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单光子发射计算机断层扫描中的全三维蒙特卡罗重建:一项可行性研究。

Fully 3D Monte Carlo reconstruction in SPECT: a feasibility study.

作者信息

Lazaro D, El Bitar Z, Breton V, Hill D, Buvat I

机构信息

UMR 678 INSERM, UPMR, CHU Pitié-Salpêtrière, 91 Boulevard de l'Hôpital, 75634 Paris Cedex 13, France.

出版信息

Phys Med Biol. 2005 Aug 21;50(16):3739-54. doi: 10.1088/0031-9155/50/16/006. Epub 2005 Jul 28.

Abstract

In single photon emission computed tomography (SPECT) with parallel hole collimation, image reconstruction is usually performed as a set of bidimensional (2D) analytical or iterative reconstructions. This approach ignores the tridimensional (3D) nature of scatter and detector response function that affects the detected signal. To deal with the 3D nature of the image formation process, iterative reconstruction can be used by considering a 3D projector modelling the 3D spread of photons. In this paper, we investigate the value of using accurate Monte Carlo simulations to determine the 3D projector used in a fully 3D Monte Carlo (F3DMC) reconstruction approach. Given the 3D projector modelling all physical effects affecting the imaging process, the reconstruction problem is solved using the maximum likelihood expectation maximization (MLEM) algorithm. To validate the concept, three data sets were simulated and F3DMC was compared with two other 3D reconstruction strategies using analytical corrections for attenuation, scatter and camera point spread function. Results suggest that F3DMC improves spatial resolution, relative and absolute quantitation and signal-to-noise ratio. The practical feasibility of the approach on real data sets is discussed.

摘要

在采用平行孔准直的单光子发射计算机断层扫描(SPECT)中,图像重建通常作为一组二维(2D)分析或迭代重建来进行。这种方法忽略了影响检测信号的散射和探测器响应函数的三维(3D)特性。为了处理图像形成过程的三维特性,可以通过考虑对光子的三维扩散进行建模的三维投影仪来使用迭代重建。在本文中,我们研究了使用精确的蒙特卡罗模拟来确定在全三维蒙特卡罗(F3DMC)重建方法中使用的三维投影仪的价值。鉴于三维投影仪对影响成像过程的所有物理效应进行建模,使用最大似然期望最大化(MLEM)算法解决重建问题。为了验证这一概念,模拟了三个数据集,并将F3DMC与其他两种使用衰减、散射和相机点扩散函数的分析校正的三维重建策略进行了比较。结果表明,F3DMC提高了空间分辨率、相对和绝对定量以及信噪比。讨论了该方法在实际数据集上的实际可行性。

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