Identifying tumor in pancreatic neuroendocrine neoplasms from Ki67 images using transfer learning

• Muhammad Khalid Khan Niazi ,

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: khalid.niazi@gmail.com

  Affiliation Center for Biomedical Informatics, Wake Forest School of Medicine, Winston Salem, NC, United States of America

  http://orcid.org/0000-0002-1278-7512

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• Thomas Erol Tavolara ,

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Center for Biomedical Informatics, Wake Forest School of Medicine, Winston Salem, NC, United States of America

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• Vidya Arole ,

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Data curation, Formal analysis, Investigation, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Biomedical Informatics, The Ohio State University, Columbus, OH, United States of America

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• Douglas J. Hartman ,

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Conceptualization, Writing – review & editing

  Affiliation Department of Pathology, University of Pittsburgh, Pittsburgh, PA, United States of America

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• Liron Pantanowitz ,

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Writing – review & editing

  Affiliation Department of Pathology, University of Pittsburgh, Pittsburgh, PA, United States of America

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• Metin N. Gurcan

  Contributed equally to this work with: Muhammad Khalid Khan Niazi, Thomas Erol Tavolara, Vidya Arole, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan

  Roles Conceptualization, Formal analysis, Funding acquisition, Writing – original draft, Writing – review & editing

  Affiliation Center for Biomedical Informatics, Wake Forest School of Medicine, Winston Salem, NC, United States of America

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