In this work, a multi-resolution procedure based on a generalized Laplacian pyramid (GLP) with 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 superior to a similar scheme based on the discrete wavelet transform (WT), according to a set of parameters established in the literature. 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 power of two. 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.

A pyramid-based approach to multisensor image data fusion with preservation of spectral signatures

L Alparone;B Aiazzi;S Baronti;
1998

Abstract

In this work, a multi-resolution procedure based on a generalized Laplacian pyramid (GLP) with 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 superior to a similar scheme based on the discrete wavelet transform (WT), according to a set of parameters established in the literature. 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 power of two. 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.
1998
Istituto di Fisica Applicata - IFAC
9054109335
Multisensor image data fusion
pyramid-based approach
generalized Laplacian pyramid
rational scale factor
pyramid-generating filters
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/230390
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