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基于Contourlet的图像融合新方法 被引量:9

Novel Algorithm of Multi-sensor Image Fusion Using Contourlet
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摘要 首先分析了小波变换在进行图像处理时不能有效表示直线/曲线的奇异性问题,然后研究了能够很好表示二维或更高维奇异性的Contourlet变换的基本原理。接着讨论了将Contourlet变换应用于图像融合的可行性,提出了基于Contourlet变换方法进行图像融合的基本架构,并对变换系数的设置与融合过程的处理进行了详细说明。对主客观性能比较进行了仿真实验,结果表明,提出的新方法比其它几种方法的融合效果要好得多。 The problem of contour segment of 2-dimensional image could not be gotten very well with wavelet transform in image processing is analyzed in this paper. The linear and curve singularity could not be expressed by wavelet transform. Then, the principal of Contourlet and its good performance in expressing the singularity of 2-dimensional or high dimensional are studied. The feasibility of image fusion using contourlet transform is discussed in detail. A new fusion method based on Contourlet transform and the fusion framework of it are proposed. The coefficients structure and the fusion procedure are given in detail in this paper, Experiments show that the proposed algorithm works better in preserving the edge and texture information than the other methods, such as wavelet transform method and Laplacian pyramid methods, do in image fusion.
出处 《计算机科学》 CSCD 北大核心 2008年第5期231-235,共5页 Computer Science
基金 国家自然科学基金(60702063) 国防预研项目和广西区青年科学基金(桂科青0640067)资助
关键词 图像融合 Coritourlet 金字塔方向滤波器组 奇异性 Image fusion, Contourlet, Pyramidal directional filter bank, Singularity
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参考文献6

  • 1Do M N, Vetterli M. The Contourlet Transform: An Efficient Directional Multiresolution Image Representation. IEEE Transactions on Image Processing, 2004:1-16.
  • 2Do M N, Vetterli M. Contourlets[A]. Academic Press,2002. 1-27.
  • 3喻汉龙,余胜生,周敬利,郑武.一种基于改进的contourlet变换的图像压缩算法[J].计算机工程与应用,2005,41(14):40-43. 被引量:7
  • 4Li S T . Multifocus Image Fusion Using Contourlet [ C ] / / ISTM/2005 : 6^th International Symposium on Test and Measurement. Volsl-9, Conference Proceedings:6358-6361.
  • 5Burt P J, Adelson E H. The Laplacian Pyramid as a Compact Image Code[J]. IEEE Transactions on Communications, 1983, 31(4) :532-540.
  • 6Do M N, Vetterli M. Framing Pyramids[J]. IEEE Trans on Signal Processing, 2003, 51(9) : 2329-2342.

二级参考文献9

  • 1刘海,杜锡钰,裘正定.四方向上的任意角度扇形数字滤波器的设计[J].通信学报,1994,15(4):11-20. 被引量:4
  • 2Chen T, Vaidyanathan P P.Multidimensional multirate filters and filter banks derived from one-dimensional filters[J].1993 ;41(5):1749~1765.
  • 3M N Do. Directional Multiresolution Image Representations[D].Ph D Thesis. Department of Communication Systems,Swiss Federal Institute of Technology Lausanne,2001-11:71.
  • 4Bamberger R H, Smith M J T.A filter bank for the directional decomposition of images:theory and design[J].IEEE Transactions on Acoustics ,Speech ,and Signal Processing, 1992 ;40(4) :882~893.
  • 5Peter J Burt,Edward H Adelson.The Laplacian Pyramid as a Compact Image Code[J].IEEE Transactions on Communications, 1983.
  • 6Shapiro J M.Embedded image coding using zero trees of wavelet coefficients[J] .IEEE Trans on Signal Processing, 1993; 41 ( 12 ):3445~ 3462.
  • 7Said A,Pearlman W A.A new,fast,and efficient image codec based on set partitioning in hierarchical trees[J].IEEE Trans on Circuits and Systems for Video Tech,1996;6(3):243~2493.
  • 8D D-Y Po,M N Do. Directional multiscale statistical modeling of images[C].In:Proc of SPIE conference on Wavelet Applications in Signal and Image Processing X,San Diego,USA,2003-08.
  • 9Y Lu,M N Do. CRISP-contourlets:a critically sampled directional multiresolution image representation[C].In :proc of SPIE conference on Wavelet Applications in Signal and Image Processing X,San Diego,USA ,2003-08.

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