• DocumentCode
    2865614
  • Title

    A Trace transform based on subspace method for face recognition

  • Author

    Shi, Zhan ; Du, Minghui ; Huang, Rongbing

  • Author_Institution
    Sch. of Electron. & Inf. Eng., South China Univ. of Technol., Guangzhou, China
  • Volume
    13
  • fYear
    2010
  • fDate
    22-24 Oct. 2010
  • Abstract
    A novel combination of Trace transform and subspace method is proposed for face recognition in this paper. This method is a general framework which can be used in most tasks of images classification. We extract a number of characteristic features from facial images through taking Trace transform over a set of angular directions. By using different Trace functionals we can get different features. The Trace transform features are projected into a lower dimensional facial subspace using linearity distinction analysis. And we use nearest neighbor rule and Euclidean distance to classify. The experimental results demonstrate that the proposed method has better average recognition rate than PCA, LDA and Gabor feathers, and has strong robustness to noise.
  • Keywords
    Radon transforms; face recognition; feature extraction; image classification; Euclidean distance; Radon transform; characteristic feature extraction; face recognition; facial subspace; image classification; linearity distinction analysis; nearest neighbor rule; subspace method; trace transform; Databases; Face; Face recognition; Feature extraction; Noise; Principal component analysis; Transforms; Trace transform; face recognition; feature extraction; subspace;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Application and System Modeling (ICCASM), 2010 International Conference on
  • Conference_Location
    Taiyuan
  • Print_ISBN
    978-1-4244-7235-2
  • Electronic_ISBN
    978-1-4244-7237-6
  • Type

    conf

  • DOI
    10.1109/ICCASM.2010.5622706
  • Filename
    5622706