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泪膜动力学背景下光学相干断层扫描中的最大似然估计。

Maximum-likelihood estimation in Optical Coherence Tomography in the context of the tear film dynamics.

作者信息

Huang Jinxin, Clarkson Eric, Kupinski Matthew, Lee Kye-Sung, Maki Kara L, Ross David S, Aquavella James V, Rolland Jannick P

机构信息

Department of Physics and Astronomy, University of Rochester, Rochester, New York 14627, USA.

出版信息

Biomed Opt Express. 2013 Aug 29;4(10):1806-16. doi: 10.1364/BOE.4.001806. eCollection 2013.

DOI:10.1364/BOE.4.001806
PMID:24156045
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3799647/
Abstract

Understanding tear film dynamics is a prerequisite for advancing the management of Dry Eye Disease (DED). In this paper, we discuss the use of optical coherence tomography (OCT) and statistical decision theory to analyze the tear film dynamics of a digital phantom. We implement a maximum-likelihood (ML) estimator to interpret OCT data based on mathematical models of Fourier-Domain OCT and the tear film. With the methodology of task-based assessment, we quantify the tradeoffs among key imaging system parameters. We find, on the assumption that the broadband light source is characterized by circular Gaussian statistics, ML estimates of 40 nm +/- 4 nm for an axial resolution of 1 μm and an integration time of 5 μs. Finally, the estimator is validated with a digital phantom of tear film dynamics, which reveals estimates of nanometer precision.

摘要

了解泪膜动力学是推进干眼症(DED)管理的先决条件。在本文中,我们讨论了使用光学相干断层扫描(OCT)和统计决策理论来分析数字模型的泪膜动力学。我们基于傅里叶域OCT和泪膜的数学模型,实现了最大似然(ML)估计器来解释OCT数据。通过基于任务的评估方法,我们量化了关键成像系统参数之间的权衡。我们发现,假设宽带光源具有圆形高斯统计特性,对于1μm的轴向分辨率和5μs的积分时间,ML估计为40nm±4nm。最后,该估计器通过泪膜动力学数字模型进行了验证,其显示出纳米级精度的估计。

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引用本文的文献

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Measurement of a multi-layered tear film phantom using optical coherence tomography and statistical decision theory.使用光学相干断层扫描和统计决策理论对多层泪膜模型进行测量。
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本文引用的文献

1
Phantom study of tear film dynamics with optical coherence tomography and maximum-likelihood estimation.基于光学相干断层扫描和最大似然估计的泪膜动力学的仿体研究。
Opt Lett. 2013 May 15;38(10):1721-3. doi: 10.1364/OL.38.001721.
2
Report of the TFOS/ARVO Symposium on global treatments for dry eye disease: an unmet need.干眼病全球治疗方法 TFOS/ARVO 研讨会报告:未满足的需求。
Ocul Surf. 2012 Apr;10(2):108-16. doi: 10.1016/j.jtos.2012.02.001. Epub 2012 Feb 8.
3
Ambiguity of optical coherence tomography measurements due to rough surface scattering.由于粗糙表面散射导致光学相干断层扫描测量结果的模糊性。
Opt Express. 2011 Oct 24;19(22):21658-64. doi: 10.1364/OE.19.021658.
4
Role of the tear film in the optical quality of the human eye.泪膜在人眼光学质量中的作用。
J Cataract Refract Surg. 2007 Sep;33(9):1631-5. doi: 10.1016/j.jcrs.2007.06.019.
5
The definition and classification of dry eye disease: report of the Definition and Classification Subcommittee of the International Dry Eye WorkShop (2007).干眼疾病的定义与分类:国际干眼研讨会定义与分类小组委员会报告(2007年)
Ocul Surf. 2007 Apr;5(2):75-92. doi: 10.1016/s1542-0124(12)70081-2.
6
Impact of dry eye syndrome on vision-related quality of life.干眼症对视力相关生活质量的影响。
Am J Ophthalmol. 2007 Mar;143(3):409-15. doi: 10.1016/j.ajo.2006.11.060. Epub 2007 Jan 2.
7
Effect of source spectral shape on task-based assessment of detection and resolution in optical coherence tomography.源光谱形状对光学相干断层扫描中基于任务的检测和分辨率评估的影响。
Appl Opt. 2005 Dec 10;44(35):7573-80. doi: 10.1364/ao.44.007573.
8
Task-based optimization and performance assessment in optical coherence imaging.
J Opt Soc Am A Opt Image Sci Vis. 2005 Jun;22(6):1132-42. doi: 10.1364/josaa.22.001132.
9
The thickness of the tear film.泪膜的厚度。
Curr Eye Res. 2004 Oct-Nov;29(4-5):357-68. doi: 10.1080/02713680490516099.
10
Estimation of longitudinal resolution in optical coherence imaging.光学相干成像中纵向分辨率的估计。
Appl Opt. 2002 Sep 1;41(25):5256-62. doi: 10.1364/ao.41.005256.