Deep learning for automatic volumetric segmentation of left ventricular myocardium and ischaemic scar from multi-slice late gadolinium enhancement cardiovascular magnetic resonance.
Vivek P JaniMohammad OstovanehElzbieta ChameraYoko KatoJoao A C LimaBharath Ambale VenkateshPublished in: European heart journal. Cardiovascular Imaging (2024)
We successfully trained a convolutional neural network for volumetric segmentation and analysis of LV scar burden from LGE-CMR images in a large, multinational cohort of participants with ischaemic scar.
Keyphrases
- deep learning
- convolutional neural network
- magnetic resonance
- left ventricular
- artificial intelligence
- wound healing
- machine learning
- heart failure
- contrast enhanced
- acute myocardial infarction
- coronary artery disease
- risk factors
- resistance training
- magnetic resonance imaging
- hypertrophic cardiomyopathy
- acute coronary syndrome
- transcatheter aortic valve replacement
- optical coherence tomography
- ejection fraction