Wavelet-based fractal image compression

被引:0
作者
Zhang, Y [1 ]
Zhai, GT [1 ]
机构
[1] Shandong Univ, Sch Informat Sci & Engn, Shandong 250100, Peoples R China
来源
THIRD INTERNATIONAL SYMPOSIUM ON MULTISPECTRAL IMAGE PROCESSING AND PATTERN RECOGNITION, PTS 1 AND 2 | 2003年 / 5286卷
关键词
fractal coding; wavelet transform; image compression; block classification;
D O I
10.1117/12.538880
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 paper, a wavelet-based fractal image coding algorithm is proposed. The conventional fractal image coding in spatial domain is extended to wavelet domain by taking advantage of the self-similarities among different wavelet subtrees through proper affine transformation.. This method is based on the combination of the theory of multi-resolution analysis with iterated function systems by introducing some effective block-classification schemes. The original image is first transformed into wavelet domain in which fractal compression and arithmetic coding are performed. By classifying D blocks and R blocks set in this domain, the approach can significantly reduce the computation complexity and encoding time. Meanwhile, the hybrid image compression algorithm obtains much better coding performance in terms of PSNR with error modification. This is the main advantage of this method. A set of experiments and simulations show the potentials of using these classification techniques in wavelet domain for further improvements.
引用
收藏
页码:396 / 399
页数:4
相关论文
共 9 条
[1]  
[Anonymous], 1988, FRACTAL EVERYWHERE
[2]   Image coding using wavelet transform [J].
Antonini, Marc ;
Barlaud, Michel ;
Mathieu, Pierre ;
Daubechies, Ingrid .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (02) :205-220
[3]   A wavelet-based analysis of fractal image compression [J].
Davis, GM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (02) :141-154
[4]  
FISHER Y, 1994, P SPIE, V2304
[5]  
FISHER Y, 1994, FRACTAL COMPRESSION
[6]  
PENTLAND A, 1991, P DAT COMPR C SNOWB, P176
[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]  
VANDEWALLE A, 1996, FRACTAL IMAGE CODING
[9]   SUBBAND CODING OF IMAGES [J].
WOODS, JW ;
ONEIL, SD .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (05) :1278-1288