• DocumentCode
    1804833
  • Title

    Accelerating Fluid Registration Algorithm on Multi-FPGA Platforms

  • Author

    Cong, Jason ; Huang, Muhuan ; Zou, Yi

  • Author_Institution
    Comput. Sci. Dept., Univ. of California, Los Angeles, Los Angeles, CA, USA
  • fYear
    2011
  • fDate
    5-7 Sept. 2011
  • Firstpage
    50
  • Lastpage
    57
  • Abstract
    In the clinical applications, medical image registrations on the images taken from different times and/or through different modalities are needed in order to have an objective clinical assessment of the patient. Viscous fluid registration is a powerful PDE-based method that can register large deformations in the imaging process. This paper presents our implementation of the fluid registration algorithm on a multi-FPGA platform Convey HC-1. We obtain a 35X speedup versus single-threaded software on a CPU. The implementation is achieved using a high-level synthesis (HLS) tool, with additional source-code level optimizations including fixed-point conversion, tiling, prefetching, data-reuse, and streaming across modules using a ghost zone (time-tiling) approach. The experience of this case study also identifies further automation steps needed by existing HLS software.
  • Keywords
    electronic engineering computing; field programmable gate arrays; high level synthesis; image registration; medical image processing; optimisation; CPU; HLS software; HLS tool; PDE-based method; clinical applications; fixed-point conversion; ghost zone approach; high-level synthesis tool; medical image registrations; multi-FPGA platform Convey HC-1; objective clinical assessment; single-threaded software; source-code level optimizations; viscous fluid registration acceleration; Field programmable gate arrays; Generators; Image registration; Instruction sets; Measurement; Optimization; Transforms; FPGA; HLS; fluid registration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field Programmable Logic and Applications (FPL), 2011 International Conference on
  • Conference_Location
    Chania
  • Print_ISBN
    978-1-4577-1484-9
  • Electronic_ISBN
    978-0-7695-4529-5
  • Type

    conf

  • DOI
    10.1109/FPL.2011.20
  • Filename
    6044784