High Accuracy of Convolutional Neural Network for Evaluation of Helicobacter pylori Infection Based on Endoscopic Images: Preliminary Experience.

Journal: Clinical and translational gastroenterology
PMID:

Abstract

OBJECTIVES: Application of artificial intelligence in gastrointestinal endoscopy is increasing. The aim of the study was to examine the accuracy of convolutional neural network (CNN) using endoscopic images for evaluating Helicobacter pylori (H. pylori) infection.

Authors

  • Wenfang Zheng
    Department of Gastroenterology, Sir Run Run Shaw Hospital, Medical School, Zhejiang University, Hangzhou, China.
  • Xu Zhang
    China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100021, China.
  • John J Kim
    Department of Gastroenterology, Sir Run Run Shaw Hospital, Medical School, Zhejiang University, Hangzhou, China.
  • Xinjian Zhu
    Department of Gastroenterology, Shaoxing Shangyu People's Hospital and Shangyu Hospital of the Second Affiliated Hospital, Medical School, Zhejiang University, Shaoxing, China.
  • Guoliang Ye
    Department of Gastroenterology, Affiliated Hospital, Medical School, Ningbo University, Ningbo, China.
  • Bin Ye
    Department of Integrative Genomics, Tohoku Medical Megabank Organization, Tohoku University, 2-1, Seiryo-machi, Aoba-ku, Sendai, Miyagi, 980-8573, Japan.
  • Jianping Wang
    Department of Computer Science, City University of Hong Kong, 83 Tat Chee Ave, Kowloon Tong, Hong Kong, China. jianwang@cityu.edu.hk.
  • Songlin Luo
    Department of Gastroenterology, Shangyu Hospital of Traditional Chinese Medicine, Shaoxing, China.
  • Jingjing Li
    Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan, 430074, China.
  • Tao Yu
    Department of Smart Experience Design Kookmin University, Seoul 02707, Republic of Korea.
  • Jiquan Liu
  • Weiling Hu
    Institute of Gastroenterology, Zhejiang University, Hangzhou, China.
  • Jianmin Si
    Institute of Gastroenterology, Zhejiang University, Hangzhou, China.