Symmetric nearly shift-invariant tight frame wavelets

被引:43
作者
Abdelnour, AF
Selesnick, IW
机构
[1] Mem Sloan Kettering Canc Ctr, New York, NY 10021 USA
[2] Polytech Univ, Dept Elect & Comp Engn, Brooklyn, NY 11201 USA
基金
美国国家科学基金会;
关键词
denoising; frame; symmetric filterbanks; wavelet transform;
D O I
10.1109/TSP.2004.838959
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
K-regular two-band orthogonal filterbanks have been applied to image processing. Such filters can be extended into a case of downsampling by two and more than two filters provided that they satisfy a set of conditions. Such a setup allows for more degrees of freedom but also at the cost of higher redundancy. The latter depends directly on the number of the wavelet filters involved. Tight frame filters allow the design of smooth scaling functions and wavelets with a limited number of coefficients. Moreover, such filters are nearly shift invariant, a desirable feature in many applications. In this paper, we explore a family of symmetric tight frame finite impulse response (FIR) filters characterized by the relations H-3(z) = H-0(-z) and H-2(z) = H-1(-z). They are simple to design and exhibit a degree of near orthogonality, in addition to near shift invariance. Both properties are desirable for noise removal purposes.
引用
收藏
页码:231 / 239
页数:9
相关论文
共 32 条
[1]  
ABDELNOUR AF, 2002, THESIS POLYTECHNIC U
[2]  
Adams WW, 1994, Graduate Studies in Mathematics, V3, pxiv+289
[3]  
[Anonymous], 1993, Ten Lectures of Wavelets
[4]   Frame-theoretic analysis of oversampled filter banks [J].
Bolcskei, H ;
Hlawatsch, F ;
Feichtinger, HG .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (12) :3256-3268
[5]  
Bolcskei H, 1997, INT CONF ACOUST SPEE, P2453, DOI 10.1109/ICASSP.1997.599570
[6]   Compactly supported tight and sibling frames with maximum vanishing moments [J].
Chui, CK ;
He, WJ ;
Stöckler, J .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2002, 13 (03) :224-262
[7]   Compactly supported tight frames associated with refinable functions [J].
Chui, CK ;
He, WJ .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2000, 8 (03) :293-319
[8]  
COX D, 1991, IDEALS VARIETIES ALG
[9]   Oversampled filter banks [J].
Cvetkovic, Z ;
Vetterli, M .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (05) :1245-1255
[10]   Overcomplete expansions and robustness [J].
Cvetkovic, Z ;
Vetterli, M .
PROCEEDINGS OF THE IEEE-SP INTERNATIONAL SYMPOSIUM ON TIME-FREQUENCY AND TIME-SCALE ANALYSIS, 1996, :325-328