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