Does imbalance in chest X-ray datasets produce biased deep learning approaches for COVID-19 screening?

BACKGROUND: The health crisis resulting from the global COVID-19 pandemic highlighted more than ever the need for rapid, reliable and safe methods of diagnosis and monitoring of respiratory diseases. To study pulmonary involvement in detail, one of the most common resources is the use of different l...

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Detalles Bibliográficos
Autores principales: Álvarez-Rodríguez, Lorena, Moura, Joaquim de, Novo, Jorge, Ortega, Marcos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9046709/
https://www.ncbi.nlm.nih.gov/pubmed/35484483
http://dx.doi.org/10.1186/s12874-022-01578-w

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9046709/
https://www.ncbi.nlm.nih.gov/pubmed/35484483
http://dx.doi.org/10.1186/s12874-022-01578-w

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