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

被引:13
作者
Aiazzi, B [1 ]
Alparone, L [1 ]
Baronti, S [1 ]
Pippi, I [1 ]
机构
[1] CNR, IROE, Nello Carrara Res Inst Electromagnet Waves, I-50127 Florence, Italy
来源
IEEE/ISPRS JOINT WORKSHOP ON REMOTE SENSING AND DATA FUSION OVER URBAN AREAS | 2001年
关键词
contextual fusion; generalized Laplacian pyramid (GLP); multiresolution analysis; multisensor data; fusion; multispectral images; SPOT; 5;
D O I
10.1109/DFUA.2001.985909
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
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 an 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 (2.5m P, 10m XS) obtained from the MIVIS airborne imaging spectrometer.
引用
收藏
页码:337 / 341
页数:5
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