Enhanced diabetic retinopathy detection and classification using fundus images with ResNet50 and CLAHE-GAN
Sowmyashree Bhoopal,
Mahesh Rao,
Chethan Hasigala Krishnappa
Abstract:Diabetic retinopathy (DR), a progressive eye disorder, can lead to irreversible vision impairment ranging from no DR to severe DR, necessitating precise identification for early treatment. This study introduces an innovative deep learning (DL) approach, surpassing traditional methods in detecting DR stages. It evaluated two scenarios for training DL models on balanced datasets. The first employed image enhancement via contrast limited adaptive histogram equalization (CLAHE) and a generative adversarial network… Show more
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