基于增强k -奇异点聚类算法的青光眼检测与分类

V. Kamat, Shruti Chatti, A. Rodrigues, Chinmayee Shetty, Anusaya Vadji
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引用次数: 2

摘要

青光眼是一种眼部疾病,主要影响视网膜上的视神经头。视盘损伤导致周边视力逐渐丧失,进而可能导致完全失明。青光眼是无法治愈的,因此早期和准确的检测是必要的。提出了一种利用眼底图像检测青光眼的方法。采用增强k -奇异点聚类(EKSTRAP)算法从神经视网膜边缘(NRR)获取杯状、盘状和血管。进一步采用椭圆拟合方法计算杯盘比。下-上-鼻-颞(s)比是通过掩蔽得到的。CDR和isn被用作Naïve贝叶斯分类器的输入。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Glaucoma Detection Using Enhanced K-Strange Points Clustering Algorithm and Classification
Glaucoma is an eye disorder that majorly affects the optic nerve head in the retina. The damage caused to optic disc leads to gradual loss of peripheral vision which may further result in complete blindness. Glaucoma cannot be cured, hence early and accurate detection is necessary. This paper proposes a method to detect Glaucoma using fundus images. Enhanced K-Strange Points Clustering (EKSTRAP) algorithm is applied to obtain cup, disc and the blood vessels from the Neuro-Retinal Rim (NRR). Further elliptical fitting method is used to compute cup to disc (CDR) ratio. The Inferior-Superior-Nasal-Temporal (ISNT) ratio is obtained using masking. CDR and ISNT are used as inputs to the Naïve Bayes classifier.
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