Classification of Cardiomyopathies from MR Cine Images Using Convolutional Neural Network with Transfer Learning.

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

https://www.ncbi.nlm.nih.gov/pubmed/34573896

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):