Computer-aided diagnostic system for hypertensive retinopathy: A review

S Suman, AK Tiwari, K Singh - Computer Methods and Programs in …, 2023 - Elsevier
Hypertensive Retinopathy (HR) is a retinal disease caused by elevated blood pressure for a
prolonged period. There are no obvious signs in the early stages of high blood pressure, but …

Rformer: Transformer-based generative adversarial network for real fundus image restoration on a new clinical benchmark

Z Deng, Y Cai, L Chen, Z Gong, Q Bao… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Ophthalmologists have used fundus images to screen and diagnose eye diseases.
However, different equipments and ophthalmologists pose large variations to the quality of …

Automated detection of Hypertensive Retinopathy using few-shot learning

S Suman, AK Tiwari, T Ingale, K Singh - Biomedical Signal Processing and …, 2023 - Elsevier
Hypertensive Retinopathy (HR) is a retinal manifestation caused due to persistently raised
blood pressure. Computer-aided diagnosis (CAD) plays an important role in the early …

A Reference-Free Quality Enhancement Framework for Low-quality Fundus Images

Q Hou, Y Wang, L Lan, P Cao, J Yang… - … on Circuits and …, 2024 - ieeexplore.ieee.org
The progression of medical image analysis methodologies has significantly assisted fundus
clinical decision-making, such as disease diagnosis and lesion segmentation. However, low …

TSSFN: Transformer-based self-supervised fusion network for low-quality fundus image enhancement

Y Gao, W Zhang, H He, L Cao, Y Zhang… - … Signal Processing and …, 2024 - Elsevier
Fundus images are used to assist the diagnoses of ocular diseases, and a high-quality
fundus image with more details makes clinical diagnostic results more reliable. However, the …

Fundus Image Enhancement via Semi-Supervised GAN and Anatomical Structure Preservation

HT Wu, X Cao, Y Gao, K Zheng… - … on Emerging Topics …, 2023 - ieeexplore.ieee.org
The fundus image is often used in clinical diagnosis due to ease and safety of acquisition,
but the quality may be affected by environment and onsite operations. As low-quality …

A fundus image enhancer based on illumination-guided attention and optic disc perception GAN

W Zhang, Y Gao, L Cao, Y Zhang, Z Huang, B Wang - Optik, 2023 - Elsevier
High-quality fundus images are essential for ophthalmologists in clinical diagnosis of eye
diseases. For reasons such as the acquisition process and the retinal disease, most fundus …

Fundus image enhancement using visual transformation and maximum a posterior estimation

R Kumar, AK Bhandari - Biomedical Signal Processing and Control, 2023 - Elsevier
Fundus imaging is used to diagnose many common diseases in human vision. Because of
uneven brightness, blur effect, and low contrast, fundus images are not helpful for diagnosis …

A degradation-aware enhancement network with fused features for fundus images

T Hu, B Yang, W Zhang, Y Zhang, H Li - Expert Systems with Applications, 2025 - Elsevier
Lots of fundus images are not gradable for clinical diagnosis and computer-aided diagnosis
of ocular diseases due to poor quality. In order to restore fundus images from different kinds …

Enhancement method with naturalness preservation and artifact suppression based on an improved Retinex variational model for color retinal images

R Han, C Tang, M Xu, B Liang, T Wu… - Journal of the Optical …, 2022 - opg.optica.org
Retinal images are widely used for the diagnosis of various diseases. However, low-quality
retinal images with uneven illumination, low contrast, or blurring may seriously interfere with …