A COMBINED HYPERSPECTRAL IMAGE RESTORATION AND FUSION APPROACH

被引:0
作者
Zhang, Yifan [1 ]
Duijster, Arno [1 ]
Scheunders, Paul [1 ]
机构
[1] Univ Antwerp, IBBT, Vis Lab, Dept Phys, B-2610 Antwerp, Belgium
来源
2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5 | 2009年
关键词
Deconvolution; Expectation-Maximization (EM); fusion; hyperspectral image; restoration;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper, we present a combined image restoration and fusion approach to enhance the spatial resolution of hyper-spectral (HS) Images, using a low spatial resolution HS observation and a high spatial resolution multispectral (MS) observation of the same scene The proposed approach is based on an iterative Expectation-Maximization restoration algorithm, improving the spatial resolution of the HS observation by knowledge of the images point spread function, combined with a Bayesian fusion approach, using the MS observation at a higher spatial resolution scale as an auxiliary. A practical implementation scheme is presented. Simulation experiments are conducted for performance evaluation.
引用
收藏
页码:2297 / 2300
页数:4
相关论文
共 7 条
  • [1] Chang C.-I., 2003, Hyperspectral Imaging: Techniques for Spectral Detection and Classification
  • [2] DUIJSTER A, 2008, P 2008 INT GEOSC REM, V3, P79
  • [3] An EM algorithm for wavelet-based image restoration
    Figueiredo, MAT
    Nowak, RD
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (08) : 906 - 916
  • [4] Wavelet-based hyperspectral and multispectral image fusion
    Gomez, RB
    Jazaeri, A
    Kafatos, M
    [J]. GEO-SPATIAL IMAGE AND DATA EXPLOITATION II, 2001, 4383 : 36 - 42
  • [5] MAP estimation for hyperspectral image resolution enhancement using an auxiliary sensor
    Hardie, RC
    Eismann, MT
    Wilson, GL
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (09) : 1174 - 1184
  • [6] Ranchin T, 2000, PHOTOGRAMM ENG REM S, V66, P49
  • [7] A universal image quality index
    Wang, Z
    Bovik, AC
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (03) : 81 - 84