红外与毫米波学报, 2013, 32 (6): 569, 网络出版: 2014-01-02   

基于低秩张量分析的高光谱图像降维与分类

Dimensionality reduction and classification based on lower rank tensor analysis for hyperspectral imagery
陈昭 1,*王斌 1,2张立明 1
作者单位
1 复旦大学 电子工程系,上海200433
2 复旦大学 波散射与遥感信息重点实验室,上海200433
引用该论文

陈昭, 王斌, 张立明. 基于低秩张量分析的高光谱图像降维与分类[J]. 红外与毫米波学报, 2013, 32(6): 569.

CHEN Zhao, WANG Bin, ZHANG Li-Ming. Dimensionality reduction and classification based on lower rank tensor analysis for hyperspectral imagery[J]. Journal of Infrared and Millimeter Waves, 2013, 32(6): 569.

参考文献

[1] Chang C-I. Hyperspectral imaging: techniques for spectral detection and classification [M]. New York: Plenum, 2003.

[2] Renard N, Bourennane S., Dimensionality reduction based on tensor modeling for classification methods [J]. IEEE Trans. on Geosci. Remote Sens., 2009, 47(4):`801805.

[3] Cichochi A , Zdunek R, Phan A H, et al.Nonnegative matrix and tensor factorizations [M].New York: Wiley, 2009.

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[6] Chang C, Du Q. Estimation of number of spectrally distinct signal sources in hyperspectral imagery [J]. IEEE Trans. on Geosci. Remote Sens. 2004, 42(3):`608619.

[7] Letexier D, Bourennane S, Blanc-Talon J. Nonorthogonal tensor matricization for hyperspectral image filtering [J]. IEEE Geosci. Remote Sens. Letters, 2008, 5(4):` 37.

[8] Renard N, Bourennane S, Blanc-Talon J. Multiway filtering applied on hyperspectral images [J].ACIVS 2006, LNCS2006, 4179:127137.

[9] Letexier D, Bourennane S. Estimation of n-mode ranks of hyperspectral images for tensor denoising[J]. EUSIPCO 2009: 25942597.

[10] Huck A, Guillaume M. Estimation of the hyperspectral tucker ranks [J]. ICASSP 2009:12811284.

[11] Melgani F, Bruzzone L. Classification of hyperspectral remote sensing images with support vector machines [J]. IEEE Trans. on Geosci. Remote Sens. 2004, 42(8):17781790.

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陈昭, 王斌, 张立明. 基于低秩张量分析的高光谱图像降维与分类[J]. 红外与毫米波学报, 2013, 32(6): 569. CHEN Zhao, WANG Bin, ZHANG Li-Ming. Dimensionality reduction and classification based on lower rank tensor analysis for hyperspectral imagery[J]. Journal of Infrared and Millimeter Waves, 2013, 32(6): 569.

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