Detection and measurement of retinal vessels, in fundus images using amplitude modified second-order Gaussian filter

被引:192
作者
Gang, L [1 ]
Chutatape, O [1 ]
Krishnan, SM [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
关键词
fundus image; matched filter; retinal vessel; vessel measurements;
D O I
10.1109/10.979356
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, the fitness of estimating vessel profiles with Gaussian function is evaluated and an amplitude-modified second-order Gaussian filter is proposed for the detection and measurement of vessels. Mathematical analysis is given and supported by a simulation and experiments to demonstrate that the vessel width can be measured in linear relationship with the "spreading factor" of, the matched filter when the magnitude coefficient of the filter is suitably assigned. The absolute value of vessel diameter can be determined simply by using a precalibrated line, which is typically required since images are always system dependent The experiment shows that the inclusion of the width measurement in the detection process can improve the performance of matched filter and result in a significant increase in success rate of detection.
引用
收藏
页码:168 / 172
页数:5
相关论文
共 14 条
[1]  
Can A, 1999, IEEE Trans Inf Technol Biomed, V3, P125, DOI 10.1109/4233.767088
[3]  
CHAUMONT J P, 1989, Fitoterapia, V60, P263
[4]  
Chutatape O, 1998, P ANN INT IEEE EMBS, V20, P3144, DOI 10.1109/IEMBS.1998.746160
[5]   Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response [J].
Hoover, A ;
Kouznetsova, V ;
Goldbaum, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (03) :203-210
[6]  
JENSEN P, 1992, ARVO ABSTR INVEST OP, V33, P1048
[7]   MATCHED-FILTER ESTIMATION OF SERIAL BLOOD-VESSEL DIAMETERS FROM VIDEO IMAGES [J].
MILES, FP ;
NUTTALL, AL .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1993, 12 (02) :147-152
[8]  
Ohley W. J., 1985, Proceedings of the Eleventh Annual Northeast Bioengineering Conference (Cat. No.85CH2203-8), P255
[9]  
PATEL V, 1992, INVEST OPHTH VIS SCI, V33, P804
[10]  
Pratt W.K., 2001, Digital Image Processing