A survey on deep-learning-based diabetic retinopathy classification

A Sebastian, O Elharrouss, S Al-Maadeed… - Diagnostics, 2023 - mdpi.com
The number of people who suffer from diabetes in the world has been considerably
increasing recently. It affects people of all ages. People who have had diabetes for a long …

[HTML][HTML] Automated detection and diagnosis of diabetic retinopathy: A comprehensive survey

V Lakshminarayanan, H Kheradfallah, A Sarkar… - Journal of …, 2021 - mdpi.com
Diabetic Retinopathy (DR) is a leading cause of vision loss in the world. In the past few
years, artificial intelligence (AI) based approaches have been used to detect and grade DR …

Improved Support Vector Machine based on CNN-SVD for vision-threatening diabetic retinopathy detection and classification

A Bilal, A Imran, TI Baig, X Liu, H Long, A Alzahrani… - Plos one, 2024 - journals.plos.org
The integration of artificial intelligence (AI) in diagnosing diabetic retinopathy, a major
contributor to global vision impairment, is becoming increasingly pronounced. Notably, the …

[HTML][HTML] EdgeSVDNet: 5G-enabled detection and classification of vision-threatening diabetic retinopathy in retinal fundus images

A Bilal, X Liu, TI Baig, H Long, M Shafiq - Electronics, 2023 - mdpi.com
The rise of vision-threatening diabetic retinopathy (VTDR) underscores the imperative for
advanced and efficient early detection mechanisms. With the integration of the Internet of …

Grading diabetic retinopathy using multiresolution based CNN

K Ashwini, R Dash - Biomedical Signal Processing and Control, 2023 - Elsevier
Diabetic Retinopathy (DR) refers to a medical condition that affects the eye; it occurs due to
diabetes, and, if not detected early on, results in a reduction of visual capacity and may even …

Leveraging semi-supervised graph learning for enhanced diabetic retinopathy detection

D Dhinakaran, L Srinivasan, D Selvaraj… - arxiv preprint arxiv …, 2023 - arxiv.org
Diabetic Retinopathy (DR) is a significant cause of blindness globally, highlighting the
urgent need for early detection and effective treatment. Recent advancements in Machine …

Attention-based deep learning framework to recognize diabetes disease from cellular retinal images

D Kothadiya, A Rehman, S Abbas… - … and Cell Biology, 2023 - cdnsciencepub.com
A medical disorder known as diabetic retinopathy (DR) affects people who suffer from
diabetes. Many people are visually impaired due to DR. Primary cause of DR in patients is …

Smart grading of diabetic retinopathy: an intelligent recommendation-based fine-tuned EfficientNetB0 framework

V Anand, D Koundal, WY Alghamdi… - Frontiers in Artificial …, 2024 - frontiersin.org
Diabetic retinopathy is a condition that affects the retina and causes vision loss due to blood
vessel destruction. The retina is the layer of the eye responsible for visual processing and …

[HTML][HTML] A deep learning based approach for grading of diabetic retinopathy using large fundus image dataset

A Mehboob, MU Akram, NS Alghamdi, A Abdul Salam - Diagnostics, 2022 - mdpi.com
Diabetic Retinopathy affects one-third of all diabetic patients and may cause vision
impairment. It has four stages of progression, ie, mild non-proliferative, moderate non …

Joint DR-DME classification using deep learning-CNN based modified grey-wolf optimizer with variable weights

VPC Reddy, KK Gurrala - Biomedical Signal Processing and Control, 2022 - Elsevier
This paper aims to develop a computer-based diagnostic system to assist ophthalmologists
in screening for diabetic retinopathy and diabetic macular edema by identifying the early …