Fovea center detection based on the retina anatomy and mathematical morphology

被引:61
|
作者
Welfer, Daniel [1 ]
Scharcanski, Jacob [1 ]
Marinho, Diane Ruschel [2 ]
机构
[1] Univ Fed Rio Grande do Sul, Inst Informat, BR-91509900 Porto Alegre, RS, Brazil
[2] Univ Fed Rio Grande do Sul, Fac Med, BR-90035003 Porto Alegre, RS, Brazil
关键词
Fovea center detection; Mathematical morphology; Diabetic Macular Edema; DIABETIC-RETINOPATHY; FUNDUS IMAGES; OPTIC DISC; SEGMENTATION;
D O I
10.1016/j.cmpb.2010.07.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this work, we present a new fovea center detection method for color eye fundus images. This method is based on known anatomical constraints on the relative locations of retina structures, and mathematical morphology. The detection of this anatomical feature is a prerequisite for the computer aided diagnosis of several retinal diseases, such as Diabetic Macular Edema. The proposed method is adaptive to local illumination changes, and it is robust to local disturbances introduced by pathologies in digital color eye fundus images (e.g. exudates). Our experimental results using the DRIVE image database indicate that our method is able to detect the fovea center in 37 out of 37 images (i.e. with a success rate of 100%). Using the DIARETDB1 database, our method was able to detect the fovea center in 92.13% of all tested cases (i.e. in 82 out of 89 images). These results indicate that our approach potentially can achieve a better performance than comparable methods proposed in the literature. (C) 2010 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:397 / 409
页数:13
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