Thin-slice 2D MR Imaging of the Shoulder Joint Using Denoising Deep Learning Reconstruction Provides Higher Image Quality Than 3D MR Imaging.

Journal: Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine
Published Date:

Abstract

PURPOSE: This study was conducted to evaluate whether thin-slice 2D fat-saturated proton density-weighted images of the shoulder joint in three imaging planes combined with parallel imaging, partial Fourier technique, and denoising approach with deep learning-based reconstruction (dDLR) are more useful than 3D fat-saturated proton density multi-planar voxel images.

Authors

  • Takahide Kakigi
    Department of Diagnostic Imaging and Nuclear Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan. tkakigi@kuhp.kyoto-u.ac.jp.
  • Ryo Sakamoto
    Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, Japan.
  • Ryuzo Arai
    Department of Orthopaedic Surgery, Kyoto Katsura Hospital, Kyoto, Kyoto, Japan.
  • Akira Yamamoto
    From the Department of Diagnostic and Interventional Radiology (D.U., A.Y., T.S., S.D., A.S., Y.M.) and Department of Premier Preventive Medicine (S.F.), Osaka City University Graduate School of Medicine, 1-4-3 Asahi-machi, Abeno-ku, Osaka 545-8585, Japan; LPixel, Tokyo, Japan (M.N., A.C., Y.S.); and Department of Radiology, Osaka City University Hospital, Osaka, Japan (Y.K.).
  • Shinichi Kuriyama
    Tohoku Medical Megabank Organization (ToMMo), Tohoku University, Sendai, Miyagi, Japan. kuriyama@med.tohoku.ac.jp.
  • Yuichiro Sano
    MRI Systems Division, Canon Medical Systems Corporation, Otawara, Tochigi, Japan.
  • Rimika Imai
    MRI Systems Division, Canon Medical Systems Corporation, Otawara, Tochigi, Japan.
  • Hitomi Numamoto
    Department of Advanced Medical Imaging Research, Graduate School of Medicine, Kyoto University.
  • Kanae Kawai Miyake
    Department of Advanced Medical Imaging Research, Graduate School of Medicine, Kyoto University.
  • Tsuneo Saga
    Department of Advanced Medical Imaging Research, Graduate School of Medicine, Kyoto University.
  • Shuichi Matsuda
    Rehabilitation Unit, Kyoto University Hospital, Japan; Department of Orthopaedic Surgery, Kyoto University Graduate School of Medicine, Japan.
  • Yuji Nakamoto
    Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University.