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 …

Integrating Deep Learning in Cardiology: A Comprehensive Review of Atrial Fibrillation, Left Atrial Scar Segmentation, and the Frontiers of State-of-the-Art Techniques

M Gunawardhana, A Kulathilaka, J Zhao - arxiv preprint arxiv:2407.09561, 2024 - arxiv.org
Atrial fibrillation (AFib) is the prominent cardiac arrhythmia in the world. It affects mostly the
elderly population, with potential consequences such as stroke and heart failure in the …

How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation

M Gunawardhana, F Xu, J Zhao - arxiv preprint arxiv:2408.06358, 2024 - arxiv.org
Cardiac segmentation is a critical task in medical imaging, essential for detailed analysis of
heart structures, which is crucial for diagnosing and treating various cardiovascular …