A Feasibility Study on Deep Learning Reconstruction to Improve Image Quality With PROPELLER Acquisition in the Setting of T2-Weighted Gynecologic Pelvic Magnetic Resonance Imaging.

Journal: Journal of computer assisted tomography
Published Date:

Abstract

OBJECTIVES: Evaluate deep learning (DL) to improve the image quality of the PROPELLER (Periodically Rotated Overlapping Parallel Lines with Enhanced Reconstruction technique) for 3 T magnetic resonance imaging of the female pelvis.

Authors

  • Mohammed Saleh
    Sheffield Hallam University, Sheffield, UK.
  • Mayur Virarkar
    Department of Diagnostic Radiology, University of Florida College of Medicine, Jacksonville, FL.
  • Sanaz Javadi
    Department of Abdominal Imaging, University of Texas MD Anderson Cancer Center, 1400 Pressler St, Unit 1473, Houston, TX 77030-4009.
  • Manoj Mathew
    Department of Radiology, Stanford University, Stanford, CA.
  • Sai Swarupa Reddy Vulasala
    Department of Internal Medicine, East Carolina University Health Medical Center, Greenville, NC.
  • Jong Bum Son
    From the Department of Imaging Physics (Z.Z., J.W.S., J.B.S., J.M.), Medical Physics Graduate Program, UTHealth Graduate School of Biomedical Sciences (J.W.S.), Department of Diagnostic Radiology (J.M.J., M.K.G., M.M.C.), Department of Radiation Physics (T.M.B.), Department of Radiation Oncology (Y.W., J.L.), and Department of Cancer Systems Imaging (M.D.P.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030.
  • Jia Sun
    State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, Hubei 430079, China.
  • Ersin Bayram
    MR Clinical Solutions and Research Collaborations, GE Healthcare, Houston, TX, USA.
  • Xinzeng Wang
    MR Clinical Solutions and Research Collaborations, GE Healthcare, Houston, TX, USA.
  • Jingfei Ma
    Department of Imaging Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA.
  • Janio Szklaruk
    Department of Abdominal Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA, 1515 Holcombe Blvd., Houston, TX, USA. JSzklaru@mdanderson.org.
  • Priya Bhosale
    Department of Abdominal Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA, 1515 Holcombe Blvd., Houston, TX, USA.