[HTML][HTML] A critical review on diagnosis of diabetic retinopathy using machine learning and deep learning

D Das, SK Biswas, S Bandyopadhyay - Multimedia Tools and Applications, 2022 - Springer
Diabetic Retinopathy (DR) is a health condition caused due to Diabetes Mellitus (DM). It
causes vision problems and blindness due to disfigurement of human retina. According to …

A systematic review on diabetic retinopathy detection using deep learning techniques

R Vij, S Arora - Archives of Computational Methods in Engineering, 2023 - Springer
Segmentation is an essential requirement to accurately access diabetic retinopathy (DR)
and it becomes extremely time-consuming and challenging to detect manually. As a result …

Diabetic retinopathy detection using prognosis of microaneurysm and early diagnosis system for non-proliferative diabetic retinopathy based on deep learning …

L Qiao, Y Zhu, H Zhou - IEEE Access, 2020 - ieeexplore.ieee.org
Predicting the presence of Microaneurysms in the fundus images and the identification of
diabetic retinopathy in early-stage has always been a major challenge for decades. Diabetic …

[PDF][PDF] RETRACTED ARTICLE: An enhanced diabetic retinopathy detection and classification approach using deep convolutional neural network

DJ Hemanth, O Deperlioglu, U Kose - Neural Computing & …, 2020 - academia.edu
The objective of this study is to propose an alternative, hybrid solution method for
diagnosing diabetic retinopathy from retinal fundus images. In detail, the hybrid method is …

Composite deep neural network with gated-attention mechanism for diabetic retinopathy severity classification

JD Bodapati, NS Shaik, V Naralasetti - Journal of Ambient Intelligence and …, 2021 - Springer
Diabetic Retinopathy (DR) is a micro vascular complication caused by long-term diabetes
mellitus. Unidentified diabetic retinopathy leads to permanent blindness. Early identification …

[HTML][HTML] Severity classification of diabetic retinopathy using an ensemble learning algorithm through analyzing retinal images

N Sikder, M Masud, AK Bairagi, ASM Arif, AA Nahid… - Symmetry, 2021 - mdpi.com
Diabetic Retinopathy (DR) refers to the damages endured by the retina as an effect of
diabetes. DR has become a severe health concern worldwide, as the number of diabetes …

[HTML][HTML] Blended multi-modal deep convnet features for diabetic retinopathy severity prediction

JD Bodapati, V Naralasetti, SN Shareef, S Hakak… - Electronics, 2020 - mdpi.com
Diabetic Retinopathy (DR) is one of the major causes of visual impairment and blindness
across the world. It is usually found in patients who suffer from diabetes for a long period …

Multi-scale attention network for diabetic retinopathy classification

MT Al-Antary, Y Arafa - IEEE Access, 2021 - ieeexplore.ieee.org
Diabetic Retinopathy (DR) is a highly prevalent complication of diabetes mellitus, which
causes lesions on the retina that affect vision which may lead to blindness if it is not detected …

A survey on medical image analysis in diabetic retinopathy

S Stolte, R Fang - Medical image analysis, 2020 - Elsevier
Diabetic Retinopathy (DR) represents a highly-prevalent complication of diabetes in which
individuals suffer from damage to the blood vessels in the retina. The disease manifests …

Blood vessel segmentation from fundus image by a cascade classification framework

X Wang, X Jiang, J Ren - Pattern Recognition, 2019 - Elsevier
Accurate segmentation of retinal vessel from fundus image is a prerequisite for the computer-
aided diagnosis of ophthalmology diseases. In this paper, we propose a novel and robust …