Title :
A Model Based Approach for Vessel Caliber Measurement in Retinal Images
Author :
Fraz, M.M. ; Remagnino, Paolo ; Hoppe, Andreas ; Barman, S.A. ; Rudnicka, A. ; Owen, C. ; Whincup, P.
Author_Institution :
Digital Imaging Res. Centre, Kingston Univ., London, UK
Abstract :
The diagnostic signature of many microvasculature diseases like diabetes mellitus, hypertension and arteriosclerosis includes the changes incurred in the diameter of retinal blood vessels. Therefore estimation of precise vascular widths is a critical and demanding process in automated retinal image analysis. This paper proposes an automated system to measure the vessel caliber in the retinal images of multi-ethnic school children. The diameter measurement is based on the detection of the centerline pixels from a vessel probability map image, determining the vessel orientation at these pixels, extracting the vessel segments and later using a two dimensional model, which is optimized to fit various types of intensity profiles of vessel segments. The width is then estimated from parameters of the optimized model. The method is also used to explore the relationship between the average vessel width and the background pigmentation of the retinal image by analyzing monochromatic representations of different color spaces.
Keywords :
blood vessels; diameter measurement; diseases; eye; image colour analysis; medical image processing; arteriosclerosis; automated retinal image analysis; background pigmentation; centerline pixel detection; color space; diabetes mellitus; diagnostic signature; diameter measurement; hypertension; microvasculature disease; model based approach; monochromatic representation; multiethnic school children; precise vascular width estimation; retinal blood vessel; vessel caliber measurement; vessel orientation; vessel probability map image; vessel segment extraction; Biomedical imaging; Blood vessels; Educational institutions; Image color analysis; Image segmentation; Retina; Skeleton; Model fitting; Ophthalmology; Retinal blood vessels; Retinal image analysis; Width measurement;
Conference_Titel :
Signal Image Technology and Internet Based Systems (SITIS), 2012 Eighth International Conference on
Conference_Location :
Naples
Print_ISBN :
978-1-4673-5152-2
DOI :
10.1109/SITIS.2012.29