Medical image analysis on left atrial LGE MRI for atrial fibrillation studies: A review

L Li, VA Zimmer, JA Schnabel, X Zhuang - Medical image analysis, 2022 - Elsevier
Late gadolinium enhancement magnetic resonance imaging (LGE MRI) is commonly used
to visualize and quantify left atrial (LA) scars. The position and extent of LA scars provide …

Recent advances in fibrosis and scar segmentation from cardiac MRI: a state-of-the-art review and future perspectives

Y Wu, Z Tang, B Li, D Firmin, G Yang - Frontiers in Physiology, 2021 - frontiersin.org
Segmentation of cardiac fibrosis and scars is essential for clinical diagnosis and can provide
invaluable guidance for the treatment of cardiac diseases. Late Gadolinium enhancement …

A global benchmark of algorithms for segmenting the left atrium from late gadolinium-enhanced cardiac magnetic resonance imaging

Z Xiong, Q Xia, Z Hu, N Huang, C Bian, Y Zheng… - Medical image …, 2021 - Elsevier
Segmentation of medical images, particularly late gadolinium-enhanced magnetic
resonance imaging (LGE-MRI) used for visualizing diseased atrial structures, is a crucial first …

LA-Net: A multi-task deep network for the segmentation of the left atrium

F Uslu, M Varela, G Boniface… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Although atrial fibrillation (AF) is the most common sustained atrial arrhythmia, treatment
success for this condition remains suboptimal. Information from magnetic resonance …

Few-shot learning by a cascaded framework with shape-constrained pseudo label assessment for whole heart segmentation

W Wang, Q Xia, Z Hu, Z Yan, Z Li, Y Wu… - … on Medical Imaging, 2021 - ieeexplore.ieee.org
Automatic and accurate 3D cardiac image segmentation plays a crucial role in cardiac
disease diagnosis and treatment. Even though CNN based techniques have achieved great …

AtrialJSQnet: a new framework for joint segmentation and quantification of left atrium and scars incorporating spatial and shape information

L Li, VA Zimmer, JA Schnabel, X Zhuang - Medical image analysis, 2022 - Elsevier
Left atrial (LA) and atrial scar segmentation from late gadolinium enhanced magnetic
resonance imaging (LGE MRI) is an important task in clinical practice. The automatic …

TMS-Net: A segmentation network coupled with a run-time quality control method for robust cardiac image segmentation

F Uslu, AA Bharath - Computers in Biology and Medicine, 2023 - Elsevier
Recently, deep networks have shown impressive performance for the segmentation of
cardiac Magnetic Resonance Imaging (MRI) images. However, their achievement is proving …

Attention-guided residual W-Net for supervised cardiac magnetic resonance imaging segmentation

KR Singh, A Sharma, GK Singh - Biomedical Signal Processing and Control, 2023 - Elsevier
Objective With latest developments in deep learning approaches, automated, accurate, fast,
and generalized segmentation model for left atrium, left ventricle, right ventricle, and …

Overview of the whole heart and heart chamber segmentation methods

M Habijan, D Babin, I Galić, H Leventić… - Cardiovascular …, 2020 - Springer
Background Preservation and improvement of heart and vessel health is the primary
motivation behind cardiovascular disease (CVD) research. Development of advanced …

Mini review: Deep learning for atrial segmentation from late gadolinium-enhanced MRIs

K Jamart, Z Xiong, GD Maso Talou… - Frontiers in …, 2020 - frontiersin.org
Segmentation and 3D reconstruction of the human atria is of crucial importance for precise
diagnosis and treatment of atrial fibrillation, the most common cardiac arrhythmia. However …