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用于偏振敏感光学相干断层扫描的压缩感知

Compressive sensing for polarization sensitive optical coherence tomography.

作者信息

Wang Jianfeng, Chaney Eric J, Aksamitiene Edita, Marjanovic Marina, Boppart Stephen A

机构信息

Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, United States of America.

Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, United States of America.

出版信息

J Phys D Appl Phys. 2021 Jul;54(29). doi: 10.1088/1361-6463/abf958. Epub 2021 May 14.

Abstract

In this report, we report on the implementation of compressive sensing (CS) and sparse sampling in polarization sensitive optical coherence tomography (PS-OCT) to reduce the number of B-scans (frames consisting of an array of A-scans, where each represents a single depth profile of reflections) required for effective volumetric (3D dataset composed of an array of B-scans) PS-OCT measurements (i.e. OCT intensity, and phase retardation) reconstruction. Sparse sampling of PS-OCT is achieved through randomization of step sizes along the slow-axis of PS-OCT imaging, covering the same spatial ranges as those with equal slow-axis step sizes, but with a reduced number of B-scans. Tested on missing B-scan rates of 25%, 50% and 75%, we found CS could reconstruct reasonably good (as evidenced by a correlation coefficient >0.6) PS-OCT measurements with a maximum reduced B-scan rate of 50%, thereby accelerating and doubling the rate of volumetric PS-OCT measurements.

摘要

在本报告中,我们阐述了在偏振敏感光学相干断层扫描(PS-OCT)中实施压缩感知(CS)和稀疏采样,以减少有效容积(由一系列B扫描组成的3D数据集,其中每个B扫描代表反射的单个深度剖面)PS-OCT测量(即OCT强度和相位延迟)重建所需的B扫描(由A扫描阵列组成的帧,每个A扫描代表单个反射深度剖面)数量。PS-OCT的稀疏采样是通过沿PS-OCT成像慢轴的步长随机化实现的,其覆盖的空间范围与具有相等慢轴步长的情况相同,但B扫描数量减少。在25%、50%和75%的缺失B扫描率下进行测试,我们发现CS能够以高达50%的最大B扫描减少率重建相当良好(相关系数>0.6证明)的PS-OCT测量,从而加速并使容积PS-OCT测量速率翻倍。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d8a/10786634/9731a8527ff7/nihms-1909738-f0001.jpg

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本文引用的文献

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Polarization sensitive optical coherence tomography - a review [Invited].偏振敏感光学相干断层扫描——综述[特邀]
Biomed Opt Express. 2017 Feb 24;8(3):1838-1873. doi: 10.1364/BOE.8.001838. eCollection 2017 Mar 1.

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