Application of generative adversarial networks (GAN) for ophthalmology image domains: a survey

A You, JK Kim, IH Ryu, TK Yoo - Eye and Vision, 2022 - Springer
Background Recent advances in deep learning techniques have led to improved diagnostic
abilities in ophthalmology. A generative adversarial network (GAN), which consists of two …

Generative adversarial networks in medical image segmentation: A review

S Xun, D Li, H Zhu, M Chen, J Wang, J Li… - Computers in biology …, 2022 - Elsevier
Abstract Purpose Since Generative Adversarial Network (GAN) was introduced into the field
of deep learning in 2014, it has received extensive attention from academia and industry …

NENet: Nested EfficientNet and adversarial learning for joint optic disc and cup segmentation

S Pachade, P Porwal, M Kokare, L Giancardo… - Medical Image …, 2021 - Elsevier
Glaucoma is an ocular disease threatening irreversible vision loss. Primary screening of
Glaucoma involves computation of optic cup (OC) to optic disc (OD) ratio that is widely …

TUNet and domain adaptation based learning for joint optic disc and cup segmentation

Z Li, C Zhao, Z Han, C Hong - Computers in Biology and Medicine, 2023 - Elsevier
Glaucoma is a chronic disorder that harms the optic nerves and causes irreversible
blindness. The calculation of optic cup (OC) to optic disc (OD) ratio plays an important role in …

Exploring patient medication adherence and data mining methods in clinical big data: A contemporary review

Y Xu, X Zheng, Y Li, X Ye, H Cheng… - Journal of Evidence …, 2023 - Wiley Online Library
Background Increasingly, patient medication adherence data are being consolidated from
claims databases and electronic health records (EHRs). Such databases offer an indirect …

PKRT-Net: prior knowledge-based relation transformer network for optic cup and disc segmentation

S Lu, H Zhao, H Liu, H Li, N Wang - Neurocomputing, 2023 - Elsevier
Glaucoma causes irreversible vision loss, and early detection of glaucoma is essential to
protect the vision of patients. The optic cup (OC) and optic disc (OD) are two critical …

ECSD-Net: A joint optic disc and cup segmentation and glaucoma classification network based on unsupervised domain adaptation

B Liu, D Pan, Z Shuai, H Song - Computer Methods and Programs in …, 2022 - Elsevier
Background and objectives: Glaucoma can cause irreversible vision loss and even
blindness, and early diagnosis can help prevent vision loss. Analyzing the optic disc and …

[HTML][HTML] Accuracy of using generative adversarial networks for glaucoma detection: systematic review and bibliometric analysis

AQ Saeed, SNH Sheikh Abdullah… - Journal of medical …, 2021 - jmir.org
Background Glaucoma leads to irreversible blindness. Globally, it is the second most
common retinal disease that leads to blindness, slightly less common than cataracts …

EARDS: EfficientNet and attention-based residual depth-wise separable convolution for joint OD and OC segmentation

W Zhou, J Ji, Y Jiang, J Wang, Q Qi, Y Yi - Frontiers in Neuroscience, 2023 - frontiersin.org
Background Glaucoma is the leading cause of irreversible vision loss. Accurate Optic Disc
(OD) and Optic Cup (OC) segmentation is beneficial for glaucoma diagnosis. In recent years …

Identifying the edges of the optic cup and the optic disc in glaucoma patients by segmentation

S Tadisetty, R Chodavarapu, R Jin, RJ Clements, M Yu - Sensors, 2023 - mdpi.com
With recent advancements in artificial intelligence, fundus diseases can be classified
automatically for early diagnosis, and this is an interest of many researchers. The study aims …