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

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

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. M...

Full description

Bibliographic Details
Main Authors: Philippe Germain, Armine Vardazaryan, Nicolas Padoy, Aissam Labani, Catherine Roy, Thomas Hellmut Schindler, Soraya El Ghannudi
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Diagnostics
Subjects:
cardiomyopathy
deep learning
transfer learning
convolutional neural network
Grad-CAM
Online Access:https://www.mdpi.com/2075-4418/11/9/1554

Internet

https://www.mdpi.com/2075-4418/11/9/1554

Similar Items