Image quality improvement in bowtie-filter-equipped cone-beam CT using a dual-domain neural network.

Journal: Medical physics
Published Date:

Abstract

BACKGROUND: The bowtie-filter in cone-beam CT (CBCT) causes spatially nonuniform x-ray beam often leading to eclipse artifacts in the reconstructed image. The artifacts are further confounded by the patient scatter, which is therefore patient-dependent as well as system-specific.

Authors

  • Sungho Yun
    Department of Nuclear and Quantum Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea.
  • Uijin Jeong
    Department of Nuclear and Quantum Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea.
  • Donghyeon Lee
    Department of Nuclear and Quantum Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea.
  • Hyeongseok Kim
    KAIST Institute for Artificial Intelligence, Korea Advanced Institute of Science and Technology, Daejeon, Korea.
  • Seungryong Cho