• DocumentCode
    1782537
  • Title

    Design and implementation of an FPGA-based realtime face recognition system using spatial correlation function

  • Author

    Imtiaz, Mohammad Shamim ; Wahid, K. ; Fattah, Shaikh Anowarul

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Saskatchewan, Saskatoon, SK, Canada
  • fYear
    2014
  • fDate
    8-10 March 2014
  • Firstpage
    172
  • Lastpage
    176
  • Abstract
    This paper presents a simple and efficient design of a face recognition system, where feature extraction algorithm is employed based on the principle of spatial cross-correlation. In the feature extraction process, instead of processing the entire image at a time, only a pair of rows or columns of an image is considered which makes the algorithm very efficient and low-cost. Considering the cross-correlations between the pairs, a unique 1-D signature of a 2-D face image is obtained which represents the variation in the face geometry along the vertical or horizontal direction. It is shown that the resulting vertical and horizontal features provide high compactness within the class and separation between the classes. It is found that the proposed design can provide a satisfactory recognition performance for different standard databases. The results of hardware implementation in terms of resources used and processing speed have also been presented.
  • Keywords
    face recognition; feature extraction; field programmable gate arrays; FPGA-based realtime face recognition system; face geometry variation; feature extraction algorithm; spatial cross-correlation function; Accuracy; Face; Face recognition; Feature extraction; Hardware; Support vector machine classification; Vectors; Classification; Cross-Correlation; FPGA; Face geometry; Face recognition; Spatial feature extraction; Verilog;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Technology (ICCIT), 2013 16th International Conference on
  • Conference_Location
    Khulna
  • Type

    conf

  • DOI
    10.1109/ICCITechn.2014.6997372
  • Filename
    6997372