Quality of T2-weighted MRI re-acquisition versus deep learning GAN image reconstruction: A multi-reader study.

Journal: European journal of radiology
Published Date:

Abstract

PURPOSE: To evaluate CycleGAN's ability to enhance T2-weighted image (T2WI) quality.

Authors

  • Mason J Belue
    Medical Research Scholars Program Fellow, Artificial Intelligence Resource, Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, Bethesda, Maryland.
  • Stephanie A Harmon
    Clinical Research Directorate, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, Maryland, USA.
  • Samira Masoudi
    Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Tristan Barrett
    Department of Radiology, University of Cambridge, Cambridge, UK.
  • Yan Mee Law
    Department of Diagnostic Radiology, Singapore General Hospital, Singapore.
  • Andrei S Purysko
    Department of Radiology, Cleveland Clinic, Cleveland, OH.
  • Valeria Panebianco
    Department of Radiological Sciences, Oncology and Pathology, Sapienza/Policlinico Umberto I, Rome, Italy.
  • Enis C Yilmaz
    Molecular Imaging Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Yue Lin
    Institute of Applied Remote Sensing and Information Technology, College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310058, China.
  • Pavan Kumar Jadda
    Center for Information Technology, National Institutes of Health, Bethesda, MD, USA.
  • Sitarama Raavi
    Center for Information Technology, National Institutes of Health, Bethesda, MD, USA.
  • Bradford J Wood
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Peter A Pinto
    Urologic Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Peter L Choyke
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Baris Turkbey
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.