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基于重加权 L1 范数正则化的 X 射线差分相位衬度射线路径图相位恢复。

Reweighted L1-norm regularized phase retrieval for x-ray differential phase contrast radiograph.

机构信息

Chinese Academy of Engineering Physics, Institute Fluid Physics, Mianyang 621999, China.

出版信息

Rev Sci Instrum. 2022 Apr 1;93(4):043706. doi: 10.1063/5.0081145.

Abstract

Talbot-Lau x-ray grating interferometry greatly decreases the requirements on x-ray sources to realize differential phase contrast imaging and has found many applications in industrial and medical imaging. Phase retrieval from the noisy differential signal is crucial for quantitative analysis, comparison, and fusion with other imaging modalities. In this paper, we introduce a reweighted L1-norm based nonlinear regularization method for the phase retrieval problem. Both simulation and experimental results demonstrated that, comparing with the widely used L1-norm based regularization method and Wiener filter method, the proposed method is more effective both in eliminating the strip noises and in preserving the image detail.

摘要

塔尔博特-劳 X 射线光栅干涉极大地降低了实现差分相位衬度成像对 X 射线源的要求,并在工业和医学成像中得到了广泛应用。从有噪声的差分信号中进行相位恢复对于定量分析、比较以及与其他成像模式融合至关重要。在本文中,我们提出了一种基于重加权 L1 范数的非线性正则化方法用于相位恢复问题。模拟和实验结果均表明,与广泛使用的基于 L1 范数的正则化方法和维纳滤波器方法相比,该方法在消除条纹噪声和保留图像细节方面更有效。

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