Aortic and mitral flow quantification using dynamic valve tracking and machine learning: Prospective study assessing static and dynamic plane repeatability, variability and agreement.
Julio GarciaKailey BeckieAli F HassanabadAlireza SojoudiJames A WhitePublished in: JRSM cardiovascular disease (2021)
We demonstrated that aortic and mitral hemodynamics can efficiently be quantified from 4 D flow MRI using assisted valve detection with machine learning.
Keyphrases
- aortic valve
- mitral valve
- machine learning
- aortic stenosis
- left ventricular
- transcatheter aortic valve replacement
- left atrial
- artificial intelligence
- big data
- magnetic resonance imaging
- pulmonary artery
- deep learning
- contrast enhanced
- loop mediated isothermal amplification
- aortic dissection
- heart failure
- label free
- atrial fibrillation
- coronary artery disease