Modified GAN Augmentation Algorithms for the MRI-Classification of Myocardial Scar Tissue in Ischemic Cardiomyopathy

Modified GAN Augmentation Algorithms for the MRI-Classification of Myocardial Scar Tissue in Ischemic Cardiomyopathy

Contrast-enhanced cardiac magnetic resonance imaging (MRI) is routinely used to determine myocardial scar burden and make therapeutic decisions for coronary revascularization. Currently, there are no optimized deep-learning algorithms for the automated classification of scarred vs. normal myocardium...

Full description

Bibliographic Details
Main Authors: Umesh C. Sharma, Kanhao Zhao, Kyle Mentkowski, Swati D. Sonkawade, Badri Karthikeyan, Jennifer K. Lang, Leslie Ying
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Cardiovascular Medicine
Subjects:
cardiac MRI
generative adversarial networks
data augmentation
myocardial scarring
deep learning
Online Access:https://www.frontiersin.org/articles/10.3389/fcvm.2021.726943/full

Internet

https://www.frontiersin.org/articles/10.3389/fcvm.2021.726943/full

Similar Items