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Primary bone tumor detection and classification in full-field bone radiographs via YOLO deep learning model.

Jie LiSudong LiXiaoli LiSheng MiaoCheng DongChuanping GaoXuejun LiuDapeng HaoWenjian XuMingqian HuangJiufa Cui
Published in: European radiology (2022)
• YOLO DL model can automatically detect bone neoplasms from full-field radiographs in one shot and then simultaneously classify radiographs into normal, benign, intermediate, or malignant. • The dataset used in this retrospective study includes normal bone radiographs. • YOLO can detect even some challenging cases with small volumes.
Keyphrases
  • bone mineral density
  • deep learning
  • soft tissue
  • bone loss
  • bone regeneration
  • machine learning
  • postmenopausal women
  • label free
  • quantum dots