articleIEEE Transactions on Geoscience and Remote SensingJan 1, 2002Closed access

Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis

National Research Council · University of Florence · +1 more institution

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Abstract

This paper compares two general and formal solutions to the problem of fusion of multispectral images with high-resolution panchromatic observations. The former exploits the undecimated discrete wavelet transform, which is an octave bandpass representation achieved from a conventional discrete wavelet transform by omitting all decimators and upsampling the wavelet filter bank. The latter relies on the generalized Laplacian pyramid, which is another oversampled structure obtained by recursively subtracting from an image an expanded decimated lowpass version. Both the methods selectively perform spatial-frequencies spectrum substitution from an image to another. In both schemes, context dependency is exploited…

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841
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Authors

4

Topics & keywords

Keywords
  • Upsampling
  • Artificial intelligence
  • Computer science
  • Wavelet transform
  • Image fusion
  • Wavelet
  • Multiresolution analysis
  • Image resolution
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