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Explicit Filtering Based Low-Dose Differential Phase Reconstruction Algorithm with the Grating Interferometry

机译:基于显式滤波的光栅干涉低剂量微分重构算法

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摘要

X-ray grating interferometry offers a novel framework for the study of weakly absorbing samples. Three kinds of information, that is, the attenuation, differential phase contrast (DPC), and dark-field images, can be obtained after a single scanning, providing additional and complementary information to the conventional attenuation image. Phase shifts of X-rays are measured by the DPC method; hence, DPC-CT reconstructs refraction indexes rather than attenuation coefficients. In this work, we propose an explicit filtering based low-dose differential phase reconstruction algorithm, which enables reconstruction from reduced scanning without artifacts. The algorithm adopts a differential algebraic reconstruction technique (DART) with the explicit filtering based sparse regularization rather than the commonly used total variation (TV) method. Both the numerical simulation and the biological sample experiment demonstrate the feasibility of the proposed algorithm.
机译:X射线光栅干涉仪为研究弱吸收样品提供了一个新颖的框架。在单次扫描后可以获得三种信息,即衰减,差分相位对比(DPC)和暗场图像,从而为常规衰减图像提供了额外的补充信息。 X射线的相移通过DPC方法测量;因此,DPC-CT重建的是折射率而不是衰减系数。在这项工作中,我们提出了一种基于显式滤波的低剂量微分相位重建算法,该算法能够从减少的扫描中重建而没有伪影。该算法采用差分代数重构技术(DART),该算法具有基于显式滤波的稀疏正则化方法,而不是常用的总变化(TV)方法。数值模拟和生物样本实验均证明了该算法的可行性。

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