Region adaptive subband image coding

被引:13
|
作者
Kwon, OJ [1 ]
Chellappa, R
机构
[1] Samsung Data Syst Co Ltd, Media Lab, Seoul 135080, South Korea
[2] Univ Maryland, Dept Elect Engn, College Pk, MD 20742 USA
[3] Univ Maryland, Ctr Automat Res, College Pk, MD 20742 USA
关键词
image compression; region-based subband coding; second generation compression; subband coding;
D O I
10.1109/83.668022
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a region adaptive subband image coding scheme using the statistical properties of image subbands for various subband decompositions, Motivated by analytical results obtained when the input signal to the subband decomposition is a unit step function, we analyze the energy packing properties toward the lower frequency subbands, edges, and the dependency of energy distribution on the orientation of the edges, in subband decomposed images. Based on these investigations and ideal analysis/synthesis filterings done in the frequency domain, the region adaptive subband image coding scheme extracts suitably shaped regions in each subband and then uses adaptive entropy-constrained quantizers for different regions under the assumption of generalized Gaussian distribution for image subbands, We also address the problem of determining an optimal subband decomposition among all possible decompositions. Experimental results show that visual degradations in the reconstructed image are negligible at a bit rate of 1.0 b/pel and reasonable quality images are obtainable at rates as low as 0.25 b/pel.
引用
收藏
页码:632 / 648
页数:17
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