Line-based, reduced memory, wavelet image compression

被引:206
作者
Chrysafis, C [1 ]
Ortega, A
机构
[1] Hewlett Packard Labs, Palo Alto, CA 94304 USA
[2] Univ So Calif, Dept Elect Engn, Syst Integrated Media Syst Ctr, Los Angeles, CA 90089 USA
基金
美国国家科学基金会;
关键词
classification; context-based; image compression; wavelet transforms;
D O I
10.1109/83.826776
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses the problem of low memory wavelet image compression. While wavelet or subband coding of images has been shown to be superior to more traditional transform coding techniques, little attention has been paid until recently to the important issue of whether both the wavelet transforms and the subsequent coding can be implemented in low memory without significant loss in performance. We present a complete system to perform low memory wavelet image coding. Our approach is "line-based" in that the images are read line by line and only the minimum required number of lines is kept in memory. The main contributions of our work are two. First, we introduce a line-based approach for the implementation of the wavelet transform, which yields the same results as a "normal" implementation, but where, unlike prior work, we address memory issues arising from the need to synchronize encoder and decoder. Second, we propose a novel context-based encoder which requires no global information and stores only a local set of wavelet coefficients. This low memory coder achieves performance comparable to state of the art coders at a fraction of their memory utilization.
引用
收藏
页码:378 / 389
页数:12
相关论文
共 21 条
[1]  
CHAKRABARTI C, IN PRESS IEEE T VLSI
[2]  
CHRISTOPOULOS C, 1998, ISOIECJTCSC29WG1
[3]   Line based, reduced memory, wavelet image compression [J].
Chrysafis, C ;
Ortega, A .
DCC '98 - DATA COMPRESSION CONFERENCE, 1998, :398-407
[4]   Efficient context-based entropy coding for lossy wavelet image compression [J].
Chrysafis, C ;
Ortega, A .
DCC '97 : DATA COMPRESSION CONFERENCE, PROCEEDINGS, 1997, :241-250
[5]   Memory constrained wavelet based image coding [J].
Cosman, P ;
Zeger, K .
IEEE SIGNAL PROCESSING LETTERS, 1998, 5 (09) :221-223
[6]  
COSMAN P, 1998, P 1 ANN UCSD C WIR C
[7]   VLSI architectures for lattice structure based orthonormal discrete wavelet transforms [J].
Denk, TC ;
Parhi, KK .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 1997, 44 (02) :129-132
[8]  
*ISO, 1996, ISOIECJTC1SC29WG1ITU
[9]   Comparison of different methods of classification in subband coding of images [J].
Joshi, RL ;
Jafarkhani, H ;
Kasner, JH ;
Fischer, TR ;
Farvardin, N ;
Marcellin, MW ;
Bamberger, RH .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (11) :1473-1486
[10]  
LEE D, 1996, ISOIECJTC1SC29WG1N39