• DocumentCode
    3580078
  • Title

    Lip-movement based speaker recognition using fusion of canonical angles

  • Author

    Ichino, Masatsugu

  • Author_Institution
    Grad. Sch. of Inf. & Eng., Univ. of Electro-Commun., Chofu, Japan
  • fYear
    2014
  • Firstpage
    958
  • Lastpage
    963
  • Abstract
    A method is presented for authenticating people on the basis of lip movement. It uses the kernel mutual subspace (KMS) method using fusion of canonical angles by kernel Fisher discriminant analysis. Its authentication accuracy is better than that of previously proposed lip-movement authentication methods when the distribution of lip images has a nonlinear structure. The similarity of KMS is canonical angle and some canonical angles are calculated by some principal components. However the method of fusion of canonical angles is not discussed well. So I focused on the method of fusion of canonical angles and proposed the fusion of canonical angles by kernel fisher discriminant analysis. Experimental evaluation of the proposed method demonstrated that it has higher accuracy than other methods based on lip movement.
  • Keywords
    image motion analysis; message authentication; principal component analysis; sensor fusion; speaker recognition; KMS method; authentication accuracy; canonical angle fusion; kernel Fisher discriminant analysis; kernel mutual subspace; lip image distribution; lip-movement authentication methods; principal components; speaker recognition; Accuracy; Authentication; Feature extraction; Image recognition; Kernel; Shape; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Automation Robotics & Vision (ICARCV), 2014 13th International Conference on
  • Type

    conf

  • DOI
    10.1109/ICARCV.2014.7064435
  • Filename
    7064435