Classification of Cardiomyopathies from MR Cine Images Using Convolutional Neural Network with Transfer Learning.
Fiche publication
Date publication
août 2021
Journal
Diagnostics (Basel, Switzerland)
Auteurs
Membres identifiés du Cancéropôle Est :
Pr ROY Catherine
Tous les auteurs :
Germain P, Vardazaryan A, Padoy N, Labani A, Roy C, Schindler TH, El Ghannudi S
Lien Pubmed
Résumé
The automatic classification of various types of cardiomyopathies is desirable but has never been performed using a convolutional neural network (CNN). The purpose of this study was to evaluate currently available CNN models to classify cine magnetic resonance (cine-MR) images of cardiomyopathies.
Mots clés
Grad-CAM, cardiomyopathy, convolutional neural network, deep learning, transfer learning
Référence
Diagnostics (Basel). 2021 Aug 27;11(9):