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Hybrid Iterative Reconstruction for Low Radiation Dose Computed Tomography

机译:低辐射剂量计算机断层扫描的混合迭代重建。

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The purpose of this paper is to study the use of hybrid iterative reconstruction (HIR) technique for radiation dose reduction and its effect on low-contrast resolution. This method is designed to create prior information for improving image quality from low dose CT scanners. We compare the performance of lower radiation dose with the HIR and standard dose with the filtered back projection (FBP) using catphan®504 phantom, which is used to measure various image quality parameters. Results show that there are continuous linear reduction of noise and linear increase of CNR with increasing HIR levels compared to FBP for any given scanning protocol. It is possible to provide equivalent diagnostic image quality at low dose. In this paper, we use a quantitative method to evaluate the noise characteristics. Evidence from phantom tests demonstrates that the shape of NPS_(HIR) is shifted continuously to low frequency with increasing HIR levels compared to FBP for any given scanning protocol. Our study confirms that even if there are continuous reduction of noise and increase of CNR with increasing HIR levels, the performance of human observers did not seem to be improved simultaneously because coarser noise could appear. Our finding that the low-frequency components (HIR) are greater than one of FBP (previously believed) may result in the discrepancy between the performance of human observers and that of the ideal low-contrast objects.
机译:本文的目的是研究使用混合迭代重建(HIR)技术减少辐射剂量及其对低对比度分辨率的影响。此方法旨在创建先验信息,以提高低剂量CT扫描仪的图像质量。我们使用catphan®504幻影比较了具有HIR的较低辐射剂量和具有滤波后的反投影(FBP)的标准剂量的性能,该模型用于测量各种图像质量参数。结果表明,对于任何给定的扫描方案,与FBP相比,随着HIR水平的提高,噪声不断地线性降低,CNR线性增加。低剂量时可以提供同等的诊断图像质量。在本文中,我们使用定量方法来评估噪声特性。幻像测试的证据表明,对于任何给定的扫描协议,与FBP相比,随着HIR级别的提高,NPS_(HIR)的形状不断向低频移动。我们的研究证实,即使随着HIR水平的提高,噪声不断降低,CNR不断增加,人类观察者的表现似乎并没有同时得到改善,因为可能会出现更粗糙的噪声。我们的发现,低频分量(HIR)大于FBP(以前认为)之一,可能导致人类观察者的表现与理想的低对比度物体的表现之间存在差异。

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