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Deep learning in breast cancer risk assessment: evaluation of convolutional neural networks on a clinical dataset of full-field digital mammograms

To evaluate deep learning in the assessment of breast cancer risk in which convolutional neural networks (CNNs) with transfer learning are used to extract parenchymal characteristics directly from full-field digital mammographic (FFDM) images instead of using computerized radiographic texture analys...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Li, Hui, Giger, Maryellen L., Huynh, Benjamin Q., Antropova, Natalia O.
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5596198/
https://ncbi.nlm.nih.gov/pubmed/28924576
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.4.4.041304
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