• DocumentCode
    129961
  • Title

    Novel image zooming method based on sparse decomposition

  • Author

    Xuan Zhu ; Qiuju Li ; Xufeng Zhang ; Ning Wang

  • Author_Institution
    Sch. of Inf. Sci. & Technol., Northwest Univ., Xi´an, China
  • fYear
    2014
  • fDate
    28-30 July 2014
  • Firstpage
    25
  • Lastpage
    30
  • Abstract
    Basing on the fact that the cartoon and texture in one image have different morphological characteristics, we propose a new model to zoom image. Combining with RDWT, the dictionary sparsely representing the cartoon, and WAT, the dictionary sparsely representing the texture, the presented model can effectively obtain the cartoon and texture. Then, we zoom the cartoon by C&E model and zoom the texture by bicubic interpolation. Superpose the zoomed cartoon and texture, the zoomed image will be obtained. As the experiment results show, the new model has good performs for enhancing edge, protecting small curvature and large gradient, and ensuring the texture clear and completion.
  • Keywords
    image texture; interpolation; RDWT; bicubic interpolation; cartoon; image texture; image zooming method; morphological characteristics; sparse decomposition; Dictionaries; Discrete wavelet transforms; Image edge detection; Interpolation; Mathematical model; TV; C&E model; Image zooming; RDWT; Sparse representation; WAT;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Automation (ICIA), 2014 IEEE International Conference on
  • Conference_Location
    Hailar
  • Type

    conf

  • DOI
    10.1109/ICInfA.2014.6932620
  • Filename
    6932620