Deep learning in automatic diabetic retinopathy detection and grading systems: a comprehensive survey and comparison of methods

IY Abushawish, S Modak, E Abdel-Raheem… - IEEE …, 2024 - ieeexplore.ieee.org
Diabetic Retinopathy is one of the leading global causes of vision impairment and blindness
in humans. It has seen a rise in prevalence, necessitating the development of advanced …

An accurate unsupervised extraction of retinal vasculature using curvelet transform and classical morphological operators

F Ghislain, ST Beaudelaire, T Daniel - Computers in Biology and Medicine, 2024 - Elsevier
Background Many ophthalmic disorders such as diabetic retinopathy and hypertension can
be early diagnosed by analyzing changes related to the vascular structure of the retina …

Semantic-oriented Visual Prompt Learning for Diabetic Retinopathy Grading on Fundus Images

Y Zhang, X Ma, K Huang, M Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Diabetic retinopathy (DR) is a serious ocular condition that requires effective monitoring and
treatment by ophthalmologists. However, constructing a reliable DR grading model remains …

Detection of exudates from retinal images for non-proliferative diabetic retinopathy detection using deep learning model

P Saranya, KM Umamaheswari - Multimedia Tools and Applications, 2024 - Springer
Diabetes is considered to be the foundation of a slew of other health issues and late
consequences, according to medical experts. The rise in diabetes-related illnesses has …

Enhanced diabetic retinopathy detection and exudates segmentation using deep learning: A promising approach for early disease diagnosis

G Latha, PA Priya, VK Smitha - Multimedia Tools and Applications, 2024 - Springer
Diabetic Retinopathy (DR) is a severe retinal condition primarily affecting diabetic people.
This is mostly due to excessive blood sugar levels, which induce retinal blood vessel …

Multimodal image fusion for the detection of diabetic retinopathy using optimized explainable AI-based Light GBM classifier

P Bidwai, S Gite, N Pahuja, K Pahuja, K Kotecha… - Information …, 2024 - Elsevier
Diabetic Retinopathy (DR) is a widespread ocular condition and a significant contributor to
global blindness. Timely identification and precise diagnosis of DR are essential for …

Eisoc with ifodpso and dcnn classifier for diabetic retinopathy recognition system

NM Thomas, SA Jerome - Multimedia Tools and Applications, 2024 - Springer
Diabetic patients are tremendously increasing worldwide and it is a chronic disease that
may cause complications in Eye, Heart, and Kidneys. Diabetic retinopathy (DR) plays a vital …

Analysis of Transfers Learning Techniques for Early Detection and Grading of Diabetic Retinopathy on Retinal Images

SK Sahu, AD Sawarkar, AK Sahu… - 2023 International …, 2023 - ieeexplore.ieee.org
Eye complications of diabetes include diabetic retinopathy (DR). It's caused by retinal blood
vessel alterations. Working-age individuals' major cause of blindness is diabetic retinopathy …

FedDL: personalized federated deep learning for enhanced detection and classification of diabetic retinopathy

D Bhulakshmi, DS Rajput - PeerJ Computer Science, 2024 - peerj.com
Diabetic retinopathy (DR) is a condition that can lead to vision loss or blindness and is an
unavoidable consequence of diabetes. Regular eye examinations are essential to …