• DocumentCode
    1502741
  • Title

    Field programmable gate array-ased haar classifier for accelerating face detection algorithm

  • Author

    Gao, Cheng ; Lu, S.-L.L. ; Suh, Taeweon ; Lim, H.

  • Author_Institution
    Wireless Connectivity, Broadcom Corp., San Diego, CA, USA
  • Volume
    4
  • Issue
    3
  • fYear
    2010
  • fDate
    6/1/2010 12:00:00 AM
  • Firstpage
    184
  • Lastpage
    194
  • Abstract
    The authors present a novel approach of using reconfigurable fabric to accelerate a face detection algorithm based on the Haar classifier. With highly pipelined architecture and utilising abundant parallel arithmetic units in FPGA, the authors have achieved real-time performance of face detection with very high detection rate and low false positives. The 1-classifier and 16-classifier realisations in an accelerator provide 10?? and 72?? speedups, respectively, over the software counterpart. Moreover, the authors??, approach is scalable towards the resources available on FPGA and it will gain more momentum as the Geneseo Initiative is introduced in the market. This work also provides an understanding of using the reconfigurable fabric for accelerating non-systolic-based vision algorithms.
  • Keywords
    Haar transforms; face recognition; field programmable gate arrays; image classification; Geneseo Initiative; Haar classifier; face detection; field programmable gate array; parallel arithmetic units; pipelined architecture; reconfigurable fabric;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IET
  • Publisher
    iet
  • ISSN
    1751-9659
  • Type

    jour

  • DOI
    10.1049/iet-ipr.2009.0030
  • Filename
    5471813