图像分辨率
锥束ct
反褶积
投影(关系代数)
计算机视觉
光传递函数
点扩散函数
去模糊
光学
人工智能
核(代数)
计算机科学
迭代重建
图像复原
图像处理
物理
图像(数学)
数学
计算机断层摄影术
算法
医学
放射科
组合数学
作者
Xiaoyu Hu,Yuncheng Zhong,Yanqi Huang,Chenyang Shen,Xun Jia
标识
DOI:10.1088/1361-6560/ac6b7a
摘要
Abstract Objective. 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. Approach. 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. Main results. 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 mm 2 at 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 mm −1 for in-plane images and 1.05–1.32 mm −1 for 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 mm −1 for in-plane direction and from 0.72 to 0.84 mm −1 for cross-plane direction. Significance. The proposed method to mitigate blurring caused by finite x-ray spot size and improve CBCT image resolution is simple and effective.
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