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Performance of a Deep Neural Network Algorithm Based on a Small Medical Image Dataset: Incremental Impact of 3D-to-2D Reformation Combined with Novel Data Augmentation, Photometric Conversion, or Transfer Learning.
Gupta, Vikash; Demirer, Mutlu; Bigelow, Matthew; Little, Kevin J; Candemir, Sema; Prevedello, Luciano M; White, Richard D; O'Donnell, Thomas P; Wels, Michael; Erdal, Barbaros S.
Afiliação
  • Gupta V; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • Demirer M; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • Bigelow M; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • Little KJ; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • Candemir S; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • Prevedello LM; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • White RD; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA.
  • O'Donnell TP; Siemens Healthineers, Malvern, PA, USA.
  • Wels M; Siemens Healthineers, Erlangen, Germany.
  • Erdal BS; Laboratory for Augmented Intelligence in Imaging-Division of Medical Imaging Informatics, Department of Radiology, Ohio State University College of Medicine, 395 West 12th Avenue, Columbus, OH, 43210, USA. barbaros.erdal@osumc.edu.
J Digit Imaging ; 33(2): 431-438, 2020 04.
Article em En | MEDLINE | ID: mdl-31625028
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Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Algoritmos / Redes Neurais de Computação Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Revista: J Digit Imaging Assunto da revista: DIAGNOSTICO POR IMAGEM / INFORMATICA MEDICA / RADIOLOGIA Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Estados Unidos
Texto completo
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Texto completo: 1 Bases de dados: MEDLINE Assunto principal: Algoritmos / Redes Neurais de Computação Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Revista: J Digit Imaging Assunto da revista: DIAGNOSTICO POR IMAGEM / INFORMATICA MEDICA / RADIOLOGIA Ano de publicação: 2020 Tipo de documento: Article País de afiliação: Estados Unidos