An Improved Pansharpening Method for Misaligned Panchromatic and Multispectral Data

被引:14
作者
Li, Hui [1 ]
Jing, Linhai [1 ]
Tang, Yunwei [1 ]
Ding, Haifeng [1 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Laborary Digital Earth Sci, Beijing 100094, Peoples R China
关键词
pansharpening; high-resolution remote sensing; spectral distortion; misalignment; SPECTRAL RESOLUTION IMAGES; HIGH-SPATIAL-RESOLUTION; DATA-FUSION; SATELLITE IMAGES; ALGORITHMS; INDEX; MS;
D O I
10.3390/s18020557
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Numerous pansharpening methods were proposed in recent decades for fusing low-spatial-resolution multispectral (MS) images with high-spatial-resolution (HSR) panchromatic (PAN) bands to produce fused HSR MS images, which are widely used in various remote sensing tasks. The effect of misregistration between MS and PAN bands on quality of fused products has gained much attention in recent years. An improved method for misaligned MS and PAN imagery is proposed, through two improvements made on a previously published method named RMI (reduce misalignment impact). The performance of the proposed method was assessed by comparing with some outstanding fusion methods, such as adaptive Gram-Schmidt and generalized Laplacian pyramid. Experimental results show that the improved version can reduce spectral distortions of fused dark pixels and sharpen boundaries between different image objects, as well as obtain similar quality indexes with the original RMI method. In addition, the proposed method was evaluated with respect to its sensitivity to misalignments between MS and PAN bands. It is certified that the proposed method is more robust to misalignments between MS and PAN bands than the other methods.
引用
收藏
页数:16
相关论文
共 44 条
[1]   Shadow detection in very high spatial resolution aerial images: A comparative study [J].
Adeline, K. R. M. ;
Chen, M. ;
Briottet, X. ;
Pang, S. K. ;
Paparoditis, N. .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2013, 80 :21-38
[2]   MTF-tailored multiscale fusion of high-resolution MS and pan imagery [J].
Aiazzi, B. ;
Alparone, L. ;
Baronti, S. ;
Garzelli, A. ;
Selva, M. .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2006, 72 (05) :591-596
[3]   Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis [J].
Aiazzi, B ;
Alparone, L ;
Baronti, S ;
Garzelli, A .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (10) :2300-2312
[4]   Improving component substitution pansharpening through multivariate regression of MS plus Pan data [J].
Aiazzi, Bruno ;
Baronti, Stefano ;
Selva, Massimo .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (10) :3230-3239
[5]   Multispectral and panchromatic data fusion assessment without reference [J].
Alparone, Luciano ;
Alazzi, Bruno ;
Baronti, Stefano ;
Garzelli, Andrea ;
Nencini, Filippo ;
Selva, Massimo .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2008, 74 (02) :193-200
[6]   Comparison of pansharpening algorithms: Outcome of the 2006 GRS-S data-fusion contest [J].
Alparone, Luciano ;
Wald, Lucien ;
Chanussot, Jocelyn ;
Thomas, Claire ;
Gamba, Paolo ;
Bruce, Lori Mann .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (10) :3012-3021
[7]   A Global Quality Measurement of Pan-Sharpened Multispectral Imagery [J].
Alparone, Luciano ;
Baronti, Stefano ;
Garzelli, Andrea ;
Nencini, Filippo .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2004, 1 (04) :313-317
[8]  
[Anonymous], 2000, Proc. Third Conference on "Fusion of Earth data
[9]   Image data fusion for the remote sensing of freshwater environments [J].
Ashraf, Salman ;
Brabyn, Lars ;
Hicks, Brendan J. .
APPLIED GEOGRAPHY, 2012, 32 (02) :619-628
[10]   A Theoretical Analysis of the Effects of Aliasing and Misregistration on Pansharpened Imagery [J].
Baronti, Stefano ;
Aiazzi, Bruno ;
Selva, Massimo ;
Garzelli, Andrea ;
Alparone, Luciano .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2011, 5 (03) :446-453