Deep generative abnormal lesion emphasization validated by nine radiologists and 1000 chest X-rays with lung nodules

• Shouhei Hanaoka ,

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft

  * E-mail: hanaokalog@gmail.com

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  https://orcid.org/0000-0002-7496-1651

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• Yukihiro Nomura,

  Roles Data curation, Funding acquisition, Software, Writing – review & editing

  Affiliations Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan, Center for Frontier Medical Engineering, Chiba University, Chiba, Japan

  https://orcid.org/0000-0001-6471-9936

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• Naoto Hayashi,

  Roles Conceptualization, Data curation, Funding acquisition, Methodology, Resources, Supervision, Writing – review & editing

  Affiliation Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Issei Sato,

  Roles Conceptualization, Formal analysis, Methodology, Writing – review & editing

  Affiliations Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan, Department of Computer Science, Graduate School of Information Science and Technology, The University of Tokyo, Bunkyo-ku, Japan

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• Soichiro Miki,

  Roles Conceptualization, Funding acquisition, Resources, Writing – review & editing

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Takeharu Yoshikawa,

  Roles Conceptualization, Data curation, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Hisaichi Shibata,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

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• Takahiro Nakao,

  Roles Conceptualization, Data curation, Methodology, Resources, Writing – review & editing

  Affiliation Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  https://orcid.org/0000-0001-9498-7501

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• Tomomi Takenaga,

  Roles Conceptualization, Data curation, Methodology, Writing – review & editing

  Affiliation Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Hiroaki Koyama,

  Roles Resources, Writing – review & editing

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Shinichi Cho,

  Roles Resources, Writing – review & editing

  Affiliation Toranomon Hospital, Minato-ku, Tokyo, Japan

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• Noriko Kanemaru,

  Roles Resources, Writing – review & editing

  Affiliation Kanto Rosai Hospital, Kawasaki City, Kanagawa Prefecture, Japan

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• Kotaro Fujimoto,

  Roles Resources, Writing – review & editing

  Affiliations Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan, Teikyo University Hospital, Itabashi-ku, Tokyo, Japan

  ⨯
• Naoya Sakamoto,

  Roles Resources, Writing – review & editing

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  ⨯
• Tomoya Nishiyama,

  Roles Resources, Writing – review & editing

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

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• Hirotaka Matsuzaki,

  Roles Data curation, Resources, Writing – review & editing

  Affiliations Center for Epidemiology and Preventive Medicine, Graduate School of Medicine, Tokyo, Bunkyo-ku, Tokyo, Japan, Department of Respiratory Medicine, Graduate School of Medicine, Tokyo, Bunkyo-ku, Tokyo, Japan

  https://orcid.org/0000-0002-8688-3005

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• Nobutake Yamamichi,

  Roles Data curation, Project administration, Supervision, Writing – review & editing

  Affiliation Center for Epidemiology and Preventive Medicine, Graduate School of Medicine, Tokyo, Bunkyo-ku, Tokyo, Japan

  ⨯
•  [ ... ],
• Osamu Abe

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Radiology and Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan

  https://orcid.org/0000-0002-1180-2629

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