Title :
Identification of different stages of Diabetic Retinopathy using artificial neural network
Author :
Kanth, Saket ; Jaiswal, Ayush ; Kakkar, Misha
Abstract :
In this study, we recognize different stages of Diabetic Retinopathy (NPDR - Non Proliferative Diabetic Retinopathy and PDR - Proliferative Diabetic Retinopathy) and differentiate it from a normal eye with the study of fundus images. Features are extracted from these images and fed into the MLP (Multilayer Perceptron) for classification and the results have shown an accuracy of 94.11%.
Keywords :
diseases; eye; feature extraction; image classification; medical image processing; multilayer perceptrons; MLP; NPDR; artificial neural network; feature extraction; fundus image; multilayer perceptron; nonproliferative diabetic retinopathy; normal eye; Biomedical imaging; Blood vessels; Diabetes; Feature extraction; Optical imaging; Retina; Retinopathy; Diabetic Retinopathy; Exudates; Fundus Images; Multilayer Perceptron (MLP);
Conference_Titel :
Contemporary Computing (IC3), 2013 Sixth International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-0190-6
DOI :
10.1109/IC3.2013.6612243
