Detection of blood vessels in human retinal images using Ant Colony Optimisation method

被引:7
|
作者
Kavitha, Ganesan [1 ]
Ramakrishnan, Swaminathan [2 ]
机构
[1] Anna Univ, Inst Technol, Dept Elect Engn, Madras 600044, Tamil Nadu, India
[2] Indian Inst Technol, Dept Appl Mech, Biomed Engn Grp, Madras, Tamil Nadu, India
关键词
retinal images; blood vessels; ACO; ant colony optimisation; Otsu method; matched filter method;
D O I
10.1504/IJBET.2011.039926
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this, an attempt has been made to analyse blood vessels in human retinal digital images using Ant Colony Optimisation (ACO) based edge detection algorithm and was then correlated with Otsu and Matched filter methods. Results show that the ACO method provides high visual quality output with better detection of blood vessels. It provides better delineation, distinctly differentiates central veins, extracts small blood vessels and detects abnormalities in the image. The ratio of vessel-to-vessel free area using ACO method is distinctly different for normal and abnormal images (p < 0.005). It appears that this study is useful for mass screening and avoids complications at later stages of diseases.
引用
收藏
页码:360 / 370
页数:11
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