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.
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页数:5
相关论文
共 21 条
  • [11] Fusion of Multispectral and Panchromatic Images Based on Morphological Operators
    Restaino, Rocco
    Vivone, Gemine
    Dalla Mura, Mauro
    Chanussot, Jocelyn
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (06) : 2882 - 2895
  • [12] Hyper-Sharpening: A First Approach on SIM-GA Data
    Selva, Massimo
    Aiazzi, Bruno
    Butera, Francesco
    Chiarantini, Leandro
    Baronti, Stefano
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2015, 8 (06) : 3008 - 3024
  • [13] Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics
    Thomas, Claire
    Ranchin, Thierry
    Wald, Lucien
    Chanussot, Jocelyn
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2008, 46 (05): : 1301 - 1312
  • [14] VIVONE G, 2014, P IEEE IGARSS, P2649, DOI DOI 10.1109/IGARSS.2014.6947018
  • [15] A Critical Comparison Among Pansharpening Algorithms
    Vivone, Gemine
    Alparone, Luciano
    Chanussot, Jocelyn
    Dalla Mura, Mauro
    Garzelli, Andrea
    Licciardi, Giorgio A.
    Restaino, Rocco
    Wald, Lucien
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (05): : 2565 - 2586
  • [16] Wald L, 1997, PHOTOGRAMM ENG REM S, V63, P691
  • [17] Wald L., 2002, DATA FUSION DEFINITI
  • [18] A universal image quality index
    Wang, Z
    Bovik, AC
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (03) : 81 - 84
  • [19] Yokoya J. Chanussot, 4 WORKSH HYP IM SIGN, V1-4, P147
  • [20] Coupled Nonnegative Matrix Factorization Unmixing for Hyperspectral and Multispectral Data Fusion
    Yokoya, Naoto
    Yairi, Takehisa
    Iwasaki, Akira
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (02): : 528 - 537