Hard attention net for automatic retinal vessel segmentation

D Wang, A Haytham, J Pottenburgh… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
Automated retinal vessel segmentation is among the most significant application and
research topics in ophthalmologic image analysis. Deep learning based retinal vessel …

A global and local enhanced residual u-net for accurate retinal vessel segmentation

S Lian, L Li, G Lian, X Xiao, Z Luo… - IEEE/ACM transactions …, 2019 - ieeexplore.ieee.org
Retinal vessel segmentation is a critical procedure towards the accurate visualization,
diagnosis, early treatment, and surgery planning of ocular diseases. Recent deep learning …

Residual u-net for retinal vessel segmentation

D Li, DA Dharmawan, BP Ng… - 2019 IEEE international …, 2019 - ieeexplore.ieee.org
In recent years, the influence of deep learning on retinal vessel segmentation has grown
rapidly. Most of the available deep learning based methods use relatively shallow structures …

Joint segment-level and pixel-wise losses for deep learning based retinal vessel segmentation

Z Yan, X Yang, KT Cheng - IEEE Transactions on Biomedical …, 2018 - ieeexplore.ieee.org
Objective: Deep learning based methods for retinal vessel segmentation are usually trained
based on pixel-wise losses, which treat all vessel pixels with equal importance in pixel-to …

Wave-Net: A lightweight deep network for retinal vessel segmentation from fundus images

Y Liu, J Shen, L Yang, H Yu, G Bian - Computers in Biology and Medicine, 2023 - Elsevier
Accurate segmentation of retinal vessels from fundus images is fundamental for the
diagnosis of numerous diseases of eye, and an automated vessel segmentation method can …

A three-stage deep learning model for accurate retinal vessel segmentation

Z Yan, X Yang, KT Cheng - IEEE journal of Biomedical and …, 2018 - ieeexplore.ieee.org
Automatic retinal vessel segmentation is a fundamental step in the diagnosis of eye-related
diseases, in which both thick vessels and thin vessels are important features for symptom …

Weighted res-unet for high-quality retina vessel segmentation

X Xiao, S Lian, Z Luo, S Li - 2018 9th international conference …, 2018 - ieeexplore.ieee.org
Retinal vessel segmentation is a key step towards the accurate visualization, diagnosis,
early treatment and surgery planning of ocular diseases. Recently, deep learning based …

Multi-level deep supervised networks for retinal vessel segmentation

J Mo, L Zhang - International journal of computer assisted radiology …, 2017 - Springer
Purpose Changes in the appearance of retinal blood vessels are an important indicator for
various ophthalmologic and cardiovascular diseases, including diabetes, hypertension …

Accurate retinal vessel segmentation in color fundus images via fully attention-based networks

K Li, X Qi, Y Luo, Z Yao, X Zhou… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
Automatic retinal vessel segmentation is important for the diagnosis and prevention of
ophthalmic diseases. The existing deep learning retinal vessel segmentation models always …

A data-aware deep supervised method for retinal vessel segmentation

S Mishra, DZ Chen, XS Hu - 2020 IEEE 17th international …, 2020 - ieeexplore.ieee.org
Accurate vessel segmentation in retinal images is vital for retinopathy diagnosis and
analysis. However, existence of very thin vessels in low image contrast along with …