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机器人X射线断层扫描系统中的静态编码孔径。

Static coded aperture in robotic X-ray tomography systems.

作者信息

Mao Tianyi, Ma Xu, Cuadros Angela P, Dai XiuBin, Wang Zhiteng, Zhang Xin, Zhu Shujin, Zhu Jianjian, Arce Gonzalo R

出版信息

Opt Express. 2022 Feb 28;30(5):7677-7693. doi: 10.1364/OE.449505.

Abstract

Coded aperture X-ray computed tomography is a computational imaging technique capable of reconstructing inner structures of an object from a reduced set of X-ray projection measurements. Coded apertures are placed in front of the X-ray sources from different views and thus significantly reduce the radiation dose. This paper introduces coded aperture X-ray computed tomography for robotic X-ray systems which offer positioning flexibility. While single coded-aperture 3D tomography was recently introduced for standard trajectory CT scanning, it is shown that significant gains in imaging performance can be attained by simple modifications in the CT scanning trajectories enabled by emerging dual robotic CT systems. In particular, the subject is fixed on a plane and the CT system uniformly rotates around the r -axis which is misaligned with the coordinate axes. A single stationary coded aperture is placed on front of the robotic X-ray source above the plane and the corresponding X-ray projections are measured by a two-dimensional detector on the second arm of the robotic system. The compressive measurements with misalignment enable the reconstruction of high-resolution three-dimensional volumetric images from the low-resolution coded projections on the detector at a sub-sampling rate. An efficient algorithm is proposed to generate the rotation matrix with two basic sub-matrices and thus the forward model is formulated. The stationary coded aperture is designed based on the Pearson product-moment correlation coefficient analysis and the direct binary search algorithm is used to obtain the optimized coded aperture. Simulations using simulated datasets show significant gains in reconstruction performance compared to conventional coded aperture CT systems.

摘要

编码孔径X射线计算机断层扫描是一种计算成像技术,能够从减少的X射线投影测量集中重建物体的内部结构。编码孔径放置在来自不同视角的X射线源前方,从而显著降低辐射剂量。本文介绍了适用于具有定位灵活性的机器人X射线系统的编码孔径X射线计算机断层扫描。虽然最近为标准轨迹CT扫描引入了单编码孔径3D断层扫描,但研究表明,通过新兴的双机器人CT系统实现的CT扫描轨迹的简单修改,可以在成像性能上取得显著提升。具体而言,将对象固定在一个平面上,CT系统围绕与坐标轴不对准的r轴均匀旋转。在平面上方的机器人X射线源前方放置一个固定的编码孔径,并由机器人系统第二臂上的二维探测器测量相应的X射线投影。具有不对准的压缩测量能够以子采样率从探测器上的低分辨率编码投影重建高分辨率三维体积图像。提出了一种有效的算法,通过两个基本子矩阵生成旋转矩阵,从而建立了前向模型。基于皮尔逊积矩相关系数分析设计固定编码孔径,并使用直接二分搜索算法获得优化的编码孔径。使用模拟数据集进行的模拟表明,与传统编码孔径CT系统相比,重建性能有显著提升。

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