DocumentCode :
417524
Title :
A multiresolution directional filter bank for image applications
Author :
Nguyen, Truong T. ; Oraintara, Soontorn
Author_Institution :
Dept. of Electr. Eng., Texas Univ., Arlington, TX, USA
Volume :
3
fYear :
2004
fDate :
17-21 May 2004
Abstract :
We propose a new formulation of directional filter banks (DFBs). By using a non-uniform and non-separable filter bank, a critically sampled multiresolution directional image representation can be obtained efficiently. The resulting DFB yields non-uniform frequency division which is composed of one lowpass channel with a decimation factor of one-fourth and six highpass directional channels with a decimation factor of one-eighth. It overcomes the limited directional selectivity of separable wavelets and the limited resolution of the conventional DFB. The lowpass channel can be used to obtain multiresolution representation by simply re-iterating the same DFB decomposition. On the other hand, the directional subbands can be further refined by simply applying a two-channel DFB at each highpass channel. A simple design method yielding near orthogonal uniform and non-uniform multidimensional filter banks is discussed, and, finally, a numerical experiment is presented to demonstrate the potential of the new image basis.
Keywords :
channel bank filters; filtering theory; high-pass filters; image reconstruction; image representation; image resolution; iterative methods; low-pass filters; critically sampled image representation; directional image representation; highpass directional channels; image applications; image reconstruction; lowpass channel; multiresolution directional filter bank; multiresolution image representation; nonseparable filter bank; nonuniform filter bank; Binary trees; Design methodology; Discrete transforms; Discrete wavelet transforms; Filter bank; Frequency conversion; Image reconstruction; Image representation; Image resolution; Signal resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8484-9
Type :
conf
DOI :
10.1109/ICASSP.2004.1326475
Filename :
1326475
Link To Document :
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