DocumentCode :
1116668
Title :
A Class of Multiresolution Directional Filter Banks
Author :
Nguyen, Truong T. ; Oraintara, Soontorn
Author_Institution :
Dept. of Electr. Eng., Texas Univ., Arlington, TX
Volume :
55
Issue :
3
fYear :
2007
fDate :
3/1/2007 12:00:00 AM
Firstpage :
949
Lastpage :
961
Abstract :
In this paper, we introduced a class of directional filter banks (DFBs) having the previously proposed uniform DFB (uDFB) as a special case. Except for the uDFB, each DFB in this class can be used to decompose an image yielding up to 12 directions while maintaining perfect reconstruction and maximal decimation. A multiresolution representation can be obtained by repeating the same decomposition at the lowpass band. The permissible property of the filter banks in cases of being implemented by a tree structure and by direct implementation is discussed. The result shows that only one DFB in the class, called the uniform quincunx DFB (uqDFB), satisfies the permissible property when being implemented directly without using the tree structure. The nonuniform quincunx DFB (nuqDFB) is then constructed from the uqDFB by merging its two lowpass subbands. An alternative structure for constructing the nuqDFB is presented. The new structure, while yielding the same frequency partitioning, allows the DFB to be realized with complexity comparable to that of the separable wavelet filter bank. The connection between the discrete filter bank and the continuous directional wavelet is also established. Numerical experiments on directional feature extractions, image denoising and nonlinear approximation are presented at the end of the paper to demonstrate the potential of the nuqDFB
Keywords :
approximation theory; channel bank filters; feature extraction; image denoising; image reconstruction; image representation; image resolution; low-pass filters; trees (mathematics); wavelet transforms; directional feature extractions; discrete filter bank; frequency partitioning; image denoising; lowpass subbands; multiresolution directional filter banks; multiresolution representation; nonlinear approximation; nonuniform quincunx DFB; separable wavelet filter bank; tree structure; Continuous wavelet transforms; Feature extraction; Filter bank; Frequency; Image reconstruction; Merging; Multidimensional systems; Signal resolution; Tree data structures; Visual perception; Contourlet; curvelet; diamond filter; directional decomposition; directional filter bank (DFB); feature extraction; multidimensional filter bank; multiresolution directional filter bank (DFB); multiresolution representation; nonlinear approximation; permissibility; quincunx; wavelet;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2006.887140
Filename :
4099565
Link To Document :
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