%C Buenos Aires
%A A.F.M. Hani
%A N.F. Ngah
%A T.M. George
%A L.I. Izhar
%A H. Nugroho
%A H.A. Nugroho
%T Analysis of foveal avascular zone in colour fundus images for grading of diabetic retinopathy severity
%P 5632-5635
%X Diabetic retinopathy (DR) is a sight threatening complication due to diabetes mellitus that affects the retina. At present, the classification of DR is based on the International Clinical Diabetic Retinopathy Disease Severity. In this paper, FAZ enlargement with DR progression is investigated to enable a new and an effective grading protocol DR severity in an observational clinical study. The performance of a computerised DR monitoring and grading system that digitally analyses colour fundus image to measure the enlargement of FAZ and grade DR is evaluated. The range of FAZ area is optimised to accurately determine DR severity stage and progression stages using a Gaussian Bayes classifier. The system achieves high accuracies of above 96, sensitivities higher than 88 and specificities higher than 96, in grading of DR severity. In particular, high sensitivity (100), specificity (>98) and accuracy (99) values are obtained for No DR (normal) and Severe NPDR/ PDR stages. The system performance indicates that the DR system is suitable for early detection of DR and for effective treatment of severe cases. © 2010 IEEE.
%K Bayes Classifier; Clinical study; Diabetes mellitus; Diabetic retinopathy; Disease severity; Early detection; Foveal avascular zones; Fundus image; Gaussians; Grading system; High sensitivity, Grading; Image enhancement, Eye protection
%R 10.1109/IEMBS.2010.5628041
%D 2010
%L scholars1012
%J 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10
%O cited By 13; Conference of 2010 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10 ; Conference Date: 31 August 2010 Through 4 September 2010; Conference Code:83008