Diabetic Macular Edema Detection and Severity Grading

被引:0
作者
Thulkar, Dhanshree [1 ]
Daruwala, Rohin [1 ]
机构
[1] Veermata Jijabai Technol Inst, Dept Elect Engn, Mumbai, Maharashtra, India
来源
IEEE INDICON: 15TH IEEE INDIA COUNCIL INTERNATIONAL CONFERENCE | 2018年
关键词
contrast-enhanced adaptive histogram; alternate sequential filtering; diabetic macular edema;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The aim of this paper is to apply Imaging science to visualize foreign bodies' like bright lesions, exudates and characterize them with a view to using them productively to examine and diagnose the severity of Diabetic Macular edema (DME) in human eyes. For the recognition of DME, a systemic flow is proposed. The methodology consists of using Contrast-Limiting Adaptive Histogram Equalization (CLAHE) and Alternate sequential filtering (AFS) techniques to obtain blood vessel mesh. The anatomical structures like optic disc are masked and the macular region is found for severity grading. Thresholding is applied to preserve the necessary details from the grayscale image. This image is processed with the edge detected image to obtain the exudates' presence. Finally, the severity grading is done on retinal images to obtain bright lesions. The accuracy of the algorithm was found to be 89.9 percent.
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页数:5
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