• DocumentCode
    304847
  • Title

    Coding of spectrally homogeneous regions in multispectral image compression

  • Author

    Fernandez, George ; Wittenbrink, Craig M.

  • Author_Institution
    Signal Process. Lab., Swiss Federal Inst. of Technol., Lausanne, Switzerland
  • Volume
    1
  • fYear
    1996
  • fDate
    16-19 Sep 1996
  • Firstpage
    923
  • Abstract
    In this paper we present a new approach in the compression of multispectral images. It is based on the merging of two processing tools, namely Karhunen-Loeve transform (KLT) as a spectral decorrelator, and object based image coding schemes. The potential use of the principal components analysis in multispectral imagery is described and it is used to perform a multispectral segmentation. This segmentation is taken as the basis for a specific spectral decorrelation for each segmented class. The resulting eigen images present lower variance than those obtained with classical KLT approaches. Each of the eigen regions is coded spatially using a shape adaptive DCT algorithm. The method outperforms non-region multispectral KLT+DCT schemes as well as JPEG, while adding region based functionalities
  • Keywords
    adaptive codes; data compression; discrete cosine transforms; eigenvalues and eigenfunctions; image coding; image segmentation; spectral analysis; transform coding; transforms; Karhunen-Loeve transform; coding; eigen images; eigen regions; image compression; multispectral images; multispectral segmentation; object based image coding schemes; principal components analysis; region based functionalities; shape adaptive DCT algorithm; spectral decorrelator; spectrally homogeneous regions; variance; Covariance matrix; Decorrelation; Eigenvalues and eigenfunctions; Image coding; Image processing; Image reconstruction; Image segmentation; Karhunen-Loeve transforms; Multispectral imaging; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1996. Proceedings., International Conference on
  • Conference_Location
    Lausanne
  • Print_ISBN
    0-7803-3259-8
  • Type

    conf

  • DOI
    10.1109/ICIP.1996.561055
  • Filename
    561055