Convolutional neural networks combined with classification algorithms for the diagnosis of periodontitis.

Journal: Oral radiology
PMID: 38393548

Abstract

OBJECTIVES: We aim to develop a deep learning model based on a convolutional neural network (CNN) combined with a classification algorithm (CA) to assist dentists in quickly and accurately diagnosing the stage of periodontitis.

Authors

  • Fang Dai
    College of Science, Xi'an University of Technology, Xi'an, China.
  • Qiangdong Liu
    Center of Stomatology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No.1, Minde Road, Nanchang, 330000, Jiangxi, China.
  • Yuchen Guo
    Institute for Brain and Cognitive Sciences, Tsinghua University, Beijing, China.
  • Ruixiang Xie
    School of Life Sciences, Nanchang University, Nanchang, China.
  • Jingting Wu
    Center of Stomatology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No.1, Minde Road, Nanchang, 330000, Jiangxi, China.
  • Tian Deng
    Center of Stomatology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No.1, Minde Road, Nanchang, 330000, Jiangxi, China.
  • Hongbiao Zhu
    Center of Stomatology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No.1, Minde Road, Nanchang, 330000, Jiangxi, China.
  • Libin Deng
    Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, P.R. China.
  • Li Song
    Department of Obstetrics and Gynecology Qilu Hospital Cheeloo College of Medicine Shandong University Jinan Shandong China.

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