Image compression with a hybrid wavelet-fractal coder

被引:21
作者
Li, J [1 ]
Kuo, CCK
机构
[1] Sharp Labs Amer, Camas, WA 98607 USA
[2] Univ So Calif, Integrated Media Syst Ctr, Los Angeles, CA 90089 USA
[3] Univ So Calif, Dept Elect Engn Syst, Los Angeles, CA 90089 USA
基金
美国国家科学基金会;
关键词
fractal compression; image coding; wavelet compression; wavelet-fractal coder;
D O I
10.1109/83.766863
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
hybrid wavelet-fractal coder (WFC) for image compression is proposed in this research. The WFC uses the fractal contractive mapping to predict the wavelet coefficients of the higher resolution from those of the lower resolution and then encode the prediction residue with a bitplane wavelet coder. The fractal prediction is adaptively applied only to regions where the fate saving offered by fractal prediction justifies its overhead. A rate-distortion criterion is derived to evaluate the fractal rate saving and used to select the optimal fractal parameter set for WFC. The superior performance of WFC is demonstrated with extensive experimental results.
引用
收藏
页码:868 / 874
页数:7
相关论文
共 9 条
[1]   New results for fractal/wavelet image compression [J].
Caso, G ;
Kuo, CCJ .
VISUAL COMMUNICATIONS AND IMAGE PROCESSING '96, 1996, 2727 :536-547
[2]   A wavelet-based analysis of fractal image compression [J].
Davis, GM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (02) :141-154
[3]   IMAGE COMPRESSION - A STUDY OF THE ITERATED TRANSFORM METHOD [J].
JACOBS, EW ;
FISHER, Y ;
BOSS, RD .
SIGNAL PROCESSING, 1992, 29 (03) :251-263
[4]   Image coding based on a fractal theory of iterated contractive image transfort-nations [J].
Jacquin, Amaud E. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (01) :18-30
[5]  
LI J, 1995, P SOC PHOTO-OPT INS, V2501, P1490, DOI 10.1117/12.206685
[6]  
LI J, 1997, SPIE VISUAL COMMUNIC, V3204, P1014
[7]   IMAGE-CODING BY BLOCK PREDICTION OF MULTIRESOLUTION SUBIMAGES [J].
RINALDO, R ;
CALVAGNO, G .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (07) :909-920
[8]   EMBEDDED IMAGE-CODING USING ZEROTREES OF WAVELET COEFFICIENTS [J].
SHAPIRO, JM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (12) :3445-3462
[9]   MULTIRATE 3-D SUBBAND CODING OF VIDEO [J].
TAUBMAN, D ;
ZAKHOR, A .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1994, 3 (05) :572-588