Title :
Wavelet-Based Image Interpolation Using Phase-Shift Compensation
Author :
Kim, Sang Soo ; Eom, IL Kyu ; Kim, Yoo Shin
Author_Institution :
Dept. of Electron. Eng., Pusan Nat. Univ.
fDate :
Oct. 30 2005-Nov. 2 2005
Abstract :
Image interpolation in the wavelet domain usually takes advantage of probabilistic models of intra-scale statistics and inter-scale dependency. Parameter estimation for the probabilistic model of wavelet coefficients is essential to the wavelet-domain interpolation. However, phase uncertainty, one well-known drawback of the orthogonal wavelet transforms, makes it difficult to estimate parameters. In this paper, we adopt a phase shifting matrix in order to improve the accuracy of estimation. Nonlinear modeling to capture the inter-scale characteristics is also described. The experimental results show that the proposed method outperforms the previous wavelet-domain interpolation method as well as the conventional bicubic method
Keywords :
image resolution; interpolation; parameter estimation; probability; wavelet transforms; interscale dependency; intrascale statistics; nonlinear modeling; parameter estimation; phase shifting matrix; phase-shift compensation; probabilistic model; wavelet-based image interpolation; Cities and towns; Filtering; Interpolation; Nonlinear filters; Parameter estimation; Phase estimation; Uncertainty; Wavelet coefficients; Wavelet domain; Wavelet transforms; gaussian mixture model; image interpolation; interscale dependency; phase uncertainty; wavelet;
Conference_Titel :
Multimedia Signal Processing, 2005 IEEE 7th Workshop on
Conference_Location :
Shanghai
Print_ISBN :
0-7803-9288-4
Electronic_ISBN :
0-7803-9289-2
DOI :
10.1109/MMSP.2005.248545