Computer-aided diagnostic detection system of venous beading in retinal images

被引:10
|
作者
Yang, CW [1 ]
Ma, DJ
Chao, SC
Wang, CM
Wen, CH
Lo, CS
Chung, PC
Chang, CI
机构
[1] Taichung Vet Gen Hosp, Taichung, Taiwan
[2] Natl Chung Hsing Univ, Taichung 40227, Taiwan
[3] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 70101, Taiwan
[4] Univ Maryland Baltimore Cty, Dept Comp Sci & Elect Engn, Baltimore, MD 21250 USA
关键词
bell-shaped Gaussian matched filter; blood vessel extraction module; detection; extraction; neural network; retinal images; shape cognitron; venus beading detection module;
D O I
10.1117/1.602487
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The detection of venous beading in retinal images provides an early sign of diabetic retinopathy and plays an important role as a preprocessing step in diagnosing ocular diseases. We present a computer-aided diagnostic system to automatically detect venous beading of blood vessels. It comprises of two modules, referred to as the blood vessel extraction module (BVEM) and the venus beading detection module (VBDM). The former uses a bell-shaped Gaussian kernel with 12 azimuths to extract blood vessels while the latter applies a neural network-based shape cognitron to detect venous beading among the extracted blood vessels for diagnosis. Both modules are fully computer-automated. To evaluate the proposed system, 61 retinal images (32 beaded and 29 normal images) are used for performance evaluation. (C) 2000 Society of Photo-Optical Instrumentation Engineers.
引用
收藏
页码:1293 / 1303
页数:11
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