DocumentCode
2811185
Title
Detection of Blood Vessels in the Retina Using Gabor Filters
Author
Rangayyan, Rangaraj M. ; Oloumi, Faraz ; Oloumi, Faraz ; Eshghzadeh-Zanjani, P. ; Ayres, Fabio Jose
Author_Institution
Calgary Univ., Calgary
fYear
2007
fDate
22-26 April 2007
Firstpage
717
Lastpage
720
Abstract
Quantitative analysis of the vascular architecture of the retina as well as changes in the shape, width, and tortuosity of the vessels could assist in the monitoring of the effects of diabetes, arteriosclerosis, hypertension, and premature birth on the visual system. The detection of blood vessels in the retina is an important initial step for most applications of image analysis in ophthalmology. We propose digital image processing techniques for the detection of blood vessels in the retina. The methods include the design of a bank of directionally sensitive Gabor filters. Forty images of the retina from the DRIVE database were used to evaluate the methods. High efficiency of detection of blood vessels with the area under the receiver operating characteristics curve of up to 0.95 was achieved.
Keywords
Gabor filters; blood vessels; eye; medical image processing; object detection; Gabor filter; blood vessel detection; digital image processing; image analysis; ophthalmology; quantitative analysis; retina; vascular architecture; Arteriosclerosis; Biomedical imaging; Blood vessels; Diabetes; Gabor filters; Hypertension; Monitoring; Retina; Shape; Visual system;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical and Computer Engineering, 2007. CCECE 2007. Canadian Conference on
Conference_Location
Vancouver, BC
ISSN
0840-7789
Print_ISBN
1-4244-1020-7
Electronic_ISBN
0840-7789
Type
conf
DOI
10.1109/CCECE.2007.184
Filename
4232843
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