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使用迭代最大似然算法重建的单光子发射计算机断层扫描(SPECT)图像中的噪声传播

Noise propagation in SPECT images reconstructed using an iterative maximum-likelihood algorithm.

作者信息

Liew S C, Hasegawa B H, Brown J K, Lang T F

机构信息

Department of Physics, National University of Singapore, Kent Ridge.

出版信息

Phys Med Biol. 1993 Dec;38(12):1713-26. doi: 10.1088/0031-9155/38/12/003.

Abstract

The effects of photon noise in the emission projection data and uncertainty in the attenuation map on the image noise in attenuation-corrected SPECT images reconstructed using a maximum-likelihood expectation-maximization algorithm were investigated. Emission projection data of a physical Hoffman brain phantom and a thorax-like phantom were acquired from a prototype emission-transmission computed tomography (ETCT) scanner being developed at UCSF. Computer-simulated emission projection data from a head-like phantom and a thorax-like phantom were also obtained using a fan-beam geometry consistent with the ETCT system. The simulation assumed a 99Tcm source, included collimator blurring but ignored photon scatter. For each phantom, a region of interest (ROI) at the centre of the reconstructed image was chosen for the purpose of noise analysis. In all cases, the mean value (m) in the ROI approached a constant value after approximately 20 iterations. The standard deviation (sigma) generally increased with the number of iterations. The ratio (sigma/m) was found to be inversely proportional to the square root of the total detected counts and proportional to the relative uncertainty in the attenuation maps. These two noise components contributed independently towards the noise in the reconstructed image. In the ETCT system employing an x-ray tube for attenuation map acquisition, the uncertainty in the reconstructed radionuclide distribution is limited mainly by photon noise in the emission projection data. Our results are expected to be generally applicable to other emission-transmission systems, including those using external radionuclide sources for the acquisition of attenuation maps.

摘要

研究了发射投影数据中的光子噪声以及衰减图中的不确定性对使用最大似然期望最大化算法重建的衰减校正单光子发射计算机断层扫描(SPECT)图像噪声的影响。从加州大学旧金山分校正在开发的原型发射-透射计算机断层扫描(ETCT)扫描仪获取了物理霍夫曼脑模型和胸部样模型的发射投影数据。还使用与ETCT系统一致的扇形束几何结构获得了来自头部样模型和胸部样模型的计算机模拟发射投影数据。模拟假设为99锝源,包括准直器模糊但忽略了光子散射。对于每个模型,为了进行噪声分析,在重建图像的中心选择了一个感兴趣区域(ROI)。在所有情况下,经过大约20次迭代后,ROI中的平均值(m)接近一个恒定值。标准差(sigma)通常随着迭代次数的增加而增加。发现比率(sigma/m)与总检测计数的平方根成反比,与衰减图中的相对不确定性成正比。这两个噪声分量对重建图像中的噪声有独立的贡献。在使用x射线管获取衰减图的ETCT系统中,重建放射性核素分布的不确定性主要受发射投影数据中的光子噪声限制。我们的结果预计普遍适用于其他发射-透射系统,包括那些使用外部放射性核素源获取衰减图的系统。

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