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
Link To Document :
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