Digital phase reconstruction via iterative solutions of transport-of-intensity equation

Emmanuel Froustey, E. Bostan, Stamatios Lefkimmiatis, M. Unser
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引用次数: 7

Abstract

We develop a variational algorithm for reconstructing phase objects from a series of bright field micrographs. Our mathematical model is based on the transport-of-intensity equation (TIE), which links the phase of a complex field to the axial derivative of its intensity. To reduce reconstruction artifacts, we formulate TIE in a regularized fashion by introducing a family of penalty functionals based on the eigenvalues of the structure tensor. To solve the arising optimization problem, we propose an algorithm based on the alternating direction method of multipliers (ADMM). We apply our method on simulated data and illustrate improved performance compared to the conventional methods such as Tikhonov and total variation (TV) regularizations. We further demonstrate the applicability of the proposed approach by applying it to experimentally-acquired bright field data.
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基于强度输运方程迭代解的数字相位重建
我们开发了一种变分算法,用于从一系列明场显微照片中重建相对象。我们的数学模型是基于强度输运方程(TIE),它将复杂场的相位与其强度的轴向导数联系起来。为了减少重建伪影,我们通过引入基于结构张量的特征值的惩罚泛函族,以正则化的方式制定了TIE。为了解决出现的优化问题,我们提出了一种基于乘法器交替方向法的算法。我们将我们的方法应用于模拟数据,并说明了与传统方法(如Tikhonov和总变分(TV)正则化)相比,性能得到了改善。通过将该方法应用于实验获取的亮场数据,进一步证明了该方法的适用性。
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