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Covid-19 detection using chest X-rays: is lung segmentation important for generalization?

PURPOSE: We evaluated the generalization capability of deep neural networks (DNNs) in the task of classifying chest X-rays as Covid-19, normal or pneumonia, when trained in a relatively small and mixed datasets. METHODS: We proposed a DNN to perform lung segmentation and classification, stacking a s...

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Detalles Bibliográficos
Autores principales: Bassi, Pedro R. A. S., Attux, Romis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9628459/
http://dx.doi.org/10.1007/s42600-022-00242-y