Title :
RetinaCAD, a system for the assessment of retinal vascular changes
Author :
Dashtbozorg, Behdad ; Mendonca, Ana Maria ; Penas, Susana ; Campilho, Aurelio
Author_Institution :
INEB - Inst. de Eng. Biomed., Univ. do Porto, Porto, Portugal
Abstract :
This paper introduces RetinaCAD, a system, for the fast, reliable and automatic measurement of the Central Retinal Arteriolar Equivalent (CRAE), the Central Retinal Venular Equivalent (CRVE), and the Arteriolar-to-Venular Ratio (AVR) values, as well as several geometrical features of the retinal vasculature. RetinaCAD identifies important landmarks in the retina, such as the blood vessels and optic disc, and performs artery/vein classification and vessel width measurement. The estimation of the CRAE, CRVE and AVR values on 480 images from 120 subjects has shown a significant correlation between right and left eyes and also between images of same eye acquired with different camera fields of view. AVR estimation in retinal images of 54 subjects showed the lowest values in people with diabetes or high blood pressure thus demonstrating the potential of the system as a CAD tool for early detection and follow-up of diabetes, hypertension or cardiovascular pathologies.
Keywords :
CAD; biomedical optical imaging; blood vessels; cameras; cardiovascular system; diseases; eye; image classification; medical image processing; size measurement; AVR estimation; AVR values; Arteriolar-to-Venular Ratio values; CAD tool; CRAE values; CRVE values; Central Retinal Arteriolar Equivalent; Central Retinal Venular Equivalent; RetinaCAD; artery/vein classification; automatic measurement; blood vessels; camera fields of view; cardiovascular pathologies; diabetes follow-up; early diabetes detection; geometrical features; high blood pressure; hypertension; landmarks; left eyes; optic disc; retinal images; retinal vascular change assessment; retinal vasculature; right eyes; vessel width measurement; Arteries; Bifurcation; Correlation; Diabetes; Image segmentation; Optical imaging; Retina;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6945076