A Web-Based Platform for Automated Diabetic Retinopathy Screening

被引:11
|
作者
Tomas Arenas-Cavalli, Jose [1 ,2 ,3 ]
Rios, Sebastian A. [3 ,4 ]
Pola, Mariano [1 ]
Donoso, Rodrigo [1 ,3 ,5 ]
机构
[1] Telediagnosticos SpA, Santiago 8420477, Chile
[2] Univ Chile, Dept Elect Engn, Santiago 8370451, Chile
[3] Univ Chile, Dept Ind Engn, Santiago 8370439, Chile
[4] Univ Chile, Business Intelligence Res Ctr CEINE, Santiago 8370397, Chile
[5] Univ Chile, Dept Ophthalmol, Santiago 7500922, Chile
关键词
Diabetic retinopathy; Digital image processing; Pattern recognition; kNN; Fuzzy c-means (FCM); Neural networks; Extended-minima transform; Web-based platform; COLOR FUNDUS PHOTOGRAPHS; OPTIC DISC DETECTION; RETINAL IMAGES; SEGMENTATION;
D O I
10.1016/j.procs.2015.08.179
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Diabetic patients are encouraged to undergo frequent retinal examination because of diabetic retinopathy (DR): the most common cause of blindness in working population. As this population is generally too large for healthcare systems, exam reviewing must be optimized. Therefore, a web- based application is proposed. It features user interfaces for healthcare professionals, including ophthalmologists, and an automated DR detection module (by means of image processing and diverse computational intelligence techniques) that allows to relieve their work load. Overall automated system performance reaches 91.9% and 65.2% in terms of sensitivity and specificity, respectively. (C)2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:557 / 563
页数:7
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