Image quality and radiologists' subjective acceptance using model-based iterative and deep learning reconstructions as adjuncts to ultrahigh-resolution CT in low-dose contrast-enhanced abdominopelvic CT: phantom and clinical pilot studies.

Journal: Abdominal radiology (New York)
Published Date:

Abstract

PURPOSE: In contrast-enhanced abdominopelvic CT (CE-APCT) for oncologic follow-up, ultrahigh-resolution CT (UHRCT) may improve depiction of fine lesions and low-dose scans are desirable for minimizing the potential adverse effects by ionizing radiation. We compared image quality and radiologists' acceptance of model-based iterative (MBIR) and deep learning (DLR) reconstructions of low-dose CE-APCT by UHRCT.

Authors

  • Makiko Nishikawa
    Department of Radiology, Faculty of Medicine, Kyorin University, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Haruhiko Machida
    Department of Radiology, Kyorin University School of Medicine, Tokyo, Japan.
  • Yuta Shimizu
    Department of Radiology, Kyorin University School of Medicine, Tokyo, Japan.
  • Toshiya Kariyasu
    Department of Radiology, Kyorin University School of Medicine, Tokyo, Japan.
  • Hiroyuki Morisaka
    Department of Radiology, University of Yamanashi, 1110 Shimokato, Chuo-shi, Yamanashi, 409-3898, Japan.
  • Takuya Adachi
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Takehiro Nakai
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Kosuke Sakaguchi
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Shun Saito
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Saki Matsumoto
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Masamichi Koyanagi
    Department of Radiology, Kyorin University Hospital, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181-8611, Japan.
  • Kenichi Yokoyama
    Department of Radiology, Kyorin University School of Medicine, Tokyo, Japan.