Blood vessel extraction using morphological operation for diabetic retinopathy

Wan Azani B. Wan Mustafa, H. Yazid, Sazali bin Yaacob, Shafriza Nisha Bin Basah
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引用次数: 19

Abstract

Diabetic retinopathy is an eye problem that faced by the diabetic's patient. Diabetic Retinopathy (DR) is caused by the changes of the blood vessel in the retina. In first stage in DR, the blood vessels leak fluid and expandable. However, in the advance stage of DR a new blood vessel that fragile and abnormal may formed and leaks blood to the retina. This can caused vision loss or even blindness. Therefore, this paper proposes to extract the blood vessel based on peak and valley detection. The proposed methods utilized a green channel image and the inversion image. In this work, 20 images are utilized namely from Digital Retina Images for Vessel Extraction (DRIVE). The resulting images are compared with the benchmark images in term of sensitivity and specificity. The average sensitivity and specificity for the proposed method is 99.6% and 47.9% respectively.
糖尿病视网膜病变形态学血管提取术
糖尿病视网膜病变是糖尿病患者面临的眼疾。糖尿病视网膜病变(DR)是由视网膜血管的改变引起的。在DR的第一阶段,血管渗出液体并膨胀。然而,在DR的前期,可能会形成一个脆弱和异常的新血管,并将血液渗漏到视网膜。这会导致视力下降甚至失明。因此,本文提出了基于峰谷检测的血管提取方法。该方法利用了绿色通道图像和反演图像。在这项工作中,使用了来自数字视网膜图像血管提取(DRIVE)的20幅图像。将所得图像与基准图像在灵敏度和特异性方面进行比较。该方法的平均灵敏度和特异度分别为99.6%和47.9%。
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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