利用圆形霍夫变换检测视网膜病变分期

Jyoti D. Patil
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引用次数: 1

摘要

糖尿病视网膜病变是一种进行性疾病,可导致患者失明。糖尿病视网膜病变主要分为两个阶段,即非增生性糖尿病视网膜病变(NPDR)和增生性糖尿病视网膜病变(PDR)。实际上,糖尿病眼睛与正常眼睛和轻度视网膜病变的眼睛之间的风险没有太大差异。两者发展为PDR的风险都很低;事实上,糖尿病视网膜病变的早期治疗研究是必要的,这样眼科医生就可以避免严重的阶段。在本研究中,我们使用循环霍夫变换方法,我们发现灵敏度89.25%,特异性97.46,准确性96.62%。我们发现,在没有糖尿病视网膜病变的年轻和老年患者中,4年后进展为PDR的比率小于1%,而在患有罕见的微动脉瘤和出血的年轻患者中,这一比率为4.1%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Retinopathy Stages Detection using Circular Hough Transformation
Diabetic retinopathy is progressive disease that leads patients to blindness. Diabetic retinopathy is classified into two main stages, namely non-proliferative diabetes retinopathy (NPDR) and proliferative diabetes retinopathy (PDR). In realism, there is not much difference in risk between diabetic eyes with normal eye and those having mild retinopathy. Both have a very low risk of progressing to PDR; in fact, the Early Treatment of Diabetic Retinopathy Study is necessary so that ophthalmologist can avoid severe stage. In this research used Circular Hough-Transformation method in which we find that sensitivity 89.25%, specificity 97.46 and accuracy 96.62% .It is found that the rate of progression to PDR after four years was less than 1% for both young and older patients with no diabetic retinopathy, compared to 4.1% in younger patients with a rare microaneurysm and hemorrhage.
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