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基于准蒙特卡罗方法的梯度方向各向同性分布以提高3D电子顺磁共振成像的重建质量

Quasi Monte Carlo-based isotropic distribution of gradient directions for improved reconstruction quality of 3D EPR imaging.

作者信息

Ahmad Rizwan, Deng Yuanmu, Vikram Deepti S, Clymer Bradley, Srinivasan Parthasarathy, Zweier Jay L, Kuppusamy Periannan

机构信息

Department of Electrical and Computer Engineering, The Ohio State University, College of Engineering, Columbus, OH 43210, USA.

出版信息

J Magn Reson. 2007 Feb;184(2):236-45. doi: 10.1016/j.jmr.2006.10.008. Epub 2006 Nov 13.

Abstract

In continuous wave (CW) electron paramagnetic resonance imaging (EPRI), high quality of reconstructed image along with fast and reliable data acquisition is highly desirable for many biological applications. An accurate representation of uniform distribution of projection data is necessary to ensure high reconstruction quality. The current techniques for data acquisition suffer from nonuniformities or local anisotropies in the distribution of projection data and present a poor approximation of a true uniform and isotropic distribution. In this work, we have implemented a technique based on Quasi-Monte Carlo method to acquire projections with more uniform and isotropic distribution of data over a 3D acquisition space. The proposed technique exhibits improvements in the reconstruction quality in terms of both mean-square-error and visual judgment. The effectiveness of the suggested technique is demonstrated using computer simulations and 3D EPRI experiments. The technique is robust and exhibits consistent performance for different object configurations and orientations.

摘要

在连续波(CW)电子顺磁共振成像(EPRI)中,对于许多生物学应用而言,高质量的重建图像以及快速可靠的数据采集是非常理想的。准确表示投影数据的均匀分布对于确保高重建质量是必要的。当前的数据采集技术存在投影数据分布不均匀或局部各向异性的问题,并且对真实的均匀各向同性分布的近似效果不佳。在这项工作中,我们实现了一种基于准蒙特卡罗方法的技术,以在三维采集空间中获取具有更均匀和各向同性数据分布的投影。所提出的技术在均方误差和视觉判断方面的重建质量都有改进。通过计算机模拟和三维EPRI实验证明了所建议技术的有效性。该技术具有鲁棒性,并且对于不同的物体配置和方向表现出一致的性能。

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