Automated detection of early-stage osteonecrosis of the femoral head in adult using YOLOv10: Multi-institutional validation.

Journal: European journal of radiology
PMID:

Abstract

OBJECTIVES: To develop a deep learning model based on the You Only Look Once version 10 (YOLOv10) for detecting early-stage ONFH in adult using radiographs.

Authors

  • Rongxin Chai
    Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao 266000, Shandong, China.
  • Na Tian
    College of Automation and Electronic Engineering, Qingdao University of Science and Technology, Qingdao Shandong 266061, China.
  • Guangyao Wan
    Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao 266000, Shandong, China.
  • Song Liu
    Key Laboratory of Experimental Marine Biology, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266071, China.
  • Jinfeng Zhan
    Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao 266000, Shandong, China.
  • Xirui Li
    Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao 266000, Shandong, China.
  • Haicheng Bian
    Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao 266000, Shandong, China.
  • Chuanping Gao
    Department of Radiology, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China.
  • Xiaona Xia
    Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao 266011, Shandong, China.
  • Dezhi Wang
    College of Meteorology and Oceanography, National University of Defense Technology, Changsha, People's Republic of Chinakelele.xu@gmail.com, zhuboqing09@nudt.edu.cn, q.kong@surrey.ac,uk, mihaibo23@nudt.edu.cn, dingbo@nudt.edu.cn, wang_dezhi@hotmail.com, wanghuaimin22@nudt.edu.cn.
  • Dapeng Hao
    Department of Radiology, The Affiliated Hospital of Qingdao University, Shinan Jiangsu 16 Rd, Qingdao, Shandong 266003, China.
  • Chuanli Zhou
    Department of Spine Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Jiufa Cui
    Department of Radiology, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China. cuijiufa@qdu.edu.cn.