Applications of deep learning in fundus images: A review

T Li, W Bo, C Hu, H Kang, H Liu, K Wang, H Fu - Medical Image Analysis, 2021 - Elsevier
The use of fundus images for the early screening of eye diseases is of great clinical
importance. Due to its powerful performance, deep learning is becoming more and more …

Recent trends and advances in fundus image analysis: A review

S Iqbal, TM Khan, K Naveed, SS Naqvi… - Computers in Biology and …, 2022 - Elsevier
Automated retinal image analysis holds prime significance in the accurate diagnosis of
various critical eye diseases that include diabetic retinopathy (DR), age-related macular …

[HTML][HTML] A novel hybrid approach based on deep CNN to detect glaucoma using fundus imaging

R Mahum, SU Rehman, OD Okon, A Alabrah, T Meraj… - Electronics, 2021 - mdpi.com
Glaucoma is one of the eye diseases stimulated by the fluid pressure that increases in the
eyes, damaging the optic nerves and causing partial or complete vision loss. As Glaucoma …

[HTML][HTML] End-to-end multi-task learning for simultaneous optic disc and cup segmentation and glaucoma classification in eye fundus images

ÁS Hervella, J Rouco, J Novo, M Ortega - Applied Soft Computing, 2022 - Elsevier
The automated analysis of eye fundus images is crucial towards facilitating the screening
and early diagnosis of glaucoma. Nowadays, there are two common alternatives for the …

Explainable AI for glaucoma prediction analysis to understand risk factors in treatment planning

MS Kamal, N Dey, L Chowdhury… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Glaucoma causes irreversible blindness. In 2020, about 80 million people worldwide had
glaucoma. Existing machine learning (ML) models are limited to glaucoma prediction, where …

[HTML][HTML] A novel optic disc and optic cup segmentation technique to diagnose glaucoma using deep learning convolutional neural network over retinal fundus images

HN Veena, A Muruganandham, TS Kumaran - Journal of King Saud …, 2022 - Elsevier
Glaucoma is currently leading retinal disease, which damages the eye because of the
Intraocular pressure (IOP) on the eye. If glaucoma is left untreated it will lead to vision loss …

Adam challenge: Detecting age-related macular degeneration from fundus images

H Fang, F Li, H Fu, X Sun, X Cao, F Lin… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Age-related macular degeneration (AMD) is the leading cause of visual impairment among
elderly in the world. Early detection of AMD is of great importance, as the vision loss caused …

[HTML][HTML] Retinal image analysis for diabetes-based eye disease detection using deep learning

T Nazir, A Irtaza, A Javed, H Malik, D Hussain… - Applied Sciences, 2020 - mdpi.com
Diabetic patients are at the risk of developing different eye diseases ie, diabetic retinopathy
(DR), diabetic macular edema (DME) and glaucoma. DR is an eye disease that harms the …

C2FTFNet: Coarse-to-fine transformer network for joint optic disc and cup segmentation

Y Yi, Y Jiang, B Zhou, N Zhang, J Dai, X Huang… - Computers in Biology …, 2023 - Elsevier
Glaucoma is a leading cause of worldwide blindness and visual impairment, making early
screening and diagnosis is crucial to prevent vision loss. Cup-to-Disk Ratio (CDR) …

A review on glaucoma disease detection using computerized techniques

F Abdullah, R Imtiaz, HA Madni, HA Khan… - IEEE …, 2021 - ieeexplore.ieee.org
Glaucoma is an incurable eye disease that leads to slow progressive degeneration of the
retina. It cannot be fully cured, however, its progression can be controlled in case of early …