• DocumentCode
    3187321
  • Title

    Improved SIFT matching for pose robust facial expression recognition

  • Author

    Soyel, Hamit ; Demirel, Hasan

  • Author_Institution
    Dept. of Comput. Eng., Cyprus Int. Univ., Mersin, Turkey
  • fYear
    2011
  • fDate
    21-25 March 2011
  • Firstpage
    585
  • Lastpage
    590
  • Abstract
    This paper presents a method to enhance the recognition of facial expressions under varying poses, based on the scale invariant feature transform (SIFT). Affine transformation is used to recover the effect of the unknown depths of keypoints extracted from the 2D images, allowing the problem to be reduced to an absolute orientation with scale problem, which is solved using SVD. The proposed Π-SIFT method has been experimented with BU-3DFE database acquired with different perspective camera views and has been shown to outperform regular SIFT and D-SIFT.
  • Keywords
    affine transforms; emotion recognition; face recognition; image matching; Affine transformation; BU-3DFE database; SVD; improved SIFT matching; pose robust facial expression recognition; scale invariant feature transform; Face; Face recognition; Feature extraction; Robustness; Three dimensional displays; Training; Transforms; 3D facial expression recognition; SIFT; affine transformation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automatic Face & Gesture Recognition and Workshops (FG 2011), 2011 IEEE International Conference on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    978-1-4244-9140-7
  • Type

    conf

  • DOI
    10.1109/FG.2011.5771463
  • Filename
    5771463