Efficient implementation of x-ray ghost imaging based on a modified compressive sensing algorithm

被引:12
作者
Zhang, Haipeng [1 ,2 ,3 ]
Li, Ke [2 ]
Zhao, Changzhe [1 ,2 ,3 ]
Tang, Jie
Xiao, Tiqiao [1 ,2 ,3 ]
机构
[1] Chinese Acad Sci, Shanghai Inst Appl Phys, Shanghai 201800, Peoples R China
[2] Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai Synchrotron Radiat Facil, Zhangjiang Lab, Shanghai 201204, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
基金
中国国家自然科学基金;
关键词
x-ray ghost imaging; modified compressive sensing algorithm; real-time x-ray imaging; PSEUDO-INVERSE; VISIBILITY;
D O I
10.1088/1674-1056/ac48f7
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Towards efficient implementation of x-ray ghost imaging (XGI), efficient data acquisition and fast image reconstruction together with high image quality are preferred. In view of radiation dose resulted from the incident x-rays, fewer measurements with sufficient signal-to-noise ratio (SNR) are always anticipated. Available methods based on linear and compressive sensing algorithms cannot meet all the requirements simultaneously. In this paper, a method based on a modified compressive sensing algorithm with conjugate gradient descent method (CGDGI) is developed to solve the problems encountered in available XGI methods. Simulation and experiments demonstrate the practicability of CGDGI-based method for the efficient implementation of XGI. The image reconstruction time of sub-second implicates that the proposed method has the potential for real-time XGI.
引用
收藏
页数:9
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