DocumentCode
1857050
Title
Detection of Blood Vessels in Fundus Images of the Retina using Gabor Wavelets
Author
Oloumi, Faraz ; Rangayyan, Rangaraj M. ; Oloumi, Faraz ; Eshghzadeh-Zanjani, P. ; Ayres, Fabio Jose
Author_Institution
Univ. of Calgary, Calgary
fYear
2007
fDate
22-26 Aug. 2007
Firstpage
6451
Lastpage
6454
Abstract
The monitoring of the effects of diabetes, hypertension, and premature birth on the visual system can be assisted by quantitative analysis of the vascular architecture of the retina. The application of image analysis techniques in ophthalmology becomes possible after the desired features have been detected through the use of an appropriate method. We propose 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 for several values of the scale and elongation parameters. Forty images of the retina from the DRIVE database were used to evaluate the performance of the methods. High efficiency in the detection of blood vessels with the area under the receiver operating characteristics curve of up to 0.96 was achieved.
Keywords
Gabor filters; biomedical optical imaging; blood vessels; eye; medical image processing; patient monitoring; DRIVE database; Gabor filters; Gabor wavelets; blood vessel detection; diabetes; fundus images; hypertension; medical image processing; ophthalmology; patient monitoring; premature birth; quantitative analysis; retinal vascular architecture; Biomedical imaging; Blood vessels; Computer vision; Diabetes; Hypertension; Image analysis; Image processing; Monitoring; Retina; Visual system; Humans; Image Interpretation, Computer-Assisted; Retinal Diseases; Retinal Vessels;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location
Lyon
ISSN
1557-170X
Print_ISBN
978-1-4244-0787-3
Type
conf
DOI
10.1109/IEMBS.2007.4353836
Filename
4353836
Link To Document