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Checklist for responsible deep learning modeling of medical images based on COVID-19 detection studies

The sudden outbreak and uncontrolled spread of COVID-19 disease is one of the most important global problems today. In a short period of time, it has led to the development of many deep neural network models for COVID-19 detection with modules for explainability. In this work, we carry out a systema...

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Detalles Bibliográficos
Autores principales: Hryniewska, Weronika, Bombiński, Przemysław, Szatkowski, Patryk, Tomaszewska, Paulina, Przelaskowski, Artur, Biecek, Przemysław
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Author(s). Published by Elsevier Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8139442/
https://www.ncbi.nlm.nih.gov/pubmed/34054148
http://dx.doi.org/10.1016/j.patcog.2021.108035