DocumentCode :
1468117
Title :
A binary wavelet decomposition of binary images
Author :
Swanson, Mitchell D. ; Tewfik, Ahmed H.
Author_Institution :
Dept. of Electr. Eng., Minnesota Univ., Minneapolis, MN, USA
Volume :
5
Issue :
12
fYear :
1996
fDate :
12/1/1996 12:00:00 AM
Firstpage :
1637
Lastpage :
1650
Abstract :
We construct a theory of binary wavelet decompositions of finite binary images. The new binary wavelet transform uses simple module-2 operations. It shares many of the important characteristics of the real wavelet transform. In particular, it yields an output similar to the thresholded output of a real wavelet transform operating on the underlying binary image. We begin by introducing a new binary field transform to use as an alternative to the discrete Fourier transform over GF(2). The corresponding concept of sequence spectra over GF(2) is defined. Using this transform, a theory of binary wavelets is developed in terms of two-band perfect reconstruction filter banks in GF(2). By generalizing the corresponding real field constraints of bandwidth, vanishing moments, and spectral content in the filters, we construct a perfect reconstruction wavelet decomposition. We also demonstrate the potential use of the binary wavelet decomposition in lossless image coding
Keywords :
Galois fields; band-pass filters; binary sequences; filtering theory; image coding; image reconstruction; image resolution; transform coding; wavelet transforms; GF(2); bandwidth; binary field transform; binary wavelet decomposition; finite binary images; lossless image coding; real field constraints; sequence spectra; simple module-2 operations; spectral content; two-band perfect reconstruction filter banks; vanishing moments; wavelet transform; Arithmetic; Discrete Fourier transforms; Discrete wavelet transforms; Filter bank; Fourier transforms; Galois fields; Image coding; Image reconstruction; Wavelet analysis; Wavelet transforms;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.544571
Filename :
544571
Link To Document :
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