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A deep convolutional neural network for COVID-19 detection using chest X-rays

PURPOSE: We present image classifiers based on Dense Convolutional Networks and transfer learning to classify chest X-ray images according to three labels: COVID-19, pneumonia, and normal. METHODS: We fine-tuned neural networks pretrained on ImageNet and applied a twice transfer learning approach, u...

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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 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8017520/
http://dx.doi.org/10.1007/s42600-021-00132-9