A quantitative method for assessing the quality of meibomian glands

被引:33
作者
Koprowski, Robert [1 ]
Wilczynski, Slawomir [2 ]
Olczyk, Pawel [2 ]
Nowinska, Anna [3 ]
Weglarz, Beata [3 ]
Wylegala, Edward [3 ]
机构
[1] Univ Silesia, Fac Comp Sci & Mat Sci, Inst Comp Sci, Dept Biomed Comp Syst, Ul Bedzinska 39, PL-41200 Sosnowiec, Poland
[2] Med Univ Silesia, Sch Pharm, Katowice, Poland
[3] Dist Railway Hosp, Dept Ophthalmol, Ul Panewnicka 65, PL-40760 Katowice, Poland
关键词
Algorithm; Biomedical; Image processing; Matlab; Meibography; DRY EYE; INTERNATIONAL WORKSHOP; DYSFUNCTION REPORT; AUTOMATIC METHOD; MEIBOGRAPHY; ASSOCIATION; FREQUENCY; DIAGNOSIS; SYMPTOMS;
D O I
10.1016/j.compbiomed.2016.06.001
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Introduction: Meibomian gland dysfunction is a common cause of dry eye syndrome which can also lead to eyelid inflammation. Today, diagnostics of meibomian glands is not fully automatic yet and is based on a qualitative assessment made by an ophthalmologist. Therefore, this article proposes a new automatic analysis method which provides a quantitative assessment of meibomian gland dysfunction. Method: The new algorithm involves a sequence of operations: image acquisition (acquisition of data from OCULUS Keratograph (R) 5M); image pre-processing (image conversion to gray levels, median filtering, removal of uneven lighting, normalization); main image processing (binarization, morphological opening, labeling, Gaussian filtering, skeletonization, distance transform, watersheds). The algorithm was implemented in Matlab with Image Processing Toolbox (Matlab: Version 7.11.0.584, R2010b) on a PC running Windows 7 Professional, 64-bit with the Intel Core i7-4960X CPU @ 3.60 GHz. Results and conclusions: The algorithm described in this article has the following features: it is fully automatic, provides fully reproducible results - sensitivity of 993% and specificity of 97.5% in the diagnosis of meibomian glands, and is insensitive to parameter changes. The time of image analysis for a single subject does not exceed 0.5 s. Currently, the presented algorithm is tested in the Railway Hospital in Katowice, Poland. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:130 / 138
页数:9
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