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糖尿病视网膜病变中红色病灶检测的算法:综述。

Algorithms for red lesion detection in Diabetic Retinopathy: A review.

机构信息

Department of Instrumentation Engineering, Shri Guru Gobind Singhji Institute of Engineering and Technology, Nanded 431606, India.

Department of Instrumentation Engineering, Shri Guru Gobind Singhji Institute of Engineering and Technology, Nanded 431606, India.

出版信息

Biomed Pharmacother. 2018 Nov;107:681-688. doi: 10.1016/j.biopha.2018.07.175. Epub 2018 Aug 18.

Abstract

Diabetic Retinopathy (DR) is an outcome of prolonged diabetes which directly or indirectly affect the human vision. DR is asymptomatic in its early stages and the late diagnosis lead to undeviating loss of vision. The computer aided diagnosis with the assistance of medical images helps in timely and accurate treatment. Microaneurysms (MA) mark the onset of DR, thus a vital point in screening of this disease. This review discuses various state of the art methods available till date for automated computer aided analysis of microaneurysms and haemorrhages. The paper also highlights qualitative and quantitative comparison of the existing literature with limitations for analysis of microaneurysms and haemorrhages. It is an attempt to systematize the available algorithms for an easy gathering and guidance to researchers working in this domain for future research.

摘要

糖尿病视网膜病变(DR)是长期糖尿病的结果,直接或间接影响人类视力。DR 在早期阶段无症状,晚期诊断导致视力不可逆转的丧失。借助医学图像的计算机辅助诊断有助于及时、准确的治疗。微动脉瘤(MA)标志着 DR 的开始,因此是筛查这种疾病的一个重要指标。本篇综述讨论了迄今为止用于自动计算机辅助分析微动脉瘤和出血的各种最新方法。本文还强调了现有文献的定性和定量比较,并分析了微动脉瘤和出血的局限性。本文旨在为该领域的研究人员提供一个方便的算法集合,为未来的研究提供指导。

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