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用于X射线断层扫描的联合迭代重建和三维刚性配准

Joint iterative reconstruction and 3D rigid alignment for X-ray tomography.

作者信息

Pande K, Donatelli J J, Parkinson D Y, Yan H, Sethian J A

出版信息

Opt Express. 2022 Mar 14;30(6):8898-8916. doi: 10.1364/OE.443248.

Abstract

X-ray tomography is widely used for three-dimensional structure determination in many areas of science, from the millimeter to the nanometer scale. The resolution and quality of the 3D reconstruction is limited by the availability of alignment parameters that correct for the mechanical shifts of the sample or sample stage for the images that constitute a scan. In this paper we describe an algorithm for marker-free, fully automated and accurately aligned and reconstructed X-ray tomography data. Our approach solves the tomographic reconstruction jointly with projection data alignment based on a rigid-body deformation model. We demonstrate the robustness of our method on both synthetic phantom and experimental data and show that our method is highly efficient in recovering relatively large alignment errors without prior knowledge of a low resolution approximation of the 3D structure or a reasonable estimate of alignment parameters.

摘要

X射线断层扫描在许多科学领域中广泛用于从毫米到纳米尺度的三维结构测定。三维重建的分辨率和质量受到对准参数可用性的限制,这些参数用于校正构成扫描的图像中样品或样品台的机械位移。在本文中,我们描述了一种用于无标记、全自动且精确对准和重建的X射线断层扫描数据的算法。我们的方法基于刚体变形模型,联合解决断层重建与投影数据对准问题。我们在合成体模和实验数据上证明了我们方法的稳健性,并表明我们的方法在无需三维结构低分辨率近似的先验知识或对准参数的合理估计的情况下,在恢复相对较大的对准误差方面非常高效。

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