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滤波长度为4的双正交多尺度分析的构造 被引量:6

Construction of Biorthonormal Multiresolution Analysis with Length 4
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摘要 该文研究了滤波长度为4的双正交多尺度分析的一般构造.依据Lawton条件,通过解决一个线性代数问题,求出了其实滤波系数所在的范围,给出了一些构造的例子,并通过计算和分析这些小波用于图像压缩的熵和信噪比数据,研究了它们用于图像压缩的性能. By Lawton's condition, it is known that whether two banks of filter coefficients can generate a pair of biorthonormal MRAs depends upon whether the eigenvalues of the so called transition operators defined by these filter coefficients are less than 1. Since such transition operators can be expressed equivalently by matrices, by computing the eigenvalues of the matrices, this paper discusses the conditions the filter coefficients satisfy such that they can generate a pair of biorthonormal MRAs. Therefore, the domains of the filter real coefficients which can generate biorthonormal MRAs and orthonormal MRAs are obtained. Finally, some examples of wavelet are given, and their validity applied to image compression is analyzed by calculating their entropy and peak signal-to-noise ratio. The results show that some wavelets are better than the famous Daubechies wavelet with filter length 4.
出处 《计算机学报》 EI CSCD 北大核心 2002年第11期1184-1188,共5页 Chinese Journal of Computers
基金 本课题得到国家自然科学基金重点项目(69735020) 国家自然科学基金(19871095) 广东省自然科学基金(9902275) 广州市重大科技攻关项目(2000-Z-004-01)资助
关键词 滤波长度 双正交多尺度分析 双正交小波基 特征根 图像压缩 图像处理 Construction Eigenvalues and eigenfunctions Entropy Signal to noise ratio
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同被引文献41

  • 1孙志宏,曾永齐,张飞,李炜.运用图像匹配技术消除开车稀密路[J].棉纺织技术,2004,32(7):9-11. 被引量:2
  • 2曾永齐,孙志宏.运用图像处理技术消除开车稀密路的设想[J].纺织学报,2004,25(6):102-104. 被引量:3
  • 3Daubeehies I. Ten Lectures on Wavelets Philadelphia, PA:SIAM, 1992.
  • 4Mallat S. A Wavelet Tour of Signal Processing. San Diego, CA: Academic, 1998.
  • 5Cohen A, Daubechies I, Feauveau J. Biorthogonal bases of compactly supported wavelets. Communications on Pure and Applied Mathematics, 1992, 45(55): 485-560.
  • 6Vetterli M, Herley C. Wavelet and filter banks: Theory and design. IEEE Transactions on Signal Processing, 1992, 40 (9) : 2207-2232.
  • 7Phoong S M, Kim C W, Vaidyanathan P P, Ansari R. A new class of two-channel biorthogonal filter banks and wavelet bases. IEEE Transactions on Signal Processing, 1995, 43 (3) : 649-665.
  • 8Sweldens W. The lifting scheme: A custom-design construction of biorthogonal wavelets. Applied and Computational Harmonic Analysis, 1996, 3(2) : 186-200.
  • 9Daubechies I, Sweldens W. Factoring wavelet transforms into lifting steps. Journal of Fourier Analysis and Applications, 1998, 4(3): 247-269.
  • 10Li H, Wang Q, Wu L. A novel design of lifting scheme from general wavelet. IEEE Transactions on Signal Processing, 2001, 49(8): 1714-1717.

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