This paper critically reviews state-of-the-art and advanced methods for multispectral (MS) and panchromatic (Pan) image fusion based on either intensity-hue-saturation (IHS) transformation, or redundant multiresolution analysis (MRA). In either cases, lower-resolution MS bands are sharpened by injecting details taken from the higher-resolution Pan image. Crucial point is modeling the relationships between detail coefficients of a generic MS band and the Pan image at the same resolution. Once calculated at the coarser resolution, where both types of data are available, such a model shall be extended to the finer resolution to weight the Pan details to be injected. Two injection models embedded in an "à trous" wavelet decomposition will be compared on a test set of very high resolution QuickBird MS+Pan data. One works on approximations and provides a partial unmixing of coarse MS pixels via high-resolution Pan. Another is based on spectral fidelity of original and merged MS data. Fusion comparisons on spatially degraded data, whose high-resolution MS originals are available for reference, show that the former performs better than the latter, in terms of both spatial and spectral fidelity.

Spectral information extraction from very-high resolution images through multiresolution fusion / Alparone, Luciano; Aiazzi, Bruno; Baronti, Stefano; Garzelli, Andrea; Nencini, Filippo; Selva, Massimo. - STAMPA. - 5573:(2004), pp. 1-8. (Intervento presentato al convegno Image and Signal Processing for Remote Sensing X tenutosi a Maspalomas, esp nel 13 - 15 September 2004) [10.1117/12.606098].

Spectral information extraction from very-high resolution images through multiresolution fusion

ALPARONE, LUCIANO;
2004

Abstract

This paper critically reviews state-of-the-art and advanced methods for multispectral (MS) and panchromatic (Pan) image fusion based on either intensity-hue-saturation (IHS) transformation, or redundant multiresolution analysis (MRA). In either cases, lower-resolution MS bands are sharpened by injecting details taken from the higher-resolution Pan image. Crucial point is modeling the relationships between detail coefficients of a generic MS band and the Pan image at the same resolution. Once calculated at the coarser resolution, where both types of data are available, such a model shall be extended to the finer resolution to weight the Pan details to be injected. Two injection models embedded in an "à trous" wavelet decomposition will be compared on a test set of very high resolution QuickBird MS+Pan data. One works on approximations and provides a partial unmixing of coarse MS pixels via high-resolution Pan. Another is based on spectral fidelity of original and merged MS data. Fusion comparisons on spatially degraded data, whose high-resolution MS originals are available for reference, show that the former performs better than the latter, in terms of both spatial and spectral fidelity.
2004
Proceedings of SPIE - The International Society for Optical Engineering
Image and Signal Processing for Remote Sensing X
Maspalomas, esp
13 - 15 September 2004
Alparone, Luciano; Aiazzi, Bruno; Baronti, Stefano; Garzelli, Andrea; Nencini, Filippo; Selva, Massimo
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1075452
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