COMPACT IMAGE REPRESENTATION USING WAVELET LIFTING ALONG ARBITRARY TREES

被引:7
|
作者
Shen, Godwin [1 ]
Ortega, Antonio [1 ]
机构
[1] Univ So Calif, Inst Signal & Image Proc, Los Angeles, CA 90089 USA
关键词
Wavelet transforms; Image representations; Image processing; Image analysis; Trees (graphs);
D O I
10.1109/ICIP.2008.4712378
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, we present a method for achieving a compact image representation by applying wavelet lifting along an arbitrary combination of trees. This is done by extending a lifting transform along a single tree to a series of lifting transforms along a number of different trees, each of which exploits directionality differently. The trees are constructed in ways that force tree edges to follow the geometric flows inherent in images. In particular, we propose a method for constructing trees that trace out geometric flows using edges in the image. Our preliminary results demonstrate promising performance in terms of PSNR as a function of the percentage of retained coefficients, motivating its potential for image coding.
引用
收藏
页码:2808 / 2811
页数:4
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