Deep learning for deep learning performance: How much data is needed for segmentation in biomedical imaging?

• Junhyeok Lee,

  Roles Data curation, Formal analysis, Software, Visualization, Writing – original draft

  Affiliation Interdisciplinary Program in Cancer Biology, Seoul National University College of Medicine, Seoul, Republic of Korea

  https://orcid.org/0000-0001-7489-5829

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• Hyungjin Chung,

  Roles Formal analysis, Writing – review & editing

  Affiliation Kim Jaechul Graduate School of AI, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea

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• Minseok Suh,

  Roles Conceptualization, Data curation

  Affiliation Department of Nuclear Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea

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• Jeong-Hoon Lee,

  Roles Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea

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• Kyu Sung Choi

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

  * E-mail: kyuchoi86@gmail.com, ent1127@snu.ac.kr

  Affiliations Department of Radiology, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea, Healthcare AI Research Institute, Seoul National University Hospital, Seoul, Republic of Korea

  https://orcid.org/0000-0002-5175-3307

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