matrix are constructed. The properties of these matrices are analyzed theoretically with the uncertainty principle. The parameters of measurement matrix including sparsity ratio, compressive sampling ratio and reconstruction time are verified in the experimental system. The experimental results show that, the increase of sparsity ratio and compressive sampling ratio can improve the reconstruction quality. However, when the increase is up to a certain value, the reconstruction quality tends to be saturated. Compared to the other two types of measurement matrices, the m sequence matrix has better performance in image reconstruction. © 2019 by the authors. Licensee MDPI, Basel, Switzerland.

关键词single photon compressive imaging compressed sensing measurement matrix
DOI10.3390/s19030474
收录类别SCI ; EI
语种英语
WOS记录号WOS:000459941200037
出版者MDPI AG, Postfach, Basel, CH-4005, Switzerland
EI入藏号20190706490483
引用统计
被引频次:1[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/181661/31266
专题光电子学研究室
通讯作者Yan, Qiurong
作者单位1.School of Information Engineering, Nanchang University, Nanchang; 330031, China;
2.State Key Laboratory of Transient Optics and Photonics, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an; 710119, China
推荐引用方式
GB/T 7714
Wang, Hui,Yan, Qiurong,Li, Bing,et al. Measurement matrix construction for large-area single photon compressive imaging[J]. Sensors (Switzerland),2019,19(3).
APA Wang, Hui,Yan, Qiurong,Li, Bing,Yuan, Chenglong,&Wang, Yuhao.(2019).Measurement matrix construction for large-area single photon compressive imaging.Sensors (Switzerland),19(3).
MLA Wang, Hui,et al."Measurement matrix construction for large-area single photon compressive imaging".Sensors (Switzerland) 19.3(2019).
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