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A direct filtered back-projection reconstruction method for inverse geometry CT without gridding: a simulation study

机译:用于逆几何CT无网格的直接滤波后投影重建方法:仿真研究

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Inverse geometry computed tomography (IGCT) uses a small detector and a set of widely distributed x-ray sources. Standard filtered-backprojection (FBP) reconstruction for a conventional CT geometry cannot be directly used in IGCT, due to data truncation and redundancy of the sinograms acquired by different sources. Current IGCT algorithms use gridding or iterations during reconstruction, leading to degraded spatial resolution or increased computational cost. In this work, we propose a direct FBP reconstruction method for IGCT without gridding. A reconstruction algorithm is first derived for a full-size sinogram acquired by a single source with a known offset distance to the central line passing through the rotational axis and perpendicular to the detector. A weighting scheme is then developed on the projections to remove the data redundancy of different sinograms acquired by different sources. The final reconstruction is obtained as the summation of CT images reconstructed from different sources, in a form of FBP on weighted projections. The performance of the proposed algorithm is evaluated via simulation studies on the Shepp-Logan phantom. Results show that our algorithm substantially improves the image spatial resolution over the gridding method. The spatial resolution increases by 32.08% and 23.26% at 50% and 10% of the modulation transfer function, respectively. Finally, we demonstrate the advantages of volumetric IGCT compared with circular cone-beam CT in a pilot study.
机译:逆几何计算断层扫描(IGCT)使用小型检测器和一组广泛分布的X射线源。由于由不同来源获取的中央图的数据截断和冗余,可以在IGCT中直接用于传统CT几何的标准滤波 - 反射(FBP)重建。当前IGCT算法在重建期间使用网格或迭代,导致空间分辨率降低或增加计算成本。在这项工作中,我们为IGCT提出了一个直接的FBP重建方法,没有网格。首先导出重建算法,用于由单个源获得的全尺寸SINOGRAM,其具有已知的偏移距离与穿过旋转轴的中央线并垂直于检测器。然后在投影上开发加权方案,以消除由不同来源获取的不同铭文的数据冗余。最终重建是作为从不同来源重建的CT图像的总和,以加权投影的形式为FBP。通过Shepp-Logan Phantom的仿真研究评估所提出的算法的性能。结果表明,我们的算法基本上改善了网格方法的图像空间分辨率。空间分辨率分别增加了32.08%和23.26%,分别为调制转移功能的50%和10%。最后,我们展示了在试验研究中与圆锥梁CT相比体积IGCT的优点。

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