Measurement matrix construction for large-area single photon compressive imaging | |
Wang, Hui1; Yan, Qiurong1,2![]() ![]() | |
作者部门 | 光电子学研究室 |
2019-02 | |
发表期刊 | Sensors (Switzerland)
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ISSN | 14248220 |
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 |
DOI | 10.3390/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 | |
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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Measurement matrix c(2881KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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