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Image Fusion Method based on Non-Subsampled Contourlet Transform

机译:基于非下采样Contourlet变换的图像融合方法

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摘要

Considering human visual system and characteristics of images, a novel image fusion strategy is presented for panchromatic high resolution image and multispectral image in non-subsampled contourlet transform (NSCT) domain. The NSCT can give an asymptotic optimal representation of edges and contours in image by virtue of its characteristics of good multiresolution, shiftinvariance, and high directionality. An intensity component addition strategy based on NMF algorithm is introduced into NSCT domain to preserve spatial resolution and color content. Experiments show that the proposed algorithm can not only reduce computational complexities, but achieve better performances than other mentioned techniques both in visual point and statistics compared with the traditional principle component analysis (PCA) method, intensity-hue-saturation (IHS) transform technique, wavelet transform weighted fusion method, corresponding wavelet transform-based fusion method, and contourlet transform-based fusion method.
机译:考虑到人的视觉系统和图像的特征,提出了一种新的图像融合策略,用于非下采样轮廓波变换(NSCT)域中的全色高分辨率图像和多光谱图像。 NSCT由于具有良好的多分辨率,平移不变性和高方向性的特征,可以在图像中渐近地表示边缘和轮廓。将基于NMF算法的强度分量相加策略引入到NSCT域中,以保留空间分辨率和色彩含量。实验表明,与传统的主成分分析(PCA)方法,强度-色相饱和度(IHS)变换技术相比,该算法不仅在视觉和统计上均能降低计算复杂度,而且在视觉和统计上均比其他提到的技术具有更好的性能,小波变换加权融合方法,相应的基于小波变换的融合方法和基于轮廓波变换的融合方法。

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