Title :
Parabolic Modeling of the Major Temporal Arcade in Retinal Fundus Images
Author :
Oloumi, Faraz ; Rangayyan, Rangaraj M. ; Ells, Anna L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
fDate :
7/1/2012 12:00:00 AM
Abstract :
Monitoring measurements of the openness of the major temporal arcade (MTA) and how they change over time could facilitate improved diagnosis and optimized treatment of retinopathy. We propose methods for the detection, modeling, and measurement of the openness of the MTA, including Gabor filters to detect retinal vessels and the Hough transform to detect and parameterize parabolic forms. Results obtained with 40 images of the Digital Retinal Images for Vessel Extraction database, compared with traces of the MTA drawn by an expert ophthalmologist and a retinal specialist, indicate a low mean distance to the closest point of about 12 pixels (0.24 mm). The proposed methods should facilitate quantitative analysis of the MTA and overcome limitations associated with subjective manual analysis.
Keywords :
Gabor filters; Hough transforms; biomedical measurement; diseases; eye; medical image processing; patient monitoring; patient treatment; physiological models; vision; Gabor filters; Hough transform; digital retinal imaging; major temporal arcade; monitoring measurements; parabolic modeling; parameterize parabolic forms; patient diagnosis; patient treatment; quantitative analysis; retinal fundus imaging; retinal vessels; retinopathy; subjective manual analysis; vessel extraction database; Biomedical imaging; Blood vessels; Databases; Retina; Shape; Skeleton; Transforms; Blood vessels; Gabor filters; Hough transform; fundus images; parabolic modeling; retina; retinopathy; temporal arcade;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2012.2192339