Title :
Non-redundant, directionally selective, complex wavelets
Author :
Van Spaendonck, Rutger ; Fernandes, Felix C A ; Coates, Mark ; Burrus, C. Sidney
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
Abstract :
Poor directional selectivity, a major disadvantage of the 2D separable discrete wavelet transform (DWT), has heretofore been circumvented either by using highly redundant, nonseparable wavelet transforms or by using restrictive designs to obtain a pair of wavelet trees. In this paper, we demonstrate that superior directional selectivity may be obtained with no redundancy in any separable wavelet transform. We achieve this by projecting the wavelet transform coefficients onto the Softy space of signals and decimating before processing. A novel reconstruction step guarantees perfect reconstruction within this critically-sampled framework.
Keywords :
channel bank filters; discrete wavelet transforms; filtering theory; image processing; image reconstruction; 2D separable discrete wavelet transform; DWT; Softy space projection; directional selectivity; filter bank; image processing; nonredundant directionally selective complex wavelets; perfect reconstruction; separable wavelet transform; Discrete transforms; Discrete wavelet transforms; Filter bank; Frequency response; Geoscience; Image reconstruction; Impedance; Instruments; Signal processing; Wavelet transforms;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899399