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首页> 外文期刊>Journal of X-ray science and technology >Investigation of image noise in cone-beam CT imaging due to photon counting statistics with the Feldkamp algorithm by computer simulations
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Investigation of image noise in cone-beam CT imaging due to photon counting statistics with the Feldkamp algorithm by computer simulations

机译:利用Feldkamp算法通过计算机模拟研究由于光子计数统计而在锥束CT成像中产生的图像噪声

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摘要

Cone beam CT (CBCT) imaging technique has found many applications in medical imaging in recent years since it provides three-dimensional image reconstruction with low contrast detectability and high resolution. In CBCT systems, image noise caused by photon counting statistics plays an important role in image quality by affecting low contrast detection and patient dose. In this paper, we studied image noise caused by photon counting statistics with the Feldkamp’s cone beam reconstruction algorithm. A noise model based on photon counting detector was developed to provide the noise distribution in 3D image space and the quantitative relationships between image noise level and various CT parameters, including the exposure level, the number of projections, the reconstruction filter and the detector pixel size. Computer simulations of a spherical water phantom were conducted to test the theoretical model. This work provides the noise spatial distribution in cone-beam CT and its relationship with CBCT parameters. It can also provide local noise information for adaptive de-noising in the future.
机译:锥束CT(CBCT)成像技术近年来在医学成像中获得了许多应用,因为它提供了具有低对比度可检测性和高分辨率的三维图像重建。在CBCT系统中,由光子计数统计信息引起的图像噪声会通过影响低对比度检测和患者剂量而在图像质量中发挥重要作用。在本文中,我们使用Feldkamp的锥束重建算法研究了由光子计数统计信息引起的图像噪声。建立了基于光子计数检测器的噪声模型,以提供3D图像空间中的噪声分布以及图像噪声水平与各种CT参数(包括曝光水平,投影数量,重建滤波器和检测器像素大小)之间的定量关系。 。进行了球形水体模型的计算机仿真,以测试理论模型。这项工作提供了锥束CT的噪声空间分布及其与CBCT参数的关系。它还可以提供本地噪声信息,以便将来进行自适应降噪。

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