Retinal vessel segmentation via a Multi-resolution Contextual Network and adversarial learning

TM Khan, SS Naqvi, A Robles-Kelly, I Razzak - Neural Networks, 2023 - Elsevier
Timely and affordable computer-aided diagnosis of retinal diseases is pivotal in precluding
blindness. Accurate retinal vessel segmentation plays an important role in disease …

An evolutionary U-shaped network for retinal vessel segmentation using binary teaching–learning-based optimization

C Rajesh, R Sadam, S Kumar - Biomedical Signal Processing and Control, 2023 - Elsevier
Abstract In medical imaging, Retinal Vessel Segmentation (RVS) plays a significant role in
finding the pathological changes in retinal blood vessels that can be used to detect various …

LUVS-Net: A Lightweight U-Net Vessel Segmentor for Retinal Vasculature Detection in Fundus Images

MT Islam, HA Khan, K Naveed, A Nauman, SM Gulfam… - Electronics, 2023 - mdpi.com
This paper presents LUVS-Net, which is a lightweight convolutional network for retinal
vessel segmentation in fundus images that is designed for resource-constrained devices …

Deep learning approach for differentiating etiologies of pediatric retinal hemorrhages: a multicenter study

P Khosravi, NA Huck, K Shahraki, SC Hunter… - International Journal of …, 2023 - mdpi.com
Retinal hemorrhages in pediatric patients can be a diagnostic challenge for
ophthalmologists. These hemorrhages can occur due to various underlying etiologies …

On the optimal combination of cross-entropy and soft dice losses for lesion segmentation with out-of-distribution robustness

A Galdran, G Carneiro, MAG Ballester - Diabetic Foot Ulcers Grand …, 2022 - Springer
We study the impact of different loss functions on lesion segmentation from medical images.
Although the Cross-Entropy (CE) loss is the most popular option when dealing with natural …

[HTML][HTML] Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning

J Morano, ÁS Hervella, J Rouco, J Novo… - Computer Methods and …, 2023 - Elsevier
Abstract Background and Objectives Age-related macular degeneration (AMD) is a
degenerative disorder affecting the macula, a key area of the retina for visual acuity …

The reta benchmark for retinal vascular tree analysis

X Lyu, L Cheng, S Zhang - Scientific Data, 2022 - nature.com
Topological and geometrical analysis of retinal blood vessels could be a cost-effective way
to detect various common diseases. Automated vessel segmentation and vascular tree …

LUNet: deep learning for the segmentation of arterioles and venules in high resolution fundus images

J Fhima, J Van Eijgen… - Physiological …, 2024 - iopscience.iop.org
Objective. This study aims to automate the segmentation of retinal arterioles and venules
(A/V) from digital fundus images (DFI), as changes in the spatial distribution of retinal …

[HTML][HTML] Diabetic foot ulcers segmentation challenge report: Benchmark and analysis

MH Yap, B Cassidy, M Byra, T Liao, H Yi… - Medical Image …, 2024 - Elsevier
Monitoring the healing progress of diabetic foot ulcers is a challenging process. Accurate
segmentation of foot ulcers can help podiatrists to quantitatively measure the size of wound …

CF-Loss: Clinically-relevant feature optimised loss function for retinal multi-class vessel segmentation and vascular feature measurement

Y Zhou, MC Xu, Y Hu, SB Blumberg, A Zhao… - Medical Image …, 2024 - Elsevier
Characterising clinically-relevant vascular features, such as vessel density and fractal
dimension, can benefit biomarker discovery and disease diagnosis for both ophthalmic and …