Enhancing Multi-Object Detection in Ultrasound Images Through Semi-Supervised Learning, Focal Loss and Relation of Frame.

Journal: Ultrasound in medicine & biology
PMID: 39307679

Abstract

OBJECTIVE: To identify musculoskeletal anatomical structures in real time by using deep learning techniques.

Authors

  • Hsin-Yuan Chu
    Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
  • Chueh-Hung Wu
    Department of Physical Medicine and Rehabilitation, National Taiwan University Hospital, Taipei, Taiwan; College of Medicine, National Taiwan University, Taipei, Taiwan.
  • Ping-Xuan Chen
    Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
  • Hao-Yu Hung
    Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
  • Jyun-Ping Kao
    Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
  • Chung-Ping Chen
    Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
  • Wen-Shiang Chen

Keywords

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