Automated detection of Optic Disc for the analysis of retina using color fundus image

Muhammad Zubair, Abubakar Yamin, S. Khan
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引用次数: 26

Abstract

Optic Disc (OD) behaves as a landmark in a fundus image for the localization of other major parts of the eye like macula region, fovea and the network of blood vessels. OD can be seen as a quite distinct bright region in a colored fundus image. In our proposed method the high intensity value of the optic disc is used for its detection. First the optic disc is detected by applying preprocessing steps for enhancement like Contrast-Limited Adaptive Histogram Equalization (CLAHE), contrast stretching transformation and extended minima transformation. OD free image is obtained by applying morphological opening and closing operations on the preprocessed image. A sensitivity, specificity and accuracy of 100%, 98.25% and 98.65% is achieved respectively on 1200 images from publically available database MESSIDOR. Compared with state of the art, the proposed technique has reasonable accuracy using less computing power and processing time.
利用彩色眼底图像分析视盘的自动检测
视盘(Optic Disc, OD)是眼底图像中的一个标志,用于定位眼睛的其他主要部位,如黄斑区、中央凹和血管网。在彩色眼底图像中,OD可以被视为一个非常明显的明亮区域。在我们提出的方法中,利用视盘的高强度值进行检测。首先通过对比度限制自适应直方图均衡化(CLAHE)、对比度拉伸变换和扩展最小变换等增强预处理步骤检测视盘。对预处理后的图像进行形态学开闭运算,得到无OD图像。在MESSIDOR公开数据库的1200幅图像上,该方法的灵敏度为100%,特异度为98.25%,准确率为98.65%。与现有技术相比,该技术在使用较少的计算能力和处理时间的情况下具有合理的精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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