In this work, a multi-resolution procedure based on a generalized Laplacian pyramid (GLP), with p : q (i.e. rational) scale factor, is proposed to merge image data of any resolution and represent them at any scale. The GLP-based data fusion is shown to be slightly superior to those of a similar scheme based on the discrete wavelet transform, (WT) according to a set of parameters established in the literature. Not only fused images look sharper than their original versions, but also textured regions are enhanced without losing their spectral signatures. The pyramid-generating filters can be easily designed for data of any resolutions, differently from the WT, whose filter-bank design is non-trivial when the ratio between the scales of the images to be merged is not a pourer of two. Eventually, remotely sensed images from LandSat TM and from Panchromatic SPOT are fused together. The resulting bands capture multi-spectral features with enhanced contrast and texture, and an increased spatial resolution, thereby expediting automatic analyses for contextual interpretation of the environment.

Pyramid-based multi-sensor image data fusion / Aiazzi, B; Alparone, L.; Baronti, S.; Carlà, R.; Mortelli, L.. - STAMPA. - 3169:(1997), pp. 224-235. (Intervento presentato al convegno Wavelet Applications in Signal and Image Processing V tenutosi a San Diego, CA, usa nel 27 - 30 July 1997) [10.1117/12.292793].

Pyramid-based multi-sensor image data fusion

ALPARONE, LUCIANO;
1997

Abstract

In this work, a multi-resolution procedure based on a generalized Laplacian pyramid (GLP), with p : q (i.e. rational) scale factor, is proposed to merge image data of any resolution and represent them at any scale. The GLP-based data fusion is shown to be slightly superior to those of a similar scheme based on the discrete wavelet transform, (WT) according to a set of parameters established in the literature. Not only fused images look sharper than their original versions, but also textured regions are enhanced without losing their spectral signatures. The pyramid-generating filters can be easily designed for data of any resolutions, differently from the WT, whose filter-bank design is non-trivial when the ratio between the scales of the images to be merged is not a pourer of two. Eventually, remotely sensed images from LandSat TM and from Panchromatic SPOT are fused together. The resulting bands capture multi-spectral features with enhanced contrast and texture, and an increased spatial resolution, thereby expediting automatic analyses for contextual interpretation of the environment.
1997
Proceedings of SPIE - The International Society for Optical Engineering
Wavelet Applications in Signal and Image Processing V
San Diego, CA, usa
27 - 30 July 1997
Aiazzi, B; Alparone, L.; Baronti, S.; Carlà, R.; Mortelli, L.
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1075616
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