Image Recovery for Blind Polychromatic Ptychography

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-07-28 DOI:10.1137/22m1527155
Frank Filbir, Oleh Melnyk
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Abstract

Ptychography is a lensless imaging technique, which considers reconstruction from a set of far-field diffraction patterns obtained by illuminating small overlapping regions of the specimen. In many cases, the distribution of light inside the illuminated region is unknown and has to be estimated along with the object of interest. This problem is referred to as blind ptychography. While in ptychography the illumination is commonly assumed to have a point spectrum, in this paper we consider an alternative scenario with a nontrivial light spectrum known as blind polychromatic ptychography. First, we show that nonblind polychromatic ptychography can be seen as a recovery from quadratic measurements. Then, a reconstruction from such measurements can be performed by a variant of the Amplitude Flow algorithm, which has guaranteed sublinear convergence to a critical point. Second, we address recovery from blind polychromatic ptychographic measurements by devising an alternating minimization version of Amplitude Flow and showing that it converges to a critical point at a sublinear rate.
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盲多色印刷的图像恢复
Ptychography是一种无透镜成像技术,它考虑了通过照亮样品的小重叠区域获得的一组远场衍射图的重建。在许多情况下,光照区域内的光分布是未知的,必须与感兴趣的物体一起估计。这个问题被称为盲型印刷术。而在光刻中,照明通常被假设为具有点光谱,在本文中,我们考虑了一种替代方案,即具有非平凡光谱的盲多色光刻。首先,我们证明非盲多色型图可以被视为二次测量的恢复。然后,可以通过振幅流算法的一种变体来进行这些测量的重建,该算法保证了亚线性收敛到临界点。其次,我们通过设计幅度流的交替最小化版本并显示它以亚线性速率收敛到临界点来解决盲多色型测量的恢复问题。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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