Title :
Hemorrhage segmentation using mathematical morphology and digital image processing
Author :
Putra, Ricky Eka ; Tjandrasa, Handayani ; Suciati, Nanik
Author_Institution :
Inf. Dept., State Univ. of Surabaya, Surabaya, Indonesia
Abstract :
Diabetic Retinopathy is one of the complication diseases caused by diabetes mellitus. This disease attacks the retinal eye of human. There are three stages of this disease (mild, moderate and severe). Appearance of Hemorrhage is one of any symptoms included in Non Proliferative Diabetic Retinopathy. Hemorrhage appears on the second and third stages. This study is aimed to detect existences of hemorrhages. We employ morphological operations, filtering techniques, removing blood vessels and macula to detect them. This segmentation model achieves the best accuracy of 85.25% for the retinal images.
Keywords :
filtering theory; image segmentation; mathematical morphology; medical image processing; blood vessels; diabetes mellitus; digital image processing; filtering techniques; hemorrhage segmentation; mathematical morphology; non proliferative diabetic retinopathy; Biomedical imaging; Blood vessels; Diabetes; Hemorrhaging; Image segmentation; Retina; Retinopathy; filtering; hemorrhage; moderate; morphology; non proliferative diabetic retinopathy; severe;
Conference_Titel :
Information, Communication Technology and System (ICTS), 2014 International Conference on
Conference_Location :
Surabaya
Print_ISBN :
978-1-4799-6857-2
DOI :
10.1109/ICTS.2014.7010573