期刊文献+

一种基于非降采样Contourlet变换的遥感图像融合方法 被引量:7

A New Method for Remote Sensing Image Fusion Based on Nonsubsampled Contourlet Transform
原文传递
导出
摘要 给出了一种非降采样Contourlet变换和HIS变换相结合的遥感图像融合算法.非降采样Contourlet变换是一种平移不变的小波变换方法,且具有良好的方向选择性,其对图像做多分辨率分析得到的高频子带,有效地表达了图像中的细节特征信息.结合HIS变换,非降采样Contourlet变换将细节注入到多光谱图像得到的融合图像,不但具有较高的空间分辨率,而且有效保持了多光谱图像的光谱特征.实际的SPOT全色图像和TM多光谱波段融合结果表明,所提议方法的性能优于目前广泛使用的小波域方法如离散小波变换和A Trous小波变换以及Contourlet变换等融合方法. A new method for remote sensing image fusion based on Non Subsampled Contourlet Transform (NSCT) is presented. The NSCT is a shift - invariant directional wavelet transform approach. Multiresolution analysis of the image resuits in several high-pass subbands representing efficiently the detailed information of the image. Combined with the HIS transforrn, NSCT injects details into multispectral images. Therefore, the merged images obtained from NSCT not only has high spatial resolution but also keeps the high fidelity of spectral characteristics. Experimental results for Real SPOT panchromatic image and TM multispectral images show that the performances of proposed method are better than recently wide-used wavelet domain methods,such as Discrete Wavelet Transform,A Trous Transform and Contourlet Transform,etc.
出处 《复旦学报(自然科学版)》 CAS CSCD 北大核心 2008年第1期124-128,134,F0003,共7页 Journal of Fudan University:Natural Science
基金 国家自然科学基金资助项目(60672116) 上海市重点学科建设资助项目(B112)
关键词 遥感图像 图像融合 非降采样Contourlet变换 HIS变换 remote sensing images image fusion nonsubsampled eontourlet transform HIS transform
  • 相关文献

参考文献12

  • 1Carper W J, Lillesand T M, Kiefer R W. The use of intensity hue saturation transform for merging SPOT panchromatic and multispectral image data [J]. Photogramm Eng Remote Sens, 1990,56(4) :459-467.
  • 2Schowengerdt R A. Reconstruction of multi-spatial, multi-spectral image data using spatial frequency content [J]. Photogramm Eng Remote Sens , 1980,46(10) : 1325-1334.
  • 3Chavez P S,Kwarteng A Y. Extracting spectral contrast in Landsat Thematic Mapper image data using selective principle component analysis [J]. Photogramm Eng Remote Sens, 1989,55(3) :339-348.
  • 4Zhou J, Civco D L, Silander J A. A wavelet transform method to merge Landsat TM and SPOT panchromatic data [J ]. International Journal of Remote Sens, 1998,19 (4) : 743-757.
  • 5Freeman W T,Adelson E H. The design and use of steerable filters [J]. IEEE Trans Pattern Anal Mach Intell ,1991,13(9) :891-906.
  • 6Kingsbury N. Image processing with complex wavelets [J]. Phil Trans Roy Soc London-Ser A, 1999,357 (1760) :2543-2560.
  • 7Nunez J,Otazu X,Octavi F, et al. Multiresolution-based image fusion with additive wavelet decomposition [J]. IEEE Trans Geo and Remote Sens,1999,37(3) :1204-1211.
  • 8Do M N, Vetterli M. The contourlet transform: An efficient directional multiresolution image representation [J]. IEEE Trans Image Processing ,2005,14(12) :2091-2106.
  • 9Arthur L C da, Zhou J P, Do M N. The nonsubsampled contourlet transform: Theory, design, and applications [ J ]. IEEE Trans Image Processing, 2006,15 ( 10 ): 3089- 3101.
  • 10Peter J,Burt,Edward H. The Laplacian pyramid as a compact image code [J]. IEEE Trans on Communications, 1983,31 (4) : 532-540.

同被引文献85

引证文献7

二级引证文献31

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部