以多段方式分布的源和检测器的静态CT:系统分析和分析重建

IF 4.2 2区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Changyu Chen;Yuxiang Xing;Li Zhang;Zhiqiang Chen
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引用次数: 0

摘要

在这项工作中,我们研究了以多段方式分布的源和检测器的静态CT (MS-StaticCT)的投影采样和分析重建算法的特征。MS-StaticCT是以前静态线性CT系统的通用配置,在x射线源和探测器组件中提供了增强的设计灵活性和利用效率。通过分析单段源和探测器对的成像几何结构,深入研究了MS-StaticCT的氡空间特性,提出了系统设计的数据充分性条件。为了探讨MS-StaticCT独特的采样特性对重建质量的影响,我们在两种流行的管道下推导了滤波反投影(MS-FBP)和差异化反投影滤波(MS-DBF)的分析算法,并评估了它们的性能。MS-FBP的全局滤波过程由于采样不均匀和片段间存在奇异点,需要局部重构。微分的局部性质使过滤方便而无需重新启动。此外,为了解决光源和探测器的光阻挡导致的数据不足,我们结合了多个成像平面,并设计了一个有效利用共轭投影的广义加权函数。数值幻影和临床CT数据的仿真研究证明了MS-StaticCT及其重构算法的可行性。结果突出了MS-DBF在多段几何形状的精度和空间分辨率方面的优势,而不影响MS-FBP的噪声性能,MS-FBP的性能取决于每个焦点涉及的检测器段的数量。我们的研究为以线性源轨迹和检测器为特征的系统提供了基本数据结构和基本重建的全面理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Static CT With Sources and Detectors Distributed in a Multi-Segment Manner: System Analysis and Analytical Reconstruction
In this work, we investigate the feature of projection sampling and analytical reconstruction algorithms for a Static CT with sources and detectors distributed in a Multi-Segment manner (MS-StaticCT). MS-StaticCT is a generalized configuration of previous static linear CT systems offering enhanced design flexibility and utilization efficiency in both X-ray source and detector components. By analyzing the imaging geometry of single-segment source and detector pairs, we delved into the Radon space properties of MS-StaticCT and proposed a data sufficiency condition for system design. To explore the impact of the unique sampling characteristics of MS-StaticCT on reconstruction quality, we derived analytical algorithms under two popular pipelines filtered-backprojection (MS-FBP) and differentiated backprojection filtration (MS-DBF), and assessed their performance. Due to the non-uniform sampling and singular points between segments, the global filtration process of MS-FBP requires local rebinning. The local nature of differentiation enables convenient filtration without rebinning. Besides, to address insufficient data caused by optical obstruction by sources and detectors, we incorporated multiple imaging planes and designed a generalized weighting function that efficiently utilizes conjugate projections. Simulation studies on numerical phantoms and clinical CT data demonstrate the feasibility of MS-StaticCT and the proposed reconstruction algorithms. The results highlighted MS-DBF's superiority in accuracy and spatial resolution for multi-segment geometries without compromising noise performance compared to MS-FBP whose performance depends on the number of detector segments involved for each focal spot. Our study provides a comprehensive understanding of the essential data structure and basic reconstruction tailored for systems characterized by linear source trajectories and detectors.
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来源期刊
IEEE Transactions on Computational Imaging
IEEE Transactions on Computational Imaging Mathematics-Computational Mathematics
CiteScore
8.20
自引率
7.40%
发文量
59
期刊介绍: The IEEE Transactions on Computational Imaging will publish articles where computation plays an integral role in the image formation process. Papers will cover all areas of computational imaging ranging from fundamental theoretical methods to the latest innovative computational imaging system designs. Topics of interest will include advanced algorithms and mathematical techniques, model-based data inversion, methods for image and signal recovery from sparse and incomplete data, techniques for non-traditional sensing of image data, methods for dynamic information acquisition and extraction from imaging sensors, software and hardware for efficient computation in imaging systems, and highly novel imaging system design.
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