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小波变换方法在高分辨率多光谱图像融合中存在的问题 被引量:24

DISADVANTAGE OF THE METHODS BASED ON WAVELET TRANSFORM IN HIGH-RESOLUTION AND MULTISPECTRAL FUSION IMAGE
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摘要 从理论上证明了小波变换法中存在的方块效应和光谱信息损失 ,同时证明了方块效应和光谱损失与小波变换的尺度密切相关 。 Disadvantages of wavelet approaches were found by the authors as follows. When the scale of wavelet decomposition is small, mosaic occurs on the fusion image; when the scale of wavelet decomposition is large, color content of fusion image loses greatly, and when the scale of wavelet decomposition is equal to image size, mosaic disappears and color content degrades mostly. It was also found that the mosaic size is equal to the scale. The larger the scale is, the more degradation of color content will be. The reason of the above disadvantages was analyzed carefully based on one-dimensional signal model. Finally, experiments were given to illustrate the disadvantages of wavelet approaches.
出处 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2002年第1期77-80,共4页 Journal of Infrared and Millimeter Waves
关键词 图像融合 小波变换 遥感图像分析 方块效应 光谱损失 高分辩率图像 多光谱图像 image fusion, wavelet transform, remote sensing image analysis.
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参考文献5

  • 1Jorge Nunez,Xavier Otazu,Octavi Fors.Image fusion with additive multiresolution wavelet decomposition applications to SPOT+Landsat images[].Journal of the Optical Society of America.1999
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  • 5David A Yocky.Image merging and data fusion by means of the discrete two-dimensional wavelet transform[].Journal of the Optical Society of America.1995

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