• DocumentCode
    559838
  • Title

    Image compression based on the Karhunen-Loeve color transform with Inverse Pyramid decomposition

  • Author

    Kountchev, Roumen ; Kountcheva, Roumiana

  • Author_Institution
    Fac. of Radio Commun. & Video Technol., Tech. Univ. of Sofia, Sofia, Bulgaria
  • Volume
    1
  • fYear
    2011
  • fDate
    5-8 Oct. 2011
  • Firstpage
    315
  • Lastpage
    324
  • Abstract
    In this paper is presented one new approach for efficient still image compression based on the Karhunen-Loeve color transform and the Inverse Pyramid decomposition. In result of the strong decorrelation between the color components after the transform, the image is successfully restored with retained image quality despite the significant reduction of the coefficients, used to compose the pyramidal representation. The presented approach permits flexible selection of the transform coefficients, together with corresponding quantization of their values. In result, it offers the ability to select a sequence of sets of coefficients, which produce restored images of consecutive increasing quality. The software implementation of the method in C++ confirmed its efficiency. A generalized part of the experimental results are presented in this paper together with corresponding conclusions.
  • Keywords
    Karhunen-Loeve transforms; data compression; image coding; image colour analysis; C++; Karhunen-Loeve color transform; image compression; image quality; inverse pyramid decomposition; pyramidal representation; transform coefficient; Image coding; Image color analysis; Jacobian matrices; Matrix decomposition; Symmetric matrices; Transforms; Vectors; Carhunen-Loeve color transform; Inverse Pyramid decomposition; Still image compression;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Telecommunication in Modern Satellite Cable and Broadcasting Services (TELSIKS), 2011 10th International Conference on
  • Conference_Location
    Nis
  • Print_ISBN
    978-1-4577-2018-5
  • Type

    conf

  • DOI
    10.1109/TELSKS.2011.6112061
  • Filename
    6112061