基于深度学习的视网膜眼底硬渗出物检测

Avula Benzamin, C. Chakraborty
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引用次数: 45

摘要

糖尿病视网膜病变(DR)是一种长期(20年)影响糖尿病患者的视网膜疾病。DR是全世界可预防性失明的主要原因之一。如果不及早发现,患者可能会发展到严重的不可逆失明阶段。眼科医生的缺乏给日益增长的糖尿病患者带来了严重的问题。建议开发一个自动DR筛查系统,以协助眼科医生做出决策。DR出现时出现硬渗出物。为了在早期发现DR,检测硬渗出物是重要的。使用常规图像处理技术和机器学习技术检测硬渗出物的研究已经完成。本文提出了一种深度学习算法,用于检测视网膜眼底图像中的硬渗出物。
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Detection of Hard Exudates in Retinal Fundus Images Using Deep Learning
Diabetic Retinopathy (DR) is a retinal disorder that affects the people having diabetes mellitus for a long time (20 years). DR is one of the main reasons for the preventable blindness all over the world. If not detected early, the patient may progress to severe stages of irreversible blindness. Lack of Ophthalmologists poses a serious problem for the growing diabetes patients. It is advised to develop an automated DR screening system to assist the Ophthalmologist in decision making. Hard exudates develop when DR is present. It is important to detect hard exudates in order to detect DR in an early stage. Research has been done to detect hard exudates using regular image processing techniques and Machine Learning techniques. Here, a deep learning algorithm has been presented in this paper that detects hard exudates in fundus images of the retina.
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