• DocumentCode
    1816512
  • Title

    Image Enlargement with Lost High-Frequency Components Estimation Using Clustered Eigenspace-BPLP

  • Author

    Orii, Hideaki ; Kawano, Hideaki ; Suetake, Noriaki ; Maeda, Hiroshi

  • Author_Institution
    Grad. Sch. of Eng., Kyushu Inst. of Technol., Kitakyushu, Japan
  • fYear
    2010
  • fDate
    14-17 Nov. 2010
  • Firstpage
    404
  • Lastpage
    407
  • Abstract
    In this paper, in order to realize the image enlargement with high performance, we propose a new enlargement method, which restores high-frequency components lost in the interpolation-based methods, by using high-frequency estimation. The estimation is based on the eigenspace method proposed by Amano et al.. The proposed enlargement method can generate lost high-frequency components by using pairs of low- and high-frequency components of the original image, and is referred as back projection for lost high-frequency components. Experimental results show the proposed method can achieve promising enlargement.
  • Keywords
    eigenvalues and eigenfunctions; image resolution; image restoration; interpolation; back projection; clustered eigenspace-BPLP; image enlargement; interpolation-based method; lost high-frequency component estimation; Artificial neural networks; Estimation; Image edge detection; Image resolution; Interpolation; Matrix decomposition; Training data; BPLP; image enlargement; linear estimation; super-resolution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Video Technology (PSIVT), 2010 Fourth Pacific-Rim Symposium on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-8890-2
  • Type

    conf

  • DOI
    10.1109/PSIVT.2010.74
  • Filename
    5673772