基于CZT光子计数半导体探测器的非局部均值算法对伽玛射线图像的噪声级和无参考评价。

IF 1.6 3区 工程技术 Q3 CHEMISTRY, INORGANIC & NUCLEAR
Youngjin Lee
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引用次数: 0

摘要

本研究的目的是提出并评估一种在薄探测器厚度条件下使用碲化镉锌(CZT)光子计数半导体探测器(PCSD)最大限度地提高伽马射线图像质量的算法。除了CZT PCSD外,还建立了一个像素匹配的平行孔准直器,该准直器可以优化伽马射线图像的空间分辨率。采用Geant4 Application for tomography Emission平台对采集的图像进行非局部均值(non-local mean, NLM)降噪算法,定量评价整体图像质量的改善程度。当所提出的源-像元匹配准直器距离缩短时,选择薄CZT PCSD (1 mm),对获取的图像应用NLM算法,得到半最大值0.957 mm的全宽度。我们证明,在相同的源到准直器距离下,与使用3毫米厚的PCSD相比,空间分辨率提高了约40.89%。此外,应用所提出的NLM算法得到的图像的噪比和变异系数与3 mm厚探测器系统的图像的噪比和变异系数基本接近。我们证明了基于NLM算法提出的方法是一种PCSD伽马射线成像技术,能够降低成本并提高图像质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Noise level and no-reference-based evaluations for gamma-ray image using non-local means algorithm with CZT photon counting semiconductor detector
The purpose of this study was to propose and evaluate an algorithm that maximizes the image quality of gamma-ray images using a cadmium zinc telluride (CZT) photon-counting semiconductor detector (PCSD) under thin detector thickness conditions. In addition to the CZT PCSD, a pixel-matched parallel-hole collimator that can optimize the spatial resolution of gamma-ray images was modeled. A non-local mean (NLM) noise reduction algorithm was applied to the acquired images using Geant4 Application for Tomographic Emission platform to quantitatively evaluate the overall image quality improvement. When the proposed source-to-pixel-matched collimator distance was shortened, a thin CZT PCSD (1 mm) was selected, and the NLM algorithm was applied to the acquired image to obtain a full width at a half maximum value of 0.957 mm. We demonstrated that the spatial resolution was improved by approximately 40.89% compared to when using a 3-mm-thick PCSD at the same source-to-collimator distance. In addition, the contrast-to-noise ratio and coefficient of variation of the image acquired from the system applying the proposed NLM algorithm were derived to be almost similar to those of the 3-mm-thick detector system. We demonstrated that the proposed approach based on the NLM algorithm is a PCSD gamma-ray imaging technology that is capable of reducing costs and improving image quality.
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来源期刊
Applied Radiation and Isotopes
Applied Radiation and Isotopes 工程技术-核科学技术
CiteScore
3.00
自引率
12.50%
发文量
406
审稿时长
13.5 months
期刊介绍: Applied Radiation and Isotopes provides a high quality medium for the publication of substantial, original and scientific and technological papers on the development and peaceful application of nuclear, radiation and radionuclide techniques in chemistry, physics, biochemistry, biology, medicine, security, engineering and in the earth, planetary and environmental sciences, all including dosimetry. Nuclear techniques are defined in the broadest sense and both experimental and theoretical papers are welcome. They include the development and use of α- and β-particles, X-rays and γ-rays, neutrons and other nuclear particles and radiations from all sources, including radionuclides, synchrotron sources, cyclotrons and reactors and from the natural environment. The journal aims to publish papers with significance to an international audience, containing substantial novelty and scientific impact. The Editors reserve the rights to reject, with or without external review, papers that do not meet these criteria. Papers dealing with radiation processing, i.e., where radiation is used to bring about a biological, chemical or physical change in a material, should be directed to our sister journal Radiation Physics and Chemistry.
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