基于非下采样三通道不可分对称小波的多光谱图像融合

刘斌;彭嘉雄

电子学报 ›› 2011, Vol. 39 ›› Issue (5) : 1094-1099.

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PDF(834 KB)
电子学报 ›› 2011, Vol. 39 ›› Issue (5) : 1094-1099.
学术论文

基于非下采样三通道不可分对称小波的多光谱图像融合

  • 刘斌1, 彭嘉雄2
作者信息 +

Multi-Spectral Image Fusion Method Based on Nonsubsampled Three Channels Nonseparable Symmetrical Wavelets

  • LIU Bin1, PENG Jia-xiong2
Author information +
文章历史 +

摘要

针对IHS变换融合方法不能保持好的光谱信息,张量积小波变换融合方法生成的融合结果图像空间分辨率偏低、且易产生方块效应等不足.提出了一种基于三通道不可分对称小波的多光谱图像融合方法.利用矩阵扩充的方法,给出了三通道不可分对称小波滤波器组的构造方法,用所构造的不可分小波滤波器组分别对多光谱图像的亮度分量和全色图像作非下采样多尺度分解,采用高频分量替代、低频分量取平均进行融合.实验结果表明,该方法有较好的融合效果,其保持光谱信息的能力和空间分辨率信息的能力比基于IHS融合方法、基于DWT的融合方法和基于IHS-DWT的融合方法都强.

Abstract

In order to solve the problems that the image fusion method based on IHS transform can not preserve good spectral information and the image fusion method based on separable discrete wavelet transform is low in spatial resolution and block effect is exist in the fused image,a new multispectral image fusion method based on IHS transform and three channels nonseparable symmetrical wavelets is proposed.A construction method of the symmetrical filter bank relating to this kind of wavelet is presented.The multi-resolution decompositions of the intensity of the multispectral image and panchromatic image are performed in nonsubsampled mode using the filter bank constructed.The approximation images and the detail images of the multi-resolution pyramids are fused.The experiment results show that this method has good visual effect.The fusion performance outperforms the IHS fusion method,the fusion method based on DWT and the fusion method based on IHS-DWT in preserving spectral quality and high spatial resolution information.

关键词

图像融合 / 不可分小波 / 多光谱图像 / 全色图像

Key words

image fusion / nonseparable wavelets / multispectral image / panchromatic image

引用本文

导出引用
刘斌;彭嘉雄. 基于非下采样三通道不可分对称小波的多光谱图像融合[J]. 电子学报, 2011, 39(5): 1094-1099.
LIU Bin;PENG Jia-xiong. Multi-Spectral Image Fusion Method Based on Nonsubsampled Three Channels Nonseparable Symmetrical Wavelets[J]. Acta Electronica Sinica, 2011, 39(5): 1094-1099.
中图分类号: TP391.4   

基金

国家自然科学基金 (No.61072126,No.10477007); 湖北省自然科学重点基金 (No.2009CDA133)
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国家自然科学基金(No.61072126,No.10477007);湖北省自然科学重点基金(No.2009CDA133)
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