• DocumentCode
    1867478
  • Title

    Image enhancement for improving face detection under non-uniform lighting conditions

  • Author

    Unaldi, Numan ; Sankaran, Praveen ; Asari, Vijayan K. ; Rahman, Zia-ur

  • Author_Institution
    Comput. Intell. & Machine Vision Lab., ODU, Norfolk, VA
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    1332
  • Lastpage
    1335
  • Abstract
    A new wavelet-based image enhancement algorithm is proposed to improve performance of face detection in non-uniform lighting environment with high dynamic range. Wavelet transform is used for dimension reduction so that dynamic range compression with local contrast enhancement algorithm is applied only to the approximation coefficients. The normalized approximation coefficients are transformed using a hyperbolic sine curve which achieves dynamic range compression. Contrast enhancement is realized by tuning the magnitude of each coefficient with respect to its surroundings. The detail coefficients are also modified to prevent the edge deformation. Experimental results on the proposed algorithm show improvement on the performance of the Viola-Jones face detector when compared to other prominent enhancement techniques.
  • Keywords
    face recognition; image enhancement; wavelet transforms; dimension reduction; dynamic range compression; face detection; hyperbolic sine curve; local contrast enhancement algorithm; nonuniform lighting conditions; wavelet based image enhancement algorithm; wavelet transform; Approximation algorithms; Color; Dynamic range; Face detection; Histograms; Humans; Image coding; Image enhancement; Layout; Wavelet transforms; Image Enhancement; dynamic range compression; face detection; local contrast enhancement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1765-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2008.4712009
  • Filename
    4712009