Deep Learning for Automatic Volumetric Segmentation of Left Ventricular Myocardium and Ischemic Scar from Multi-Slice LGE-CMR.
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 left ventricular scar burden from LGE-CMR images in a large, multinational cohort of participants with ischemic scar.
Keyphrases
- deep learning
- convolutional neural network
- left ventricular
- artificial intelligence
- wound healing
- heart failure
- hypertrophic cardiomyopathy
- machine learning
- aortic stenosis
- acute myocardial infarction
- ischemia reperfusion injury
- cardiac resynchronization therapy
- mitral valve
- left atrial
- cerebral ischemia
- resistance training
- transcatheter aortic valve replacement
- aortic valve
- oxidative stress
- body composition
- atrial fibrillation