Title :
Dual-parabolic modeling of the superior and the inferior temporal arcades in fundus images of the retina
Author :
Oloumi, Faraz ; Rangayyan, Rangaraj M. ; Ells, Anna L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
Abstract :
Monitoring the openness of the inferior and the superior temporal arcades (ITA and STA) in retinal fundus images and how they change over time can facilitate improved diagnosis and optimized treatment of myopia and retinopathy of prematurity. We propose methods for the detection and modeling of the ITA and the STA, including Gabor filters to detect retinal vessels, and the generalized Hough transform to detect and parameterize semi-parabolic forms. Results obtained with 40 images of the DRIVE database, compared with traces of the temporal arcade drawn by an expert ophthalmologist, indicate a low mean distance to the closest point error of 12.33 pixels (0.25 mm). The proposed methods should facilitate quantitative analysis of the ITA and the STA and overcome limitations associated with subjective manual analysis.
Keywords :
Gabor filters; Hough transforms; chemical analysis; database management systems; eye; medical image processing; paediatrics; patient monitoring; patient treatment; physiological models; vision defects; DRIVE database; Gabor filters; Hough transform; closest point error; dual-parabolic modeling; low mean distance; myopia; ophthalmologist; patient diagnosis; patient monitoring; patient treatment; prematurity; quantitative analysis; retinal fundus imaging; retinal vessels; retinopathy; semiparabolic forms; subjective manual analysis; temporal arcades; Blood vessels; Computational modeling; Databases; Pixel; Retina; Skeleton; Transforms;
Conference_Titel :
Medical Measurements and Applications Proceedings (MeMeA), 2011 IEEE International Workshop on
Conference_Location :
Bari
Print_ISBN :
978-1-4244-9336-4
DOI :
10.1109/MeMeA.2011.5966784