Toward Optimal Destriping of MODIS Data Using a Unidirectional Variational Model

被引:223
作者
Bouali, Marouan [1 ]
Ladjal, Said [1 ]
机构
[1] Telecom ParisTech, Dept Traitement Signal & Images, CNRS LTCI, F-75634 Paris 13, France
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2011年 / 49卷 / 08期
关键词
Destriping; histogram matching; Moderate Resolution Imaging Spectroradiometer (MODIS); total variation; variational approach; IMPULSE-RESPONSE FILTERS; LANDSAT MSS IMAGES; SATELLITE DATA; NOISE; REMOVAL; REDUCTION;
D O I
10.1109/TGRS.2011.2119399
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
Images acquired by the Moderate Resolution Imaging Spectroradiometer (MODIS) aboard Terra and Aqua exhibit strong detector striping. This artifact is common to most push-broom scanners and affects both visual interpretation and radiometric integrity of remotely sensed data. A considerable effort has been made to remove stripe noise and reduce its impact on high-level products. Despite the variety of destriping algorithms proposed in the literature, complete removal of stripes without signal distortion is yet to be overcome. In this paper, we tackle the striping issue from a variational angle. Basic statistical assumptions used in previous techniques are replaced by a much realistic geometrical consideration on the striping unidirectional variations. The resulting algorithm is tested on Aqua and Terra MODIS data contaminated with severe stripes and is shown to provide optimal qualitative and quantitative results.
引用
收藏
页码:2924 / 2935
页数:12
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