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Pulmonary nodule classification in lung cancer screening with three-dimensional convolutional neural networks

A three-dimensional (3-D) convolutional neural network (CNN) trained from scratch is presented for the classification of pulmonary nodule malignancy from low-dose chest CT scans. Recent approval of lung cancer screening in the United States provides motivation for determining the likelihood of malig...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Liu, Shuang, Xie, Yiting, Jirapatnakul, Artit, Reeves, Anthony P.
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5685809/
https://ncbi.nlm.nih.gov/pubmed/29181428
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.4.4.041308
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