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Identification of Atypical Scoliosis Patterns Using X-ray Images Based on Fine-Grained Techniques in Deep Learning.

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Title: Identification of Atypical Scoliosis Patterns Using X-ray Images Based on Fine-Grained Techniques in Deep Learning.
Authors: Chen Y; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., He Z; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., Yang KG; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Qin X; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., Lau AY; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Liu Z; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., Lu N; National Key Laboratory for Novel Software Technology, Department of Computer Science and Technology, Nanjing University, Nanjing, China., Cheng JC; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Lee WY; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Chui EC; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Qiu Y; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., Liu X; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong., Chen X; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China., Zhu Z; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.
Source: Global spine journal [Global Spine J] 2026 Jan; Vol. 16 (1), pp. 501-512. Date of Electronic Publication: 2025 Jun 11.
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Country of Publication: England NLM ID: 101596156 Publication Model: Print-Electronic Cited Medium: Print ISSN: 2192-5682 (Print) Linking ISSN: 21925682 NLM ISO Abbreviation: Global Spine J Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Identification of Atypical Scoliosis Patterns Using X-ray Images Based on Fine-Grained Techniques in Deep Learning.
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  Data: <searchLink fieldCode="AU" term="%22Chen+Y%22">Chen Y</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22He+Z%22">He Z</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Yang+KG%22">Yang KG</searchLink>; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Qin+X%22">Qin X</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Lau+AY%22">Lau AY</searchLink>; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Lu+N%22">Lu N</searchLink>; National Key Laboratory for Novel Software Technology, Department of Computer Science and Technology, Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Cheng+JC%22">Cheng JC</searchLink>; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Lee+WY%22">Lee WY</searchLink>; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Chui+EC%22">Chui EC</searchLink>; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Qiu+Y%22">Qiu Y</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Department of Orthopaedics and Traumatology, The Chinese University of Hong Kong, Hong Kong.<br /><searchLink fieldCode="AU" term="%22Chen+X%22">Chen X</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Zhu+Z%22">Zhu Z</searchLink>; Division of Spine Surgery, Department of Orthopedic Surgery, Affiliated Hospital of Medical School, Nanjing University, Nanjing Drum Tower Hospital, Nanjing, China.; Joint Scoliosis Research Center of The Chinese University of Hong Kong and Nanjing University, Nanjing, China.
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  Data: <searchLink fieldCode="JN" term="%22101596156%22">Global spine journal</searchLink> [Global Spine J] 2026 Jan; Vol. 16 (1), pp. 501-512. <i>Date of Electronic Publication: </i>2025 Jun 11.
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