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
- contrast enhanced
- heart failure
- magnetic resonance imaging
- acute myocardial infarction
- resistance training
- hypertrophic cardiomyopathy
- aortic stenosis
- mitral valve
- risk factors
- percutaneous coronary intervention