DocumentCode :
1741588
Title :
Analysis of interscale and intrascale dependencies between image wavelet coefficients
Author :
Liu, Juan ; Moulin, Pierre
Author_Institution :
Beckman Inst. for Adv. Sci. & Technol., Illinois Univ., Urbana, IL, USA
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
669
Abstract :
We develop an information-theoretic analysis of dependencies between image wavelet coefficients. The dependencies are measured using mutual information, which has a direct link with data compression and estimation performance. Mutual information can be computed analytically for the special case where the image is a stationary autoregressive (AR)-1 Gaussian process. We have also developed methods to compute mutual information experimentally from wavelet domain image data. Our mutual-information analysis provides a mechanism for model evaluation and comparison
Keywords :
Gaussian processes; autoregressive processes; data compression; image coding; information theory; transform coding; wavelet transforms; AR-1 Gaussian process; data compression; image compression; image wavelet coefficients; information-theoretic analysis; interscale dependence; intrascale dependence; mutual information; stationary autoregressive Gaussian process; Data compression; Entropy; Gaussian processes; Image analysis; Image coding; Information analysis; Mutual information; Performance analysis; Wavelet coefficients; Wavelet domain;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1522-4880
Print_ISBN :
0-7803-6297-7
Type :
conf
DOI :
10.1109/ICIP.2000.901047
Filename :
901047
Link To Document :
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