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Multiresolution-based image fusion with additive wavelet decomposition

IEEE Transactions on Geoscience and Remote Sensing · 1999 · Vol. 37(3) · pp. 1204–1211
J. NúñezXavier OtazuO. ForsAlbert PradesVicenç PalàRomán Arbiol

Abstract

The standard data fusion methods may not be satisfactory to merge a high-resolution panchromatic image and a low-resolution multispectral image because they can distort the spectral characteristics of the multispectral data. The authors developed a technique, based on multiresolution wavelet decomposition, for the merging and data fusion of such images. The method presented consists of adding the wavelet coefficients of the high-resolution image to the multispectral (low-resolution) data. They have studied several possibilities concluding that the method which produces the best results consists in adding the high order coefficients of the wavelet transform of the panchromatic image to the intensity component (defined as L=(R+G+B)/3) of the multispectral image. The method is, thus, an improvement on standard intensity-hue-saturation (IHS or LHS) mergers. They used the "a trous" algorithm which allows the use of a dyadic wavelet to merge nondyadic data in a simple and efficient scheme. They used the method to merge SPOT and LANDSAT/sup TM/ images. The technique presented is clearly better than the IHS and LHS mergers in preserving both spectral and spatial information.

Advanced Image Fusion TechniquesImage and Signal Denoising MethodsRemote-Sensing Image ClassificationPanchromatic filmMultispectral imageWaveletImage fusionImage resolutionWavelet transformArtificial intelligenceComputer scienceMultispectral pattern recognitionMultiresolution analysis

Funding

  • Generalitat de Catalunya
  • Ministerio de Economía y Competitividad
Citations
1,114
FWCI
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References
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References
A wavelet transform method to merge Landsat TM and SPOT panchromatic data
International Journal of Remote Sensing · 1998 · 970 citations
A theory for multiresolution signal decomposition: the wavelet representation
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1989 · 20,882 citations
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