Title :
The Shiftable Complex Directional Pyramid—Part I: Theoretical Aspects
Author :
Nguyen, Truong T. ; Oraintara, Soontorn
Author_Institution :
Dept. of Electr. Eng., Univ. of Texas at Arlington, Arlington, TX
Abstract :
This paper presents an over-complete multiscale decomposition by combining the Laplacian pyramid and the complex directional filter bank (DFB). The filter bank is constructed in such a way that each complex directional filter is analytical using the dual-tree structure of real fan filters. Necessary and sufficient conditions in order for the resulting multirate filter bank to be shift-invariant in energy sense (shiftability) are derived in terms of the magnitude and phase responses of these filters. Their connection to 2D Hilbert transform relationship is established. The proposed transform possesses several desirable properties including multiresolution, arbitrarily high directional resolution, low redundant ratio, and efficient implementation.
Keywords :
Hilbert transforms; channel bank filters; filtering theory; trees (mathematics); wavelet transforms; 2D Hilbert transform relationship; Laplacian pyramid; complex directional filter bank; directional decomposition; dual-tree structure; energy sense; multirate filter bank; multiresolution representation; over-complete multiscale decomposition; real fan filters; shiftable complex directional pyramid; Discrete wavelet transforms; Energy resolution; Filter bank; Finite impulse response filter; Frequency; Image processing; Laplace equations; Signal processing; Signal resolution; Sufficient conditions; Complex wavelet; directional decomposition; directional filter bank (DFB); dual-tree DWT; multiresolution representation;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2007.912897