Deep learning-assisted diagnosis of parotid gland tumors by using contrast-enhanced CT imaging.

Journal: Oral diseases
Published Date: Dec 28, 2022

Abstract

OBJECTIVES: Imaging interpretation of the benignancy or malignancy of parotid gland tumors (PGTs) is a critical consideration prior to surgery in view of therapeutic and prognostic values of such discrimination. This study investigates the application of a deep learning-based method for preoperative stratification of PGTs.

Authors

  • Xue-Meng Shen
    The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST) & Key Laboratory of Oral Biomedicine Ministry of Education, School & Hospital of Stomatology, Wuhan University, Wuhan, China.
  • Liang Mao
    Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence Application Technology Research Institute, Shenzhen Polytechnic University, Shenzhen, China.
  • Zhi-Yi Yang
    School of Computer Science, Wuhan University, Wuhan, China.
  • Zi-Kang Chai
    The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST) & Key Laboratory of Oral Biomedicine Ministry of Education, School & Hospital of Stomatology, Wuhan University, Wuhan, China.
  • Ting-Guan Sun
    The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST) & Key Laboratory of Oral Biomedicine Ministry of Education, School & Hospital of Stomatology, Wuhan University, Wuhan, China.
  • Yongchao Xu
    From the School of Electronic Information and Communications, Huazhong University of Science and Technology, South 1st Building, Luoyu Road 1037, Wuhan 430074, China (J.Y., C.H., Y.X.); Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (M.X., O.A., J.L., T.J., X. Long); Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China (M.X., O.A., J.L., T.J., X. Long); Department of Radiology, Xin Cai People's Hospital, Xin Cai, China (Changde Li); and Huawei Technologies, Shenzhen, China (D.T., X. Liu, C.Z., Cixing Li).
  • Zhi-Jun Sun
    The State Key Laboratory Breeding Base of Basic Science of Stomatology (Hubei-MOST) & Key Laboratory of Oral Biomedicine Ministry of Education, School & Hospital of Stomatology, Wuhan University, Wuhan, China.

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