Comparison of two different types of morphological method for feature extraction of retinal vessels in colour fundus images

H. A. Nugroho, T. Lestari, Rezty Amalia Aras, I. Ardiyanto
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引用次数: 3

Abstract

Retinal vessel extraction is used to provide the information about the pathology characteristic of retinal related diseases, such as diabetic retinopathy (DR). According to WHO data in 2002, DR placed at the fifth rank disease causing of blindness after cataract, glaucoma, macular degeneration and corneal opacities. In previous research works, several methods have been proposed for feature extraction of retinal vessels by using morphological methods. This paper compares two different types of morphological method. The methods are morphological opening and morphological bottom hat transformation. These methods are applied on colour fundus images from DRIVE and STARE databases. The performance is evaluated by accuracy, sensitivity and specificity. Results show that morphological bottom hat transformation performs better than morphological opening.
彩色眼底图像中视网膜血管特征提取的两种形态学方法比较
视网膜血管提取用于提供视网膜相关疾病的病理特征信息,如糖尿病视网膜病变(DR)。根据世卫组织2002年的数据,DR是继白内障、青光眼、黄斑变性和角膜混浊之后导致失明的第五大疾病。在以往的研究工作中,已经提出了几种利用形态学方法提取视网膜血管特征的方法。本文比较了两种不同类型的形态学方法。方法有形态开启法和形态底帽变换法。将这些方法应用于来自DRIVE和STARE数据库的彩色眼底图像。通过准确性、敏感性和特异性对其进行评价。结果表明,形态底帽变换优于形态开口。
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