• DocumentCode
    1964932
  • Title

    An efficient adaptive KLT for multispectral image compression

  • Author

    Chang, Lena ; Cheng, Ching-Min ; Chen, Ting-Chung

  • Author_Institution
    Dept. of Merchant Marine, Nat. Taiwan Ocean Univ., Taiwan
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    252
  • Lastpage
    255
  • Abstract
    In the study, we present an efficient adaptive Karhunen-Loeve transform (KLT) algorithm for multispectral image compression. The proposed algorithm fully exploits the spectral and spatial correlation in the data. To adopt to the local terrain characteristics of multispectral images, the adaptive KLT algorithm can divide the original image into some proper regions, and transform each region image data set by the corresponding transformation function. Furthermore, the algorithm is suitable for hardware implementation. Simulation results show that the performance of the proposed adaptive KLT algorithm is better than those of the existing algorithms
  • Keywords
    Karhunen-Loeve transforms; adaptive signal processing; correlation methods; data compression; image coding; image segmentation; spectral analysis; adaptive Karhunen-Loeve transform; image regions; local terrain characteristics; multispectral image compression; performance; simulation; spatial correlation; spectral correlation; Adaptive algorithm; Bandwidth; Clouds; Covariance matrix; Decorrelation; Eigenvalues and eigenfunctions; Image coding; Karhunen-Loeve transforms; Multispectral imaging; Satellites;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Analysis and Interpretation, 2000. Proceedings. 4th IEEE Southwest Symposium
  • Conference_Location
    Austin, TX
  • Print_ISBN
    0-7695-0595-3
  • Type

    conf

  • DOI
    10.1109/IAI.2000.839610
  • Filename
    839610