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
相关论文
共 18 条
[1]   Multiresolution estimation of fractal dimension from images affected by signal-dependent noise [J].
Aiazzi, B ;
Alparone, L ;
Baronti, S ;
Garzelli, A .
WAVELET APPLICATIONS IN SIGNAL AND IMAGE PROCESSING VII, 1999, 3813 :251-262
[2]   Lossless image compression by quantization feedback in a content-driven enhanced Laplacian pyramid [J].
Aiazzi, B ;
Alparone, L ;
Baronti, S ;
Lotti, F .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (06) :831-843
[3]  
Aiazzi B, 2000, INT GEOSCI REMOTE SE, P2629, DOI 10.1109/IGARSS.2000.859663
[4]  
Aiazzi B., 1997, P INT C SAMPL THEOR, P55
[5]  
AIZZI B, 1999, P IEEE INT GEOSC REM, P1183
[6]  
[Anonymous], 1992, Multirate Systems and Filter Banks
[7]   Filterbanks design for multisensor data fusion [J].
Argenti, F ;
Alparone, L .
IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (05) :100-103
[8]   CONTENT-DRIVEN DIFFERENTIAL ENCODING OF AN ENHANCED IMAGE PYRAMID [J].
BARONTI, S ;
CASINI, A ;
LOTTI, F ;
ALPARONE, L .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 1994, 6 (05) :463-469
[9]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[10]  
CHAVEZ PS, 1991, PHOTOGRAMM ENG REM S, V57, P295