Deep learning-based osteochondritis dissecans detection in ultrasound images with humeral capitellum localization.

Journal: International journal of computer assisted radiology and surgery
PMID:

Abstract

PURPOSE: Osteochondritis dissecans (OCD) of the humeral capitellum is a common cause of elbow disorders, particularly among young throwing athletes. Conservative treatment is the preferred treatment for managing OCD, and early intervention significantly influences the possibility of complete disease resolution. The purpose of this study is to develop a deep learning-based classification model in ultrasound images for computer-aided diagnosis.

Authors

  • Kenta Sasaki
    Graduate School of Engineering, University of Hyogo, Himeji, Hyogo, Japan.
  • Daisuke Fujita
    Department of Obstetrics and Gynecology, Osaka Medical College, Takatsuki, Japan.
  • Kenta Takatsuji
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Yoshihiro Kotoura
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Masataka Minami
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Yusuke Kobayashi
    Department of Obstetrics and Gynecology, Keio University School of Medicine, Tokyo, Japan.
  • Tsuyoshi Sukenari
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Yoshikazu Kida
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Kenji Takahashi
    Department of Orthopaedics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Syoji Kobashi
    Graduate School of Engineering, University of Hyogo, 2167 Shosha, Himeji, Hyogo, 671-2280, Japan.