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Breast cancer detection using synthetic mammograms from generative adversarial networks in convolutional neural networks

The convolutional neural network (CNN) is a promising technique to detect breast cancer based on mammograms. Training the CNN from scratch, however, requires a large amount of labeled data. Such a requirement usually is infeasible for some kinds of medical image data such as mammographic tumor image...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Guan, Shuyue, Loew, Murray
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6430964/
https://ncbi.nlm.nih.gov/pubmed/30915386
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.6.3.031411
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