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本文引用的文献

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Age-related variations in corneal biomechanical properties.角膜生物力学特性的年龄相关性变化。
J Curr Ophthalmol. 2016 Jun 11;28(3):117-22. doi: 10.1016/j.joco.2016.05.004. eCollection 2016 Sep.
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Analysis of scattering statistics and governing distribution functions in optical coherence tomography.光学相干断层扫描中散射统计与主导分布函数的分析
Biomed Opt Express. 2016 Jun 10;7(7):2551-64. doi: 10.1364/BOE.7.002551. eCollection 2016 Jul 1.
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Probability-based non-local means filter for speckle noise suppression in optical coherence tomography images.用于光学相干断层扫描图像中散斑噪声抑制的基于概率的非局部均值滤波器
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Statistical Modeling of Retinal Optical Coherence Tomography.视网膜光学相干断层扫描的统计建模。
IEEE Trans Med Imaging. 2016 Jun;35(6):1544-54. doi: 10.1109/TMI.2016.2519439. Epub 2016 Jan 19.
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Hypoxic Corneal Changes following Eight Hours of Scleral Contact Lens Wear.巩膜接触镜佩戴八小时后的缺氧性角膜变化。
Optom Vis Sci. 2016 Mar;93(3):293-9. doi: 10.1097/OPX.0000000000000803.
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Age-related changes of the corneal speckle by Optical Coherence Tomography.光学相干断层扫描技术观察角膜散斑随年龄的变化
Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:5659-62. doi: 10.1109/EMBC.2015.7319676.
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Evaluation and comparison of the new swept source OCT-based IOLMaster 700 with the IOLMaster 500.新型基于扫频源光学相干断层扫描技术的IOLMaster 700与IOLMaster 500的评估与比较。
Br J Ophthalmol. 2016 Sep;100(9):1201-5. doi: 10.1136/bjophthalmol-2015-307779. Epub 2015 Dec 16.
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Corneal biomechanics: a review.角膜生物力学:综述
Clin Exp Optom. 2015 Mar;98(2):107-16. doi: 10.1111/cxo.12230. Epub 2014 Dec 2.
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Using ultrasound backscattering signals and Nakagami statistical distribution to assess regional cataract hardness.利用超声背向散射信号和 Nakagami 统计分布评估局部白内障硬度。
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Comparison of three scattering models for ultrasound blood characterization.三种超声血液散射模型的比较。
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基于光学相干断层扫描(OCT)散斑统计建模的角膜特性评估。

Assessment of corneal properties based on statistical modeling of OCT speckle.

作者信息

Jesus Danilo A, Iskander D Robert

机构信息

Department of Biomedical Engineering, Wroclaw University of Science and Technology, Wroclaw, 50-370 Poland.

出版信息

Biomed Opt Express. 2016 Dec 8;8(1):162-176. doi: 10.1364/BOE.8.000162. eCollection 2017 Jan 1.

DOI:10.1364/BOE.8.000162
PMID:28101409
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5231290/
Abstract

A new approach to assess the properties of the corneal micro-structure based on the statistical modeling of speckle obtained from Optical Coherence Tomography (OCT) is presented. A number of statistical models were proposed to fit the corneal speckle data obtained from OCT raw image. Short-term changes in corneal properties were studied by inducing corneal swelling whereas age-related changes were observed analyzing data of sixty-five subjects aged between twenty-four and seventy-three years. Generalized Gamma distribution has shown to be the best model, in terms of the Akaike's Information Criterion, to fit the OCT corneal speckle. Its parameters have shown statistically significant differences (Kruskal-Wallis, < 0.001) for short and age-related corneal changes. In addition, it was observed that age-related changes influence the corneal biomechanical behaviour when corneal swelling is induced. This study shows that Generalized Gamma distribution can be utilized to modeling corneal speckle in OCT providing complementary quantified information where micro-structure of corneal tissue is of essence.

摘要

提出了一种基于光学相干断层扫描(OCT)获得的散斑统计建模来评估角膜微结构特性的新方法。提出了多种统计模型来拟合从OCT原始图像获得的角膜散斑数据。通过诱导角膜肿胀研究角膜特性的短期变化,而通过分析65名年龄在24至73岁之间的受试者的数据来观察与年龄相关的变化。就赤池信息准则而言,广义伽马分布已被证明是拟合OCT角膜散斑的最佳模型。其参数在短期和与年龄相关的角膜变化方面显示出统计学上的显著差异(Kruskal-Wallis检验,<0.001)。此外,观察到在诱导角膜肿胀时,与年龄相关的变化会影响角膜的生物力学行为。这项研究表明,广义伽马分布可用于对OCT中的角膜散斑进行建模,在角膜组织微结构至关重要的情况下提供补充量化信息。