This work presents a multi-resolution framework for merging a multi-spectral image having an arbitrary number of bands with a higher-resolution panchromatic observation. The fusion method relies on the generalised Laplacian pyramid (GLP), which is a multi-scale oversampled structure. The goal is to selectively perform injection of spatial-frequencies from an image to another with the constraint of thoroughly retaining the spectral information of the coarser data. The novel idea is that a model of the modulation transfer functions (MTF) of the multi-spectral scanner is exploited to design the GLP reduction filter. Thus, the inter-band structure model (IBSM), which is calculated at the coarser scale, where both MS and Pan data are available, can be extended to the finer scale, without the drawback of the poor enhancement occurring when MTFs are assumed to be ideal filters. Experiments carried out on QuickBird data demonstrate that a superior spatial enhancement, besides the spectral quality typical of injection methods, is achieved by means of the MTF-adjusted fusion.

MTF-tailored multi-resolution analysis for fusion multispectral and panchromatic images

Aiazzi B;Alparone L;Baronti S;Garzelli A;Selva M
2006

Abstract

This work presents a multi-resolution framework for merging a multi-spectral image having an arbitrary number of bands with a higher-resolution panchromatic observation. The fusion method relies on the generalised Laplacian pyramid (GLP), which is a multi-scale oversampled structure. The goal is to selectively perform injection of spatial-frequencies from an image to another with the constraint of thoroughly retaining the spectral information of the coarser data. The novel idea is that a model of the modulation transfer functions (MTF) of the multi-spectral scanner is exploited to design the GLP reduction filter. Thus, the inter-band structure model (IBSM), which is calculated at the coarser scale, where both MS and Pan data are available, can be extended to the finer scale, without the drawback of the poor enhancement occurring when MTFs are assumed to be ideal filters. Experiments carried out on QuickBird data demonstrate that a superior spatial enhancement, besides the spectral quality typical of injection methods, is achieved by means of the MTF-adjusted fusion.
2006
Istituto di Fisica Applicata - IFAC
Inglese
André Marcal
Global Developments in Environmental Earth Observation from Space
25th EARSeL Symposium
87
94
8
90-5966-042-0
Sì, ma tipo non specificato
6-11 June 2005
Porto
modulation transfer function
image fusion
multi-resolution analysis
pan-sharpening
5
none
Aiazzi B.; Alparone L.; Baronti S.; Garzelli A.; Nencini F.; Selva M.
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/140257
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