DocumentCode :
1413628
Title :
Directional Lapped Orthogonal Transform: Theory and Design
Author :
Muramatsu, Shogo ; Han, Dandan ; Kobayashi, Tomoya ; Kikuchi, Hisakazu
Author_Institution :
Dept. of Electr. & Electron. Eng., Niigata Univ., Niigata, Japan
Volume :
21
Issue :
5
fYear :
2012
fDate :
5/1/2012 12:00:00 AM
Firstpage :
2434
Lastpage :
2448
Abstract :
This paper proposes a directional design method of 2-D nonseparable linear-phase paraunitary filter banks. The proposed method is based on a lattice structure consisting of the 2-D separable DCT block and nonseparable support extension processes. Because of the nonseparability, the bases are allowed to be directional with the critically fixed subsampling, overlapping, orthogonal, symmetric, real-valued, and compact support properties. First, a novel vanishing moment (VM) condition is introduced as a suitable directional constraint, where the moment is referred to as the trend VM. The condition forces wavelet filters, i.e., high-pass and bandpass filters, to annihilate trend-surface components. Second, some theoretical properties of TVMs are discussed for general 2-D paraunitary systems, and then, the properties are applied to the lattice parameters. In order to verify the significance, several design examples are shown, the trend-surface annihilation properties are numerically confirmed, and the denoising capability is evaluated for images through shrinkage. It is shown that our proposed transforms yield perceptually preferable results.
Keywords :
channel bank filters; discrete cosine transforms; image denoising; wavelet transforms; 2D nonseparable linear-phase paraunitary filter banks; 2D separable DCT block; bandpass filters; directional constraint; directional design method; directional lapped orthogonal transform; force wavelet filters; general 2D paraunitary systems; high-pass filter; image denoising; lattice structure; nonseparable support extension process; trend-surface annihilation property; trend-surface components; vanishing moment condition; Discrete wavelet transforms; Equations; Lattices; Surface waves; Transform coding; Vectors; 2-D discrete wavelet transform (DWT); GenLOT; multidimensional filter banks; nonseparable filter design; trend vanishing moments (TVMs); Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2011.2182055
Filename :
6121947
Link To Document :
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