Segmentation of the optic disk in color eye fundus images using an adaptive morphological approach

被引:117
|
作者
Welfer, Daniel [1 ]
Scharcanski, Jacob [1 ]
Kitamura, Cleyson M. [2 ]
Dal Pizzol, Melissa M. [2 ]
Ludwig, Laura W. B. [2 ]
Marinho, Diane Ruschel [3 ]
机构
[1] Univ Fed Rio Grande do Sul, Inst Informat, BR-91509900 Porto Alegre, RS, Brazil
[2] Hosp Clin Porto Alegre, BR-90035903 Porto Alegre, RS, Brazil
[3] Univ Fed Rio Grande do Sul, Fac Med, BR-90035003 Porto Alegre, RS, Brazil
关键词
Optic disk segmentation; Mathematical morphology; Color fundus image; DIABETIC-RETINOPATHY; RETINAL IMAGES; AUTOMATIC DETECTION; NERVE HEAD; MODEL; VESSELS;
D O I
10.1016/j.compbiomed.2009.11.009
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The identification of some important retinal anatomical regions is a prerequisite for the computer aided diagnosis of several retinal diseases. In this paper, we propose a new adaptive method for the automatic segmentation of the optic disk in digital color fundus images, using mathematical morphology. The proposed method has been designed to be robust under varying illumination and image acquisition conditions, common in eye fundus imaging. Our experimental results based on two publicly available eye fundus image databases are encouraging, and indicate that our approach potentially can achieve a better performance than other known methods proposed in the literature. Using the DRIVE database (which consists of 40 retinal images), our method achieves a success rate of 100% in the correct location of the optic disk, with 41.47% of mean overlap. In the DIARETDB1 database (which consists of 89 retinal images), the optic disk is correctly located in 97.75% of the images, with a mean overlap of 43.65%. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:124 / 137
页数:14
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