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通过反卷积来减轻 X 射线焦点引起的模糊,从而提高小动物锥形束 CT 的分辨率。

Improving small animal cone beam CT resolution by mitigating x-ray focal spot induced blurring via deconvolution.

机构信息

innovative Technology of Radiotherapy Computations and Hardware (iTORCH) Laboratory, Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX, United States of America.

出版信息

Phys Med Biol. 2022 Jun 8;67(12). doi: 10.1088/1361-6560/ac6b7a.

Abstract

Modern preclinical small animal radiation platforms utilize cone beam computerized tomography (CBCT) for image guidance and experiment planning purposes. The resolution of CBCT images is of particular importance for visualizing fine animal anatomical structures. One major cause of spatial resolution reduction is the finite size of the x-ray focal spot. In this work, we proposed a simple method to measure x-ray focal spot intensity map and a CBCT image domain deblurring model to mitigate the effect of focal spot-induced image blurring.We measured a projection image of a tungsten ball bearing using the flat panel detector of the CBCT platform. We built a forward blurring model of the projection image and derived the spot intensity map by deconvolving the measured projection image. Based on the measured spot intensity map, we derived a CBCT image domain blurring model for images reconstructed by the filtered backprojection algorithm. Based on this model, we computed image domain blurring kernel and improved the CBCT image resolution by deconvolving the CBCT image.We successfully measured the x-ray focal spot intensity map. The spot size characterized by full width at half maximum was ∼0.75 × 0.55 mmat 40 kVp. We computed image domain convolution kernels caused by the x-ray focal spot. A simulation study on noiseless projections was performed to evaluate the spatial resolution improvement exclusively by the focal spot kernel, and the modulation transfer function (MTF) at 50% was increased from 1.40 to 1.65 mmfor in-plane images and 1.05-1.32 mmfor cross-plane images. Experimental studies on a CT insert phantom and a plastinated mouse phantom demonstrated improved spatial resolution after image domain deconvolution, as indicated by visually improved resolution of fine structures. MTF at 50% was improved from 1.00 to 1.12 mmfor in-plane direction and from 0.72 to 0.84 mmfor cross-plane direction.The proposed method to mitigate blurring caused by finite x-ray spot size and improve CBCT image resolution is simple and effective.

摘要

现代小动物辐射研究平台采用锥形束计算机断层扫描(CBCT)进行图像引导和实验规划。CBCT 图像的分辨率对于观察精细的动物解剖结构尤为重要。空间分辨率降低的一个主要原因是 X 射线焦点的有限尺寸。在这项工作中,我们提出了一种简单的方法来测量 X 射线焦点强度图和 CBCT 图像域去模糊模型,以减轻焦点引起的图像模糊的影响。我们使用 CBCT 平台的平板探测器测量了钨球轴承的投影图像。我们建立了投影图像的正向模糊模型,并通过反卷积测量的投影图像得出了光斑强度图。基于测量的光斑强度图,我们推导了用于滤波反投影算法重建的 CBCT 图像域模糊模型。基于该模型,我们计算了图像域模糊核,并通过反卷积 CBCT 图像来提高 CBCT 图像的分辨率。我们成功地测量了 X 射线焦点强度图。在 40 kVp 时,光斑尺寸用半高全宽表示约为 0.75×0.55 mmat。我们计算了由 X 射线焦点引起的图像域卷积核。对无噪声投影进行了模拟研究,以仅通过焦点核评估空间分辨率的提高,并且调制传递函数(MTF)在 50%处从 1.40 增加到 1.65 mm 用于平面图像,从 1.05 增加到 1.32 mm 用于交叉平面图像。在 CT 插入体模和塑化鼠体模的实验研究中,通过精细结构分辨率的视觉改善,表明图像域反卷积后空间分辨率得到提高。MTF 在 50%处从 1.00 增加到 1.12 mm 用于平面方向,从 0.72 增加到 0.84 mm 用于交叉平面方向。本研究提出了一种简单有效的方法来减轻有限 X 射线光斑尺寸引起的模糊并提高 CBCT 图像分辨率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/9225679/9c3919dea788/nihms-1814685-f0001.jpg

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