Optic cup and disk extraction from retinal fundus images for determination of cup-to-disc ratio

Jiang Liu, D. Wong, J. Lim, X. Jia, F. Yin, Haizhou Li, Wei Xiong, Tien Yin Wong
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引用次数: 76

Abstract

The ratio of the optic cup to disc (CDR) in retinal fundus images is one of the principal physiological characteristics in the diagnosis of glaucoma. Currently the CDR is manually determined which can be subjective and limits its use in mass screening. To automatically extract the disc, a variational level set method is proposed in this paper. For the cup, two methods making use of color intensity and threshold level set are evaluated. A batch of 73 retinal images from the Singapore Eye Research Centre was used to assess the performance of the determined CDR to the clinical CDR, and it was found that the threshold and variational level set methods produced 97% accuracy in the determined CDR results, an 18% improvement over the color intensity method. The results indicate potential applicability of the methods for automated and objective mass screening for early detection of glaucoma.
从视网膜眼底图像中提取杯盘以确定杯盘比
视网膜眼底图像的视杯与视盘之比是青光眼诊断的主要生理特征之一。目前,CDR是人工确定的,这可能是主观的,限制了其在大规模筛查中的使用。为了自动提取光盘,本文提出了一种变分水平集方法。对于杯子,评估了两种使用颜色强度和阈值水平设置的方法。使用新加坡眼科研究中心的一批73张视网膜图像来评估确定的CDR与临床CDR的性能,发现阈值和变分水平集方法在确定的CDR结果中产生了97%的准确率,比颜色强度方法提高了18%。结果提示该方法在青光眼早期检测中的自动化和客观质量筛查具有潜在的适用性。
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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