This work presents a general and formal solution to the problem of fusion of multispectral data with high-resolution panchromatic images. The method relies on the generalized Laplacian pyramid, which is an oversampled structure obtained by subtracting from an image its lowpass version, and selectively performs spatial-frequencies spectrum substitution from one image to another. The novelty of the present work is that a decision based on thresholding the local CC is utilized to check the physical, congruence of fusion, while the ratio of local RMSs between the two images provides a space-varying gain factor by which the injected highpass contribution is equalized. Since the pyramid decomposition is not critically-subsampled, possible impairments in the fused images, due to missing cancellation of aliasing terms, are avoided. Quantitative results are presented and discussed on simulated SPOT 5 data of an urban area (2.5 m P, 10 m XS) obtained from the MIVIS airborne imaging spectrometer

Quality assessment of decision-driven pyramid-based fusion of high resolution multispectral with panchromatic image data / Aiazzi, B.; Alparone, L.; Baronti, S.; Pippi, I.. - STAMPA. - (2001), pp. 337-341. (Intervento presentato al convegno IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, DFUA 2001 tenutosi a University of Rome "La Sapienza", ita nel 8 - 9 November 2001) [10.1109/DFUA.2001.985909].

Quality assessment of decision-driven pyramid-based fusion of high resolution multispectral with panchromatic image data

ALPARONE, LUCIANO;
2001

Abstract

This work presents a general and formal solution to the problem of fusion of multispectral data with high-resolution panchromatic images. The method relies on the generalized Laplacian pyramid, which is an oversampled structure obtained by subtracting from an image its lowpass version, and selectively performs spatial-frequencies spectrum substitution from one image to another. The novelty of the present work is that a decision based on thresholding the local CC is utilized to check the physical, congruence of fusion, while the ratio of local RMSs between the two images provides a space-varying gain factor by which the injected highpass contribution is equalized. Since the pyramid decomposition is not critically-subsampled, possible impairments in the fused images, due to missing cancellation of aliasing terms, are avoided. Quantitative results are presented and discussed on simulated SPOT 5 data of an urban area (2.5 m P, 10 m XS) obtained from the MIVIS airborne imaging spectrometer
2001
IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, DFUA 2001
IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, DFUA 2001
University of Rome "La Sapienza", ita
8 - 9 November 2001
Aiazzi, B.; Alparone, L.; Baronti, S.; Pippi, I.
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1075143
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