论文标题
埃塞俄比亚的糖尿病性视网膜病的诊断:基于深度学习的自动化之前
Diagnosis of Diabetic Retinopathy in Ethiopia: Before the Deep Learning based Automation
论文作者
论文摘要
尽管最近有报道称,基于培训的深度学习(DL)的DR分类器超过手动分级器,将自动糖尿病性视网膜病变(DR)诊断引入埃塞俄比亚仍然是一项艰巨的任务。这主要是因为基于DL的分类器中使用的常规视网膜成像设备的昂贵成本。本文将讨论当前提供基于移动的DR的基于移动的二进制分类的方法,以及朝着更便宜和离线多级DR分类的方式。
Introducing automated Diabetic Retinopathy (DR) diagnosis into Ethiopia is still a challenging task, despite recent reports that present trained Deep Learning (DL) based DR classifiers surpassing manual graders. This is mainly because of the expensive cost of conventional retinal imaging devices used in DL based classifiers. Current approaches that provide mobile based binary classification of DR, and the way towards a cheaper and offline multi-class classification of DR will be discussed in this paper.