A comprehensive review of deep learning strategies in retinal disease diagnosis using fundus images

B Goutam, MF Hashmi, ZW Geem, ND Bokde - IEEE Access, 2022 - ieeexplore.ieee.org
In recent years, there has been an unprecedented growth in computer vision and deep
learning implementation owing to the exponential rise of computation infrastructure. The …

Application of swarm intelligence optimization algorithms in image processing: A comprehensive review of analysis, synthesis, and optimization

M Xu, L Cao, D Lu, Z Hu, Y Yue - Biomimetics, 2023 - mdpi.com
Image processing technology has always been a hot and difficult topic in the field of artificial
intelligence. With the rise and development of machine learning and deep learning …

Redefining Retinal Lesion Segmentation: A Quantum Leap With DL-UNet Enhanced Auto Encoder-Decoder for Fundus Image Analysis

BN Kumar, TR Mahesh, G Geetha, S Guluwadi - IEEE Access, 2023 - ieeexplore.ieee.org
The first diagnosis of diabetic retinopathy (DR) must include lesion segmentation. As it takes
a lot of time and effort to label lesions, automatic segmentation methods have to be created …

Artificial humming bird optimization–based hybrid CNN-RNN for accurate exudate classification from fundus images

E Dhiravidachelvi, R Prabavathi - Journal of Digital Imaging, 2023 - Springer
Diabetic retinopathy is the predominant cause of visual impairment in diabetes patients. The
early detection process can prevent diabetes patients from severe situations. The …

[HTML][HTML] ResNet 及其在医学图像处理领域的应用: 研究进展与挑战

周涛, 刘赟璨, 陆惠玲, 叶鑫宇, 常晓玉 - 电子与信息学报, 2022 - jeit.ac.cn
残差神经网络(ResNet) 是深度学习领域的研究热点, 广泛应用于医学图像处理领域.
该文对残差神经网络从以下几个方面进行综述: 首先, 阐述残差神经网络的基本原理和模型结构; …

[HTML][HTML] A comprehensive computer-aided system for an early-stage diagnosis and classification of diabetic macular edema

M Zubair, M Umair, RA Naqvi, D Hussain… - Journal of King Saud …, 2023 - Elsevier
Diabetic macular edema (DME) is a condition of retinal swelling due to the accumulation of
leaked plasma in the extracellular space in the retina, known as the macula. DME is a …

Deep learning for diabetic retinopathy detection: Challenges and opportunities

N Jagan Mohan, R Murugan, T Goel - Next Generation Healthcare …, 2022 - Springer
Diabetic retinopathy (DR) is one of the retinal disorders caused due to high sugar levels in
the blood. The number of diabetic patients suffering from DR may increase to 191.10 million …

Recent developments on computer aided systems for diagnosis of diabetic retinopathy: a review

S Dubey, M Dixit - Multimedia Tools and Applications, 2023 - Springer
Diabetes is a long-term condition in which the pancreas quits producing insulin or the body's
insulin isn't utilised properly. One of the signs of diabetes is Diabetic Retinopathy. Diabetic …

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 …

[HTML][HTML] Segmentation of diabetic retinopathy images using deep feature fused residual with U-Net

M Alharbi, D Gupta - Alexandria Engineering Journal, 2023 - Elsevier
Diabetic Retinopathy (DR) is a highly consequential condition that significantly impacts
individuals with diabetes, often resulting in permanent vision loss if left undetected. The …