Noise Reduction and Analysis for Chang' E-1 Imaging Interferometer (IIM) Data

被引:0
|
作者
Zhu, Feng [1 ]
Liu, Jiahang [1 ]
Chen, Tieqiao [1 ]
机构
[1] Chinese Acad Sci, Xian Inst Opt & Precis Mech, Lab Remote Sensing & Intelligent Informat Syst, Xian, Shaanxi, Peoples R China
关键词
Cluing'E-1; Imaging Interferometer (IIM); hyperspectral image (HSI); restoration; low-rank matrix decomposition (LRMD);
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Imaging Interferometer (IIM) aboard Chang'E-1 is a Fourier transform imaging spectrometer, with goals to analyze the abundance and distribution of chemical elements on the lunar surface. IIM data suffer from various degradations, which will lead to misleading interpretations of IIM data and inaccuracy of subsequent applications. In this paper, we introduced a noise reduction method based on low-rank matrix decomposition theory. The restoration results are expected to have a better performance in image quality and spectral signatures according to visual and quantitative assessments. Meanwhile, we analyze the characteristic of the noise separated from UM data using top spectral view of noise cube. The preliminary analysis of the noise characteristics contribute to optimize the data preprocessing of HM data such as spectrum reconstruction and radiometric correction.
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页码:148 / 153
页数:6
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