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The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective

Chest X-ray imaging technology used for the early detection and screening of COVID-19 pneumonia is both accessible worldwide and affordable compared to other non-invasive technologies. Additionally, deep learning methods have recently shown remarkable results in detecting COVID-19 on chest X-rays, m...

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Detalles Bibliográficos
Autores principales: Elgendi, Mohamed, Nasir, Muhammad Umer, Tang, Qunfeng, Smith, David, Grenier, John-Paul, Batte, Catherine, Spieler, Bradley, Leslie, William Donald, Menon, Carlo, Fletcher, Richard Ribbon, Howard, Newton, Ward, Rabab, Parker, William, Nicolaou, Savvas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7956964/
https://www.ncbi.nlm.nih.gov/pubmed/33732718
http://dx.doi.org/10.3389/fmed.2021.629134