Subspace-Based Striping Noise Reduction in Hyperspectral Images

被引:99
作者
Acito, N. [2 ]
Diani, M. [1 ]
Corsini, G. [1 ]
机构
[1] Univ Pisa, Dept Informat Engn, I-56122 Pisa, Italy
[2] Accademia Navale, Dipartimento Armi Navali, I-57127 Livorno, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2011年 / 49卷 / 04期
关键词
Hyperspectral noise estimation; striping noise reduction; EO-1; HYPERION; ALGORITHM; REMOVAL;
D O I
10.1109/TGRS.2010.2081370
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
In this paper, a new algorithm for striping noise reduction in hyperspectral images is proposed. The new algorithm exploits the orthogonal subspace approach to estimate the striping component and to remove it from the image, preserving the useful signal. The algorithm does not introduce artifacts in the data and also takes into account the dependence on the signal intensity of the striping component. The effectiveness of the algorithm in reducing striping noise is experimentally demonstrated on real data acquired both by airborne and satellite hyperspectral sensors.
引用
收藏
页码:1325 / 1342
页数:18
相关论文
共 31 条
[1]   A New Algorithm for Robust Estimation of the Signal Subspace in Hyperspectral Images in the Presence of Rare Signal Components [J].
Acito, N. ;
Diani, M. ;
Corsini, G. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (11) :3844-3856
[2]   RADIOMETRIC EQUALIZATION OF NON-PERIODIC STRIPING IN SATELLITE DATA [J].
ALGAZI, VR ;
FORD, GE .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 16 (03) :287-295
[3]   Imaging spectroscopy for desertification studies: Comparing AVIRIS and EO-1 Hyperion in Argentina drylands [J].
Asner, GP ;
Heidebrecht, KB .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (06) :1283-1296
[4]   Estimation of number of spectrally distinct signal sources in hyperspectral imagery [J].
Chang, CI ;
Du, Q .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (03) :608-619
[5]   Destriping CMODIS data by power filtering [J].
Chen, JS ;
Shao, Y ;
Guo, HD ;
Wang, WM ;
Zhu, BQ .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (09) :2119-2124
[6]   Striping removal in MOS-B data [J].
Corsini, G ;
Diani, M ;
Walzel, T .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (03) :1439-1446
[7]  
CRIPPEN RE, 1989, PHOTOGRAMM ENG REM S, V55, P327
[8]   Preprocessing EO-1 Hyperion hyperspectral data to support the application of agricultural indexes [J].
Datt, B ;
McVicar, TR ;
Van Niel, TG ;
Jupp, DLB ;
Pearlman, JS .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (06) :1246-1259
[9]   Destriping MODIS Data Using Overlapping Field-of-View Method [J].
di Bisceglie, Maurizio ;
Episcopo, Roberto ;
Galdi, Carmela ;
Ullo, Silvia Liberata .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (02) :637-651
[10]   Destriping multisensor imagery with moment matching [J].
Gadallah, FL ;
Csillag, F ;
Smith, EJM .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2000, 21 (12) :2505-2511