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A zero-watermark scheme for the protection of pediatric orthopedic medical images using dual-source collaborative cross-attention mechanism.

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Title: A zero-watermark scheme for the protection of pediatric orthopedic medical images using dual-source collaborative cross-attention mechanism.
Authors: Xiong Z; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China.; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China., Peng YR; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China., Zheng KZ; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China., Chen HT; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China., Chong I; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China., Zeng SD; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China., Zhao ZH; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China. zhaozhenhui1215@163.com.; Faculty of Medicine, Macau Institute for AI in Medicine, Macau University of Science and Technology, Macau, 999078, China. zhaozhenhui1215@163.com., Liang YY; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China. yyliang@must.edu.mo., Ye ZW; Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China. yezhewei@hust.edu.cn.; Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China. yezhewei@hust.edu.cn.
Source: Scientific reports [Sci Rep] 2026 Jul 02. Date of Electronic Publication: 2026 Jul 02.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A zero-watermark scheme for the protection of pediatric orthopedic medical images using dual-source collaborative cross-attention mechanism.
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  Data: <searchLink fieldCode="AU" term="%22Xiong+Z%22">Xiong Z</searchLink>; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China.; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China.<br /><searchLink fieldCode="AU" term="%22Peng+YR%22">Peng YR</searchLink>; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China.<br /><searchLink fieldCode="AU" term="%22Zheng+KZ%22">Zheng KZ</searchLink>; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China.<br /><searchLink fieldCode="AU" term="%22Chen+HT%22">Chen HT</searchLink>; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China.<br /><searchLink fieldCode="AU" term="%22Chong+I%22">Chong I</searchLink>; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China.<br /><searchLink fieldCode="AU" term="%22Zeng+SD%22">Zeng SD</searchLink>; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China.<br /><searchLink fieldCode="AU" term="%22Zhao+ZH%22">Zhao ZH</searchLink>; Department of Pediatric Orthopedics, Shenzhen Pediatrics Institute of Shantou University Medical College, Shenzhen, 518034, Guangdong, P.R. China. zhaozhenhui1215@163.com.; Faculty of Medicine, Macau Institute for AI in Medicine, Macau University of Science and Technology, Macau, 999078, China. zhaozhenhui1215@163.com.<br /><searchLink fieldCode="AU" term="%22Liang+YY%22">Liang YY</searchLink>; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, 999078, China. yyliang@must.edu.mo.<br /><searchLink fieldCode="AU" term="%22Ye+ZW%22">Ye ZW</searchLink>; Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China. yezhewei@hust.edu.cn.; Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China. yezhewei@hust.edu.cn.
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        Value: 10.1038/s41598-026-60029-4
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              M: 07
              Text: 2026 Jul 02
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