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GENFIRE:一种用于高分辨率 3D 成像的广义傅里叶迭代重建算法。

GENFIRE: A generalized Fourier iterative reconstruction algorithm for high-resolution 3D imaging.

机构信息

Department of Physics and Astronomy and California NanoSystems Institute, University of California Los Angeles, California, 90095, USA.

Department of Chemistry & Biochemistry, UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, California, 90095-1570, USA.

出版信息

Sci Rep. 2017 Sep 5;7(1):10409. doi: 10.1038/s41598-017-09847-1.

Abstract

Tomography has made a radical impact on diverse fields ranging from the study of 3D atomic arrangements in matter to the study of human health in medicine. Despite its very diverse applications, the core of tomography remains the same, that is, a mathematical method must be implemented to reconstruct the 3D structure of an object from a number of 2D projections. Here, we present the mathematical implementation of a tomographic algorithm, termed GENeralized Fourier Iterative REconstruction (GENFIRE), for high-resolution 3D reconstruction from a limited number of 2D projections. GENFIRE first assembles a 3D Fourier grid with oversampling and then iterates between real and reciprocal space to search for a global solution that is concurrently consistent with the measured data and general physical constraints. The algorithm requires minimal human intervention and also incorporates angular refinement to reduce the tilt angle error. We demonstrate that GENFIRE can produce superior results relative to several other popular tomographic reconstruction techniques through numerical simulations and by experimentally reconstructing the 3D structure of a porous material and a frozen-hydrated marine cyanobacterium. Equipped with a graphical user interface, GENFIRE is freely available from our website and is expected to find broad applications across different disciplines.

摘要

断层摄影术在从物质的 3D 原子排列研究到医学中人类健康研究等多个领域产生了根本性的影响。尽管它的应用非常多样化,但断层摄影术的核心仍然不变,即必须实施一种数学方法,以便从多个 2D 投影重建物体的 3D 结构。在这里,我们提出了一种断层摄影算法的数学实现,称为广义傅里叶迭代重建(GENFIRE),用于从有限数量的 2D 投影进行高分辨率 3D 重建。GENFIRE 首先用过采样组装一个 3D 傅里叶网格,然后在实空间和倒易空间之间迭代,以寻找同时与测量数据和一般物理约束一致的全局解。该算法需要最小的人为干预,并且还包含角细化以减少倾斜角误差。我们通过数值模拟和实验重建多孔材料和冷冻水合海洋蓝细菌的 3D 结构,证明了 GENFIRE 可以相对于其他几种流行的断层摄影重建技术产生更好的结果。配备图形用户界面,GENFIRE 可从我们的网站免费获得,预计将在不同学科中得到广泛应用。

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