ArticleDiagnostics (Basel, Switzerland)2025
Exploration of 3D Few-Shot Learning Techniques for Classification of Knee Joint Injuries on MR Images.
Vinh Hiep Dang, Minh Tri Nguyen, Ngoc Hoang Le, Thuan Phat Nguyen, Quoc-Viet Tran, Tan Ha Mai, Vu Pham Thao Vy, Truong Nguyen Khanh Hung, Ching-Yu Lee, Ching-Li Tseng and 2 more
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In one paragraphArticle in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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12 authors.
Vinh Hiep DangDepartment of Radiology, Pham Ngoc Thach University of Medicine, Ho Chi Minh City 740500, Vietnam.
Minh Tri NguyenGraduate Institute of Data Science, College of Management, Taipei Medical University, New Taipei City 23561, Taiwan.
Ngoc Hoang LeGraduate Institute of Biomedical Materials and Tissue Engineering, College of Biomedical Engineering, Taipei Medical University, New Taipei City 23561, Taiwan.ORCID 0000-0003-4778-3527 Thuan Phat NguyenGraduate Institute of Data Science, College of Management, Taipei Medical University, New Taipei City 23561, Taiwan.
Quoc-Viet TranResearch Center of Data Science on Healthcare Industry, College of Management, Taipei Medical University, New Taipei City 23561, Taiwan.ORCID 0000-0002-5074-0635 Tan Ha MaiDepartment of Computer Science and Information Engineering, National Taiwan University, Taipei 10617, Taiwan.
Vu Pham Thao VyInternational Ph.D. Program in Medicine, College of Medicine, Taipei Medical University, Taipei 110301, Taiwan.ORCID 0000-0002-1832-7998 Truong Nguyen Khanh HungDepartment of Orthopedic and Trauma, Cho Ray Hospital, Ho Chi Minh City 700000, Vietnam.ORCID 0000-0002-6244-0883 Ching-Yu LeeDepartment of Orthopedics, Taipei Medical University Hospital, Taipei 110301, Taiwan.
Ching-Li TsengGraduate Institute of Biomedical Materials and Tissue Engineering, College of Biomedical Engineering, Taipei Medical University, New Taipei City 23561, Taiwan.ORCID 0000-0001-9446-4030 Nguyen Quoc Khanh LeIn-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei 110301, Taiwan.ORCID 0000-0003-4896-7926 Phung-Anh NguyenGraduate Institute of Data Science, College of Management, Taipei Medical University, New Taipei City 23561, Taiwan.
Funding
Taipei Medical University TMU113-AE1-B06
6 · The paper itselfAbstract
Accurate diagnosis of knee joint injuries from magnetic resonance (MR) images is critical for patient care.
Indexed as
deep learning (DL)few-shot learningGeneralized End-to-End (GE2E) lossknee injuriesMR images
Identifiers
PMID40722557
PMCPMC12293373
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