MULTISPECTRAL AND HYPERSPECTRAL DATA FUSION BASED ON SAM MINIMIZATION BAND ASSIGNMENT APPROACH

被引:0
作者
Picone, D. [1 ]
Restaino, R. [1 ]
Vivone, G. [2 ]
Addesso, P. [1 ]
Dalla Mura, M. [3 ]
Chanussot, J. [3 ,4 ]
机构
[1] Univ Salerno, Dept Informat Engn Elect Engn & Appl Math DIEM, Fisciano, Italy
[2] NATO STO Ctr Maritime Res & Experimentat, Grenoble, France
[3] Grenoble Inst Technol, GIPSA Lab, Grenoble, France
[4] Univ Iceland, Fac Elect & Comp Engn, Reykjavik, Iceland
来源
2016 8TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS) | 2016年
关键词
Data fusion; Hyperspectral data; Multispectral images; Hyperion sensor; ALI sensor; PANSHARPENING ALGORITHMS; IMAGE FUSION; RESOLUTION; QUALITY;
D O I
暂无
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
The sharpening of hyperspectral (HS) images introduces novel questions that have never been faced by classical pansharpening, which deals with the fusion of multispectral and panchromatic images. In this paper, we focus on the fusion of high resolution MultiSpectral (MS) and low resolution HS data, namely tackling the problem of assigning the optimal MS channel for each HS band through the minimization of the Spectral Angle Mapper (SAM) metric. The performance is assessed on two datasets, both composed by a HS and a MS image acquired by the Hyperion and the ALI sensors, respectively. Several MultiResolution Analysis pansharpening approaches are used for evaluating the performance improvements with respect to existing methods.
引用
收藏
页数:5
相关论文
共 21 条
  • [1] MTF-tailored multiscale fusion of high-resolution MS and pan imagery
    Aiazzi, B.
    Alparone, L.
    Baronti, S.
    Garzelli, A.
    Selva, M.
    [J]. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2006, 72 (05) : 591 - 596
  • [2] An MTF-based spectral distortion minimizing model for pan-sharpening of very high resolution multispectral images of urban areas
    Aiazzi, B
    Alparone, L
    Baronti, S
    Garzelli, A
    Selva, M
    [J]. 2ND GRSS/ISPRS JOINT WORKSHOP ON REMOTE SENSING AND DATA FUSION OVER URBAN AREAS, 2003, : 90 - 94
  • [3] Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis
    Aiazzi, B
    Alparone, L
    Baronti, S
    Garzelli, A
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (10): : 2300 - 2312
  • [4] Aiazzi B., 2005, P SPIE, V5982
  • [5] Comparison of pansharpening algorithms: Outcome of the 2006 GRS-S data-fusion contest
    Alparone, Luciano
    Wald, Lucien
    Chanussot, Jocelyn
    Thomas, Claire
    Gamba, Paolo
    Bruce, Lori Mann
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (10): : 3012 - 3021
  • [6] [Anonymous], 2015, Remote Sensing Image Fusion
  • [7] Analysis of the Effects of Pansharpening in Change Detection on VHR Images
    Bovolo, Francesca
    Bruzzone, Lorenzo
    Capobianco, Luca
    Garzelli, Andrea
    Marchesi, Silvia
    Nencini, Filippo
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (01) : 53 - 57
  • [8] Hypercomplex Quality Assessment of Multi/Hyperspectral Images
    Garzelli, Andrea
    Nencini, Filippo
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (04) : 662 - 665
  • [10] Multiresolution-based image fusion with additive wavelet decomposition
    Núñez, J
    Otazu, X
    Fors, O
    Prades, A
    Palà, V
    Arbiol, R
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (03): : 1204 - 1211