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Digital mammographic tumor classification using transfer learning from deep convolutional neural networks

Convolutional neural networks (CNNs) show potential for computer-aided diagnosis (CADx) by learning features directly from the image data instead of using analytically extracted features. However, CNNs are difficult to train from scratch for medical images due to small sample sizes and variations in...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Huynh, Benjamin Q., Li, Hui, Giger, Maryellen L.
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4992049/
https://ncbi.nlm.nih.gov/pubmed/27610399
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.3.3.034501
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