Automatic Tracing of Optic Disc and Exudates from Color Fundus Images Using Fixed and Variable Thresholds

被引:57
作者
Reza, Ahmed Wasif [1 ]
Eswaran, C. [1 ]
Hati, Subhas [1 ]
机构
[1] Multimedia Univ, Fac Informat Technol, Ctr Multimedia & Distributed Comp, Cyberjaya 63100, Malaysia
关键词
Diabetic retinopathy; Exudates; Optic disc; Biomedical applications; Bioimaging; RETINAL IMAGES; SEGMENTATION;
D O I
10.1007/s10916-008-9166-4
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
The detection of bright objects such as optic disc (OD) and exudates in color fundus images is an important step in the diagnosis of eye diseases such as diabetic retinopathy and glaucoma. In this paper, a novel approach to automatically segment the OD and exudates is proposed. The proposed algorithm makes use of the green component of the image and preprocessing steps such as average filtering, contrast adjustment, and thresholding. The other processing techniques used are morphological opening, extended maxima operator, minima imposition, and watershed transformation. The proposed algorithm is evaluated using the test images of STARE and DRIVE databases with fixed and variable thresholds. The images drawn by human expert are taken as the reference images. The proposed method yields sensitivity values as high as 96.7%, which are better than the results reported in the literature.
引用
收藏
页码:73 / 80
页数:8
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