Title :
Quality assessment of decision-driven pyramid-based fusion of high resolution multispectral with panchromatic image data
Author :
Aiazzi, Bruno ; Alparone, Luciano ; Baronti, Stefano ; Pippi, Ivan
Author_Institution :
Nello Carrara Res. Inst. on Electromagn. Waves (IROE), CNR, Florence, Italy
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
Keywords :
geophysical signal processing; image resolution; remote sensing; sensor fusion; SPOT 5 data; contextual fusion; decision-driven pyramid-based fusion; fused images; generalized Laplacian pyramid; high resolution multispectral data; highpass contribution; lowpass version; oversampled structure; panchromatic image data; physical congruence; pyramid decomposition; quality assessment; space-varying gain factor; spatial-frequencies spectrum substitution; thresholding; Filtering; Frequency; Image resolution; Image sensors; Laplace equations; Multiresolution analysis; Multispectral imaging; Quality assessment; Spatial resolution; Urban areas;
Conference_Titel :
Remote Sensing and Data Fusion over Urban Areas, IEEE/ISPRS Joint Workshop 2001
Conference_Location :
Rome
Print_ISBN :
0-7803-7059-7
DOI :
10.1109/DFUA.2001.985909