[HTML][HTML] Anatomy-aided deep learning for medical image segmentation: a review

L Liu, JM Wolterink, C Brune… - Physics in Medicine & …, 2021 - iopscience.iop.org
Deep learning (DL) has become widely used for medical image segmentation in recent
years. However, despite these advances, there are still problems for which DL-based …

KCB-Net: A 3D knee cartilage and bone segmentation network via sparse annotation

Y Peng, H Zheng, P Liang, L Zhang, F Zaman… - Medical image …, 2022 - Elsevier
Knee cartilage and bone segmentation is critical for physicians to analyze and diagnose
articular damage and knee osteoarthritis (OA). Deep learning (DL) methods for medical …

Simultaneous alignment and surface regression using hybrid 2D–3D networks for 3D coherent layer segmentation of retinal OCT images with full and sparse …

H Liu, D Wei, D Lu, X Tang, L Wang, Y Zheng - Medical Image Analysis, 2024 - Elsevier
Layer segmentation is important to quantitative analysis of retinal optical coherence
tomography (OCT). Recently, deep learning based methods have been developed to …

Facing annotation redundancy: Oct layer segmentation with only 10 annotated pixels per layer

Y Xu, X Xu, H Fu, M Wang, RSM Goh, Y Liu - MICCAI Workshop on …, 2022 - Springer
The retinal layer segmentation from OCT images is a fundamental and important task in the
diagnosis and monitoring of eye-related diseases. The quest for improved accuracy is …

[PDF][PDF] Retinal OCT image analysis using deep learning

Y He - 2021 - jscholarship.library.jhu.edu
Optical coherence tomography (OCT) is a noninvasive imaging modality which uses low-
coherence light waves to take cross-sectional images of optical scattering media. OCT has …

Automated macular OCT retinal surface segmentation in cases of severe glaucoma using deep learning

H Xie, JK Wang, RH Kardon… - Medical Imaging 2022 …, 2022 - spiedigitallibrary.org
Glaucoma is one of the leading causes of permanent blindness due to optic nerve damage.
Optical coherence tomography (OCT) has become an important clinical tool for assessing …

Segmentation of retinal structures in optical coherent tomography images

M Melinščak - 2022 - repozitorij.fer.unizg.hr
Optical coherence tomography (OCT) images of the retina provide a structural
representation and give an insight into the pathological changes present in age-related …