• DocumentCode
    2005694
  • Title

    Evaluation of wavelet transform algorithms for multi-resolution image fusion

  • Author

    Muhammad, Saim ; Wachowicz, Monica ; De Carvalho, Luis M T

  • Author_Institution
    Center for Geo-Inf., Wageningen, Netherlands
  • Volume
    2
  • fYear
    2002
  • fDate
    8-11 July 2002
  • Firstpage
    1573
  • Abstract
    Wavelet transforms can be used for multi-resolution image fusion at the pixel level, as they work both in spatial and spectral domains and result in the preservation of spatial of spectral details of input images. Different wavelet transform algorithms have been developed and applied to a variety of applications such as noise suppression, filtering, image restoration, image compression, and astronomical applications. This paper explores the use of current developed wavelet transform algorithms for multi-resolution fusion of satellite images. The aim is to investigate how appropriate these wavelet transform algorithms are for this multi-resolution image fusion. Five different types of wavelet transform algorithms are selected and the results are evaluated by comparing their spatial and spectral quality with the spatial and spectral qualities of their source satellite images (i.e. Ikonos Panchromatic and Multispectral, and Landsat TM). The findings show that different wavelet transform algorithms have a "preservation tradeoff" between the spatial quality and spectral quality. Due to the frequency shift limitation of the wavelet transform, it can preserve the spatial and/or spectral details of the input images for a certain number of levels.
  • Keywords
    image resolution; remote sensing; sensor fusion; wavelet transforms; astronomical applications; filtering; frequency shift limitation; image compression; image restoration; multi-resolution image fusion; noise suppression; pixel level; preservation tradeoff; satellite images; spatial domains; spatial quality; spectral domains; spectral quality; wavelet transform algorithms; Filtering algorithms; Frequency; Image coding; Image fusion; Image restoration; Pixel; Remote sensing; Satellites; Wavelet domain; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2002. Proceedings of the Fifth International Conference on
  • Conference_Location
    Annapolis, MD, USA
  • Print_ISBN
    0-9721844-1-4
  • Type

    conf

  • DOI
    10.1109/ICIF.2002.1021004
  • Filename
    1021004