Detection of blood vessels in ophthalmoscope images using MF/ant (matched filter/ant colony) algorithm

被引:148
作者
Cinsdikici, Muhammed Goekhan [1 ]
Aydin, Dogan [2 ]
机构
[1] Ege Univ, Intl Comp Inst, TR-35100 Izmir, Turkey
[2] Ege Univ, Dept Comp Engn, TR-35100 Izmir, Turkey
关键词
Retinal (Ophthalmoscope) image blood vessel segmentation; Matched filter; Ant algorithm; DRIVE database; RETINAL IMAGES; OPTIMIZATION; SYSTEM;
D O I
10.1016/j.cmpb.2009.04.005
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Blood vessels in ophthalmoscope images play an important role in diagnosis of some serious pathologies on retinal images. Hence, accurate extraction of vessels is becoming a main topic of this research area. Matched filter (MF) implementation for blood vessel detection is one of the methods giving more accurate results. Using this filter alone might not recover all the vessels (especially the capillaries). In this paper, a novel approach (MF/ant algorithm) is proposed to overcome the deficiency of the MF. The proposed method is a hybrid model of matched filter and ant colony algorithm. In this work, the accuracy and parameters of the hybrid algorithm are also discussed. The proposed method shows its success using the well known reference ophthalmoscope images of DRIVE database. (C) 2009 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:85 / 95
页数:11
相关论文
共 40 条
[1]   Genetic algorithm matched filter optimization for automated detection of blood vessels from digital retinal images [J].
Al-rawi, Mohammed ;
Karajeh, Huda .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2007, 87 (03) :248-253
[2]   An improved matched filter for blood vessel detection of digital retinal images [J].
Al-Rawi, Mohammed ;
Qutaishat, Munib ;
Arrar, Mohammed .
COMPUTERS IN BIOLOGY AND MEDICINE, 2007, 37 (02) :262-267
[3]  
[Anonymous], 3 CAN C COMP ROB VIS
[4]  
[Anonymous], 1991, 91016 DIP EL POL MIL
[5]  
[Anonymous], 1999, Swarm Intelligence
[6]  
Can A, 1999, IEEE Trans Inf Technol Biomed, V3, P125, DOI 10.1109/4233.767088
[7]   DETECTION OF BLOOD-VESSELS IN RETINAL IMAGES USING TWO-DIMENSIONAL MATCHED-FILTERS [J].
CHAUDHURI, S ;
CHATTERJEE, S ;
KATZ, N ;
NELSON, M ;
GOLDBAUM, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1989, 8 (03) :263-269
[8]  
Chutatape O, 1998, P ANN INT IEEE EMBS, V20, P3144, DOI 10.1109/IEMBS.1998.746160
[9]  
COTE B, 1994, CLASSIFICATION BLOOD
[10]   Ant colonies for the travelling salesman problem [J].
Dorigo, M ;
Gambardella, LM .
BIOSYSTEMS, 1997, 43 (02) :73-81