Design of optimal quincunx filter banks for image coding

被引:12
作者
Chen, Yi [1 ]
Adams, Michael D. [1 ]
Lu, Wu-Sheng [1 ]
机构
[1] Univ Victoria, Dept Elect & Comp Engn, Victoria, BC V8W 3P6, Canada
关键词
D O I
10.1155/2007/83858
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Two new optimization-based methods are proposed for the design of high-performance quincunx filter banks for the application of image coding. These new techniques are used to build linear-phase finite-length-impulse-response (FIR) perfect-reconstruction (PR) systems with high coding gain, good frequency selectivity, and certain prescribed vanishing-moment properties. A parametrization of quincunx filter banks based on the lifting framework is employed to structurally impose the PR and linear-phase conditions. Then, the coding gain is maximized subject to a set of constraints on vanishing moments and frequency selectivity. Examples of filter banks designed using the newly proposed methods are presented and shown to be highly effective for image coding. In particular, our new optimal designs are shown to outperform three previously proposed quincunx filter banks in 72% to 95% of our experimental test cases. Moreover, in some limited cases, our optimal designs are even able to outperform the well-known (separable) 9/7 filter bank (from the JPEG-2000 standard).
引用
收藏
页数:18
相关论文
共 33 条
[1]  
ADAMS MD, 1999, ELEC 545 PROJECT WAV
[2]   Wavelet transforms that map integers to integers [J].
Calderbank, AR ;
Daubechies, I ;
Sweldens, W ;
Yeo, BL .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 1998, 5 (03) :332-369
[3]  
CHAN SC, 2001, P IEEE ICIP OCT, V2, P241
[4]   MULTIDIMENSIONAL MULTIRATE FILTERS AND FILTER BANKS DERIVED FROM ONE-DIMENSIONAL FILTERS [J].
CHEN, TH ;
VAIDYANATHAN, PP .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (05) :1749-1765
[5]  
CHEN Y, 2006, THESIS U VICTORIA VI
[6]   Multidimensional two-channel linear phase FIR filter banks and wavelet bases with vanishing moments [J].
Cooklev, T ;
Nishihara, A ;
Yoshida, T ;
Sablatash, M .
MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING, 1998, 9 (01) :39-76
[7]   Factoring wavelet transforms into lifting steps [J].
Daubechies, I ;
Sweldens, W .
JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 1998, 4 (03) :247-269
[8]   An orthogonal family of quincunx wavelets with continuously adjustable order [J].
Feilner, M ;
Van de Ville, D ;
Unser, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (04) :499-510
[9]  
Gouze A, 2000, IEEE IMAGE PROC, P665, DOI 10.1109/ICIP.2000.901046
[10]  
*ISO IEC, 2000, 154441 ISO IEC