Endoscopic Diagnosis of Eosinophilic Esophagitis Using a Multi-Task U-Net: A Pilot Study.

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Title: Endoscopic Diagnosis of Eosinophilic Esophagitis Using a Multi-Task U-Net: A Pilot Study.
Authors: Kim GH; Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea., Park J; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Park S; CHA University School of Medicine, Seongnam, Korea., Hwang J; Department of Medical IT Engineering, College of Medical Sciences, Soonchunhyang University, Cheonan, Korea., Lim J; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Park K; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Ji S; Division of Geriatrics, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Park K; Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University College of Medicine, Seoul, Korea., Seo JY; Department of Internal Medicine, Bundang Jesaeng General Hospital, Seongnam, Korea., Noh JH; Department of Internal Medicine, Hallym University College of Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea., Ahn JY; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Byeon JS; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea., Kim DH; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea. dohoon.md@gmail.com., Kim N; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea. namkugkim@gmail.com.
Source: Yonsei medical journal [Yonsei Med J] 2026 Feb; Vol. 67 (2), pp. 112-121.
Publication Type: Journal Article
Journal Info: Publisher: Yonsei University Country of Publication: Korea (South) NLM ID: 0414003 Publication Model: Print Cited Medium: Internet ISSN: 1976-2437 (Electronic) Linking ISSN: 05135796 NLM ISO Abbreviation: Yonsei Med J Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Kim+GH%22">Kim GH</searchLink>; Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Park+J%22">Park J</searchLink>; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Park+S%22">Park S</searchLink>; CHA University School of Medicine, Seongnam, Korea.<br /><searchLink fieldCode="AU" term="%22Hwang+J%22">Hwang J</searchLink>; Department of Medical IT Engineering, College of Medical Sciences, Soonchunhyang University, Cheonan, Korea.<br /><searchLink fieldCode="AU" term="%22Lim+J%22">Lim J</searchLink>; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Park+K%22">Park K</searchLink>; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Ji+S%22">Ji S</searchLink>; Division of Geriatrics, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Park+K%22">Park K</searchLink>; Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University College of Medicine, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Seo+JY%22">Seo JY</searchLink>; Department of Internal Medicine, Bundang Jesaeng General Hospital, Seongnam, Korea.<br /><searchLink fieldCode="AU" term="%22Noh+JH%22">Noh JH</searchLink>; Department of Internal Medicine, Hallym University College of Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea.<br /><searchLink fieldCode="AU" term="%22Ahn+JY%22">Ahn JY</searchLink>; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Byeon+JS%22">Byeon JS</searchLink>; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.<br /><searchLink fieldCode="AU" term="%22Kim+DH%22">Kim DH</searchLink>; Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea. dohoon.md@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+N%22">Kim N</searchLink>; Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea.; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea. namkugkim@gmail.com.
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