A platform combining automatic segmentation and automatic measurement of the maxillary sinus and adjacent structures.

Journal: Clinical oral investigations
PMID:

Abstract

OBJECTIVES: To develop a platform including a deep convolutional neural network (DCNN) for automatic segmentation of the maxillary sinus (MS) and adjacent structures, and automatic algorithms for measuring 3-dimensional (3D) clinical parameters.

Authors

  • Jiawei He
    Department of Critical Care Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, China.
  • Muxi Sun
    School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, 610041, China.
  • Youtong Huo
    State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Dingming Huang
    State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Sha Leng
    State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan, 610041, China.
  • Qinghua Zheng
    Department of Computer Science and Technology, School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China.
  • Xiao Ji
    Department of Neurosurgery, The First Affiliated Hospital of Anhui Medical University, Anhui Public Health Clinical Center, Hefei, China.
  • Li Jiang
    School of Food Science and Engineering, Hefei University of Technology, Hefei, China.
  • Guanghui Liu
    School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, 610041, China. guanghuiliu@uestc.edu.cn.
  • Lan Zhang
    Mental Health Center, West China Hospital, Sichuan University, Chengdu, China.