DenseUNets with feedback non-local attention for the segmentation of specular microscopy images of the corneal endothelium with guttae
JP Vigueras-Guillén, J van Rooij, BTH van Dooren… - Scientific reports, 2022 - nature.com
Corneal guttae, which are the abnormal growth of extracellular matrix in the corneal
endothelium, are observed in specular images as black droplets that occlude the endothelial …
endothelium, are observed in specular images as black droplets that occlude the endothelial …
Corneal endothelium assessment in specular microscopy images with Fuchs' dystrophy via deep regression of signed distance maps
Specular microscopy assessment of the human corneal endothelium (CE) in Fuchs'
dystrophy is challenging due to the presence of dark image regions called guttae. This …
dystrophy is challenging due to the presence of dark image regions called guttae. This …
[HTML][HTML] Corneal endothelial image segmentation training data generation using GANs. Do experts need to annotate?
A Kucharski, A Fabijańska - Biomedical Signal Processing and Control, 2023 - Elsevier
Objective. Current solutions for corneal endothelial image segmentation use convolutional
neural networks. However, their potential is not exploited due to the scarcity of labeled …
neural networks. However, their potential is not exploited due to the scarcity of labeled …
Generative adversarial networks for cell segmentation in human corneal endothelium
Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium Page 1
Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium Kevin D …
Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium Kevin D …
An AI-based decision support system for quality control applied to the use case donor cornea
In recent years, more and more AI models and algorithms get used in previously uncharted
domains. The medical domain is one of them and already shows a significant usage of AI …
domains. The medical domain is one of them and already shows a significant usage of AI …
Problems with Deep Learning Application to Medical Data: Automatic Segmentation of Corneal Endothelium Layer
K Nurzynska - Procedia Computer Science, 2023 - Elsevier
Abstract Machine learning is treated nowadays as a Holy Grall that solves all problems.
However, it is difficult to deny a large area of application and high capabilities to deal with …
However, it is difficult to deny a large area of application and high capabilities to deal with …
Enhancing Corneal Endothelium Segmentation: A Comparison of Classification and Distance-Map Regression UNets
FJ Quintero, J Sierra, KD Mendoza… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
This paper compares two UNet-based architectures for corneal endothelium segmentation:
a classification approach (UNet-mask) and a distance-map regression approach (UNet-dm) …
a classification approach (UNet-mask) and a distance-map regression approach (UNet-dm) …
[PDF][PDF] Computerized Detection of Limbal Stem Cell Deficiency from Digital Cornea Images.
HAH Mahmoud, DS Khafga… - … Systems Science & …, 2022 - cdn.techscience.cn
Limbal Stem Cell Deficiency (LSCD) is an eye disease that can cause corneal opacity and
vascularization. In its advanced stage it can lead to a degree of visual impairment. It involves …
vascularization. In its advanced stage it can lead to a degree of visual impairment. It involves …
Deep neural networks for evaluation of specular microscopy images of the corneal endothelium with Fuchs' dystrophy
Corneal endothelium assessment is carried out via specular microscopy imaging. However,
automated image analysis often fails due to inadequate image quality conditions or the …
automated image analysis often fails due to inadequate image quality conditions or the …
Examen del endotelio corneal mediante técnicas de imagen. Relevancia en cirugías invasivas
M Estalrich Soliveres - 2021 - upcommons.upc.edu
Las células endoteliales (CE) juegan un papel crucial en la transparencia corneal al
mantenerla en un estado de relativa deshidratación. La caracterización del endotelio …
mantenerla en un estado de relativa deshidratación. La caracterización del endotelio …