Comparative evaluation of generative artificial intelligence models for synthetic knee radiograph augmentation in clinical research.

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Title: Comparative evaluation of generative artificial intelligence models for synthetic knee radiograph augmentation in clinical research.
Authors: Chung K; Department of Orthopedic Surgery, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin, 16995, Republic of Korea., Nam JH; Clevion Co., Ltd., Seoul, 07217, Republic of Korea.; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea.; Department of Mechanical Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea., Dosset A; Clevion Co., Ltd., Seoul, 07217, Republic of Korea., Koh YG; Joint Reconstruction Center, Department of Orthopaedic Surgery, Yonsei Sarang Hospital, Seoul, 06702, Republic of Korea., Kim JM; Joint Reconstruction Center, Department of Radiology, Yonsei Sarang Hospital, Seoul, 06702, Republic of Korea., Kim PS; Department of Orthopaedic Surgery, The Bone Hospital, 67, Dongjak-daero, Dongjak-gu, Seoul, 07014, Republic of Korea., Lee JW; Department of Orthopaedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea., Park KM; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea., Kwon HM; Department of Orthopaedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea. HYUCK7777@yuhs.ac., Kang KT; Clevion Co., Ltd., Seoul, 07217, Republic of Korea. tagi1024@gmail.com.; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea. tagi1024@gmail.com.; Department of Mechanical Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea. tagi1024@gmail.com.
Source: BMC medical imaging [BMC Med Imaging] 2026 Mar 03; Vol. 26 (1). Date of Electronic Publication: 2026 Mar 03.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968553 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2342 (Electronic) Linking ISSN: 14712342 NLM ISO Abbreviation: BMC Med Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Comparative evaluation of generative artificial intelligence models for synthetic knee radiograph augmentation in clinical research.
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  Data: <searchLink fieldCode="AU" term="%22Chung+K%22">Chung K</searchLink>; Department of Orthopedic Surgery, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin, 16995, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Nam+JH%22">Nam JH</searchLink>; Clevion Co., Ltd., Seoul, 07217, Republic of Korea.; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea.; Department of Mechanical Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Dosset+A%22">Dosset A</searchLink>; Clevion Co., Ltd., Seoul, 07217, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Koh+YG%22">Koh YG</searchLink>; Joint Reconstruction Center, Department of Orthopaedic Surgery, Yonsei Sarang Hospital, Seoul, 06702, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+JM%22">Kim JM</searchLink>; Joint Reconstruction Center, Department of Radiology, Yonsei Sarang Hospital, Seoul, 06702, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+PS%22">Kim PS</searchLink>; Department of Orthopaedic Surgery, The Bone Hospital, 67, Dongjak-daero, Dongjak-gu, Seoul, 07014, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+JW%22">Lee JW</searchLink>; Department of Orthopaedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Park+KM%22">Park KM</searchLink>; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kwon+HM%22">Kwon HM</searchLink>; Department of Orthopaedic Surgery, Severance Hospital, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea. HYUCK7777@yuhs.ac.<br /><searchLink fieldCode="AU" term="%22Kang+KT%22">Kang KT</searchLink>; Clevion Co., Ltd., Seoul, 07217, Republic of Korea. tagi1024@gmail.com.; Skyve R&D LAB, Skyve Co., Ltd., Seoul, 07217, Republic of Korea. tagi1024@gmail.com.; Department of Mechanical Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea. tagi1024@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22100968553%22">BMC medical imaging</searchLink> [BMC Med Imaging] 2026 Mar 03; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Mar 03.
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        Value: 10.1186/s12880-026-02244-z
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            – D: 03
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              Text: 2026 Mar 03
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