• DocumentCode
    2160642
  • Title

    Hardware acceleration of iterative image reconstruction for X-ray computed tomography

  • Author

    Kim, Jung Kuk ; Zhang, Zhengya ; Fessler, Jeffrey A.

  • Author_Institution
    EECS Dept., Univ. of Michigan, Ann Arbor, MI, USA
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    1697
  • Lastpage
    1700
  • Abstract
    X-ray computed tomography (CT) images could be improved using iterative image reconstruction if the 3D cone-beam forward- and back-projection computations can be accelerated significantly. We investigated the feasibility of a field-programmable gate array (FPGA) implementation of the separable footprint (SF) forward projector. A 16-bit fixed-point quantization introduces negligible numerical errors without affecting the perceptual image quality. The SF-based 3D cone-beam projector can be efficiently parallelized and its memory bandwidth reduced by exploiting projection geometry and data locality. We demonstrate a fully pipelined, 75-way parallel hardware architecture of the SF forward projector on a Xilinx Virtex-5 FPGA that can complete one forward projection of a 320×320×61 object over 3,625 views in 6.3 seconds.
  • Keywords
    computerised tomography; field programmable gate arrays; image reconstruction; iterative methods; medical image processing; quantisation (signal); 3D cone-beam projector; CT images; X-ray computed tomography; Xilinx Virtex-5 FPGA; back-projection computations; field-programmable gate array; fixed-point quantization; iterative image reconstruction; memory bandwidth; perceptual image quality; separable footprint forward projector; word length 16 bit; Computed tomography; Computer architecture; Detectors; Field programmable gate arrays; Image reconstruction; Quantization; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946827
  • Filename
    5946827