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基于非采样Contourlet变换的高光谱图像融合算法

常威威 郭雷 付朝阳

火力与指挥控制2009,Vol.34Issue(10):121-124,4.
火力与指挥控制2009,Vol.34Issue(10):121-124,4.

基于非采样Contourlet变换的高光谱图像融合算法

Research on Fusion of Hyperspectral Images based on Nonsubsampled Contourlet Transform

常威威 1郭雷 1付朝阳1

作者信息

  • 1. 西北工业大学自动化学院,陕西,西安,710072
  • 折叠

摘要

Abstract

There are hundreds of bands in hyperspectral data and the bands are highly correlative. The difficulty of analysis could be- reduced by using fusion technology. A novel hyperspectral image fusion algorithm based on nonsubsampled Contourlet transform is proposed. Firstly, feature images extraction is applied to hyperspectral images; then, several feature images extracted are separately decomposed into multiresolution representation by nonsubsampled Contourlet transform and the coefficients are fused according to the weights which are calculated with the energy of the corresponding neighbor region. Finally, the fused coefficients are reconstructed by reverse nonsubsampled Contourlet transform. Experimental results for real OMIS hyperspectral images show that the proposed fusion algorithm of hyperspectral images based on nonsubsampled Contourlet transform could well retain spatial and spectral feature. In addition, it outperforms than the typical fusion algorithms such as wavelet transform and Contourlet transform.

关键词

高光谱图像/图像融合/非采样Contourlet变换/特征提取

Key words

hyperspectral images/image fusion/nonsubsampled contourlet transform/feature extraction

分类

信息技术与安全科学

引用本文复制引用

常威威,郭雷,付朝阳..基于非采样Contourlet变换的高光谱图像融合算法[J].火力与指挥控制,2009,34(10):121-124,4.

基金项目

国家自然科学基金资助项目(60675015) (60675015)

火力与指挥控制

OA北大核心CSCDCSTPCD

1002-0640

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