Fast Iterative Methods for Fractal Image Compression

In fractal image compression, a digital image is approximated by the unique fixed point of a contractive affine mapping. The decoding consists of iterating the affine mapping starting from an arbitrary image until convergence to the fixed point. We show that the decoding can be accelerated by using the new pixel intensities of an image iterate as soon as they become available. We provide a mathematical formulation of the proposed decoding and prove its convergence in a general setting. We show that under some mild restrictions the asymptotic rate of convergence of the proposed method is greater than or equal to that of the conventional method. We also discuss the use of standard iterative methods for the decoding. Finally, we show that the convergence of the proposed method can be enhanced by an ordering technique.

[1]  Mark Nelson,et al.  The Data Compression Book, 2nd Edition , 1996 .

[2]  J. Gillis,et al.  Matrix Iterative Analysis , 1961 .

[3]  Y. Fisher Fractal image compression: theory and application , 1995 .

[4]  Dietmar Saupe The futility of square isometries in fractal image compression , 1996, Proceedings of 3rd IEEE International Conference on Image Processing.

[5]  Mark Nelson,et al.  The Data Compression Book , 2009 .

[6]  David Malah,et al.  Hierarchical interpretation of fractal image coding and its applications , 1995 .

[7]  H. A. Kaouri Fractal coding of still images , 1991 .

[8]  Mark Nelson,et al.  The data compression book (2nd ed.) , 1995 .

[9]  Richard Barrett,et al.  Templates for the Solution of Linear Systems: Building Blocks for Iterative Methods , 1994, Other Titles in Applied Mathematics.

[10]  D. Saupe,et al.  Complexity Reduction Methods for Fractal Image Compression , 1994 .

[11]  Y. Fisher Fractal image compression with quadtrees , 1995 .

[12]  S. Lepsøy,et al.  A class of fractal image coders with fast decoder convergence , 1995 .

[13]  N. Lu,et al.  Fractal imaging , 1997 .

[14]  J. Stoer,et al.  Introduction to Numerical Analysis , 2002 .

[15]  Seong-Dae Kim,et al.  Fractal decoding algorithm for fast convergence , 1996 .

[16]  Yuval Fisher,et al.  Fractal encoding with HV partitions , 1995 .

[17]  R. Hamzaoui DECODING ALGORITHM FOR FRACTAL IMAGE COMPRESSION , 1996 .

[18]  Hannes Hartenstein,et al.  Adaptive partitionings for fractal image compression , 1997, Proceedings of International Conference on Image Processing.

[19]  Jaroslaw Domaszewicz,et al.  Graph-theoretical analysis of the fractal transform , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[20]  Michael F. Barnsley,et al.  Fractals everywhere , 1988 .

[21]  Louis A. Hageman,et al.  Iterative Solution of Large Linear Systems. , 1971 .

[22]  Arnaud E. Jacquin,et al.  Image coding based on a fractal theory of iterated contractive image transformations , 1992, IEEE Trans. Image Process..

[23]  R. Hamzaoui Fast Decoding Algorithms for Fractal Image Compression , 1997 .

[24]  Roland Klees,et al.  SOLUTION OF LARGE LINEAR SYSTEMS ON PIPELINED SIMD MACHINES , 1997 .

[25]  강현수,et al.  빠른 수렴 속도를 가진 프랙탈 복호화 알고리듬 ( A Fractal Decoding Algorithm for Fast convergence ) , 1995 .

[26]  L. Lundheim,et al.  A discrete framework for fractal signal modeling , 1995 .

[27]  Raouf Hamzaoui Ordered Decoding Algorithm For Fractal Image Compression , 1997 .

[28]  Bernd Hürtgen,et al.  On the problem of convergence in fractal coding schemes , 1994, Proceedings of 1st International Conference on Image Processing.