• DocumentCode
    2354341
  • Title

    Face detecting algorithm of the Cascade Adaboost on DSP

  • Author

    Zhang, Shuiying ; Jin, Xuebo ; Li, Guang

  • Author_Institution
    Coll. of Inf. & Electron., Zhejiang Sci-Tech Univ., Hangzhou, China
  • fYear
    2010
  • fDate
    4-7 Aug. 2010
  • Firstpage
    651
  • Lastpage
    654
  • Abstract
    This paper implements the real-time face detection system with the Cascade Adaboost algorithm on the DSP platform (TMS320DM64x). Aiming at the feature extraction of the algorithm and cascade multiple classifiers, algorithm level optimization and implementation level optimization are proposed on DSP, such as floating-point to fixed-point Conversion (FFC), loop unrolling, software pipeline and linear assemble language optimization. The experimental result indicates that the system can detect any number of faces with any size at any position in a 320×240 image at a speed of 15 fps. The detection system can achieve a detection rate of 89.5%. The real-time face detection is implemented.
  • Keywords
    face recognition; feature extraction; pattern classification; DSP; cascade Adaboost algorithm; cascade multiple classifier; face detection; feature extraction; fixed point conversion; floating point conversion; linear assemble language optimization; loop unrolling; software pipeline; Classification algorithms; Digital signal processing; Face; Face detection; Optimization; Pixel; Signal processing algorithms; Adaboost algorithm; DSP; algorithm optimization; face detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation (ICMA), 2010 International Conference on
  • Conference_Location
    Xi´an
  • ISSN
    2152-7431
  • Print_ISBN
    978-1-4244-5140-1
  • Electronic_ISBN
    2152-7431
  • Type

    conf

  • DOI
    10.1109/ICMA.2010.5588225
  • Filename
    5588225