A binary wavelet decomposition of binary images

被引:64
作者
Swanson, MD
Tewfik, AH
机构
[1] Department of Electrical Engineering, University of Minnesota, Minneapolis
关键词
D O I
10.1109/83.544571
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We construct a theory of binary wavelet decompositions of finite binary images, The new binary wavelet transform uses simple modulo-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.
引用
收藏
页码:1637 / 1650
页数:14
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