Title :
An M-band, 2-dimensional translation-invariant wavelet transform and applications
Author :
Del Marco, Stephen ; Heller, Peter ; Weiss, John
Author_Institution :
Aware Inc., Cambridge, MA, USA
Abstract :
This paper develops a two-dimensional M-band translation-invariant wavelet transform (2-D MTI). Use of the MTI overcomes the shift-variance of the wavelet transform by applying a cost function over M shifts of the input signal. The new transform is proven to be translation-invariant. Use of M-band wavelets enables a finer frequency partitioning and greater energy compaction in the transform representation. Examples are presented which show that the translation-invariant transforms provide superior energy concentration compared to the corresponding nominal wavelet transforms. Examples are also presented comparing the energy concentration capability of M-band wavelets and the modulated lapped transform (MLT). We explored the MTI as a tool for image processing by using it to represent several different images
Keywords :
image processing; image representation; modulation; wavelet transforms; 2D M-band translation-invariant wavelet transform; M-band wavelets; cost function; energy compaction; energy concentration; frequency partitioning; image processing; image representation; input signal; modulated lapped transform; shift-variance; transform representation; translation invariant transform; Artificial intelligence; Costs; Discrete wavelet transforms; Filter bank; Filtering; Frequency; Image processing; Two dimensional displays; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480421