nnU-Net-based high-resolution CT features quantification for interstitial lung diseases.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: To develop a new high-resolution (HR)CT abnormalities quantification tool (CVILDES) for interstitial lung diseases (ILDs) based on the nnU-Net network structure and to determine whether the quantitative parameters derived from this new software could offer a reliable and precise assessment in a clinical setting that is in line with expert visual evaluation.

Authors

  • Qiuxi Lin
    Department of Radiology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.
  • Ziyi Zhang
    College of Computer and Data Science/College of Software, Fuzhou University, Fujian, China.
  • Xirui Xiong
    School of Software, Shanghai Jiao Tong University, Shanghai, China.
  • Xilai Chen
    Department of Radiology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.
  • Ting Ma
    Department of Electronic and Information Engineering, Harbin Institute of Technology Shenzhen Graduate School, Shenzhen, China.
  • Yibin Chen
    School of Software, Shanghai Jiao Tong University, Shanghai, China.
  • Ting Li
    Institute of Biomedical Engineering, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
  • Zhenchu Long
    Department of Radiology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.
  • Qun Luo
    Department of Blood Transfusion, 307 Hospital of Chinese People's Liberation Army, Beijing, China.
  • Yan Sun
    Department of Biochemistry, Albert Einstein College of Medicine, New York, NY, United States.
  • Lihong Jiang
    Heilongjiang Key Laboratory for Laboratory Animals and Comparative Medicine, College of Veterinary Medicine, Northeast Agricultural University, Harbin 150030, China.
  • Wei He
    Department of Orthopaedics Surgery, First Affiliated Hospital of Guangzhou University of Traditional Chinese Medicine, Guangzhou, China.
  • Yu Deng
    National Engineering Research Center for Cereal Fermentation and Food Biomanufacturing, Jiangnan University, 1800 Lihu Road, Wuxi, Jiangsu 214122, People's Republic of China.

Keywords

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