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 im...Show MoreMetadata
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.
Published in: IEEE Transactions on Image Processing ( Volume: 5, Issue: 12, December 1996)
DOI: 10.1109/83.544571
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- IEEE Keywords
- Index Terms
- Binary Image ,
- Wavelet Decomposition ,
- Binary Decomposition ,
- Binary Wavelet ,
- Fourier Transform ,
- Wavelet Transform ,
- Discrete Fourier Transform ,
- Complex Field ,
- Real Field ,
- Finite Field ,
- Perfect Reconstruction ,
- Signal Processing ,
- Low-pass ,
- Column Vector ,
- Invertible ,
- Vector-based ,
- High-pass Filter ,
- Transformation Matrix ,
- Even Number ,
- Polynomial Of Degree ,
- Filter Scale ,
- Output Filter ,
- Elements In Order ,
- Spectral Components ,
- Cyclic Shift ,
- Subband ,
- Separate Filters ,
- N-vector ,
- Extensive Field
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Binary Image ,
- Wavelet Decomposition ,
- Binary Decomposition ,
- Binary Wavelet ,
- Fourier Transform ,
- Wavelet Transform ,
- Discrete Fourier Transform ,
- Complex Field ,
- Real Field ,
- Finite Field ,
- Perfect Reconstruction ,
- Signal Processing ,
- Low-pass ,
- Column Vector ,
- Invertible ,
- Vector-based ,
- High-pass Filter ,
- Transformation Matrix ,
- Even Number ,
- Polynomial Of Degree ,
- Filter Scale ,
- Output Filter ,
- Elements In Order ,
- Spectral Components ,
- Cyclic Shift ,
- Subband ,
- Separate Filters ,
- N-vector ,
- Extensive Field