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Simulation and optimization of system configuration for the stationary head CT using CNT x-ray source array: reconstruction and quality evaluation

成像体模 层析合成 图像质量 计算机科学 迭代重建 探测器 投影(关系代数) 人工智能 计算机视觉 光学 物理 乳腺摄影术 算法 图像(数学) 医学 癌症 乳腺癌 内科学 电信
作者
Yueting Luo,Derrek Spronk,Yueh Z. Lee,Otto Zhou,Jianping Lü
出处
期刊:Medical Imaging 2018: Physics of Medical Imaging 卷期号:: 116-116 被引量:6
标识
DOI:10.1117/12.2549996
摘要

Purpose: The invention of carbon nanotube (CNT) x-ray source array has allowed development of many novel imaging systems including stationary tomosynthesis devices for breast, chest and dental imaging. This technology enables stationary computed tomography with potentially a fast data acquisition rate and a mechanically robust structure by eliminating the rotating gantry. It reduces the image blur caused by the mechanical motion. The purpose of this work is to explore possible system configurations of stationary head CT (s-HCT) using fixed-position linear CNT x-ray source arrays and detector arrays. Methods: Sinogram coverage is used for qualitative evaluation on the CT projection data collection efficiency for a given configuration. Accordingly, the configuration is optimized based on the coverage in sinogram space. To evaluate the system feasibility on imaging low-contrast brain tissues, a modified low-contrast Shepp-Logan phantom is implemented for quality assessment using quantitative metrics. Different Iterative Reconstruction methods are compared for both qualitative and quantitative assessment as well. Results: The sinogram coverage of s-HCT configurations changes significantly with different number of CNT source arrays used, as well as the layout of the geometry. Preliminary results suggest that a s-HCT configuration with three planes gives a nearly completed sinogram coverage which provides enough information to reconstruct image with good quality. Different reconstruction techniques are used for such configuration with a low-contrast head phantom. High-quality images are reconstructed for the proposed configuration. Conclusion: An optimized s-HCT system configuration can be built with few linear CNT x-ray source arrays. Given such configuration, Iterative Reconstruction algorithms in conjunction with Total-Variation Regularization provides highquality images even for low-contrast objects.

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