Ensemble Deep Learning Derived from Transfer Learning for Classification of COVID-19 Patients on Hybrid Deep-Learning-Based Lung Segmentation: A Data Augmentation and Balancing Framework.

Arun Kumar DubeyGian Luca ChabertAlessandro CarrieroAlessio PaschePietro S C DannaSushant AgarwalLopamudra Mohanty NillmaniNeeraj SharmaSarita YadavAchin JainAshish KumarMannudeep K KalraDavid W SobelJohn R LairdInder M SinghNarpinder SinghGeorgios Tsoulfas Mostafa M Fauda Azra AlizadGeorge D KitasNarendra N KhannaKlaudija Višković Melita KukuljanMustafa Al-MainiAyman S El-BazLuca SabaJasjit S Suri

Published in: Diagnostics (Basel, Switzerland) (2023)

EDL showed superior performance to TL systems for both (a) unbalanced and unaugmented and (b) balanced and augmented datasets for both (i) seen and (ii) unseen paradigms, validating both our hypotheses.

Keyphrases

deep learning
convolutional neural network
artificial intelligence
machine learning
sars cov
big data
electronic health record
data analysis
rna seq
virtual reality