Deep Learning-based Diagnosis and Localization of Pneumothorax on Portable Supine Chest X-ray in Intensive and Emergency Medicine: A Retrospective Study.

Journal: Journal of medical systems
Published Date:

Abstract

PURPOSE: To develop two deep learning-based systems for diagnosing and localizing pneumothorax on portable supine chest X-rays (SCXRs).

Authors

  • Chih-Hung Wang
    National Taiwan University Hospital, Department of Emergency Medicine, Taipei, Taiwan.
  • Tzuching Lin
    Institute of Applied Mathematical Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei, 106, Taiwan.
  • Guanru Chen
    Institute of Applied Mathematical Sciences, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei, 106, Taiwan.
  • Meng-Rui Lee
    Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan leemr@ntu.edu.tw kuopc@cs.nthu.edu.tw.
  • Joyce Tay
    Department of Emergency Medicine, National Taiwan University Hospital, Taipei, Taiwan.
  • Cheng-Yi Wu
    Department of Emergency Medicine, National Taiwan University Hospital, Taipei, Taiwan.
  • Meng-Che Wu
    Department of Emergency Medicine, National Taiwan University Hospital, Taipei, Taiwan.
  • Holger R Roth
  • Dong Yang
    College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology Xi'an 710021 China yangdong@sust.edu.cn.
  • Can Zhao
    Ethnic Medical School, Chengdu University of Traditional Chinese Medicine, Chengdu 611131, China.
  • Weichung Wang
    Graduate Program of Data Science, National Taiwan University and Academia Sinica, Taipei, Taiwan.
  • Chien-Hua Huang
    Department of Emergency Medicine, National Taiwan University, 100 Taipei, Taiwan.