A Fast Wavelet Packet Transform-based algorithm for numerical solution of image restoration problems in a parallel environment

被引:0
|
作者
Carracciuolo, L [1 ]
D'Amore, L [1 ]
Murli, A [1 ]
机构
[1] Univ Naples Federico II, Naples, Italy
关键词
Image Restoration; preconditioning; regularization; wavelets; parallel implementation; distributed memory architecture;
D O I
10.1117/12.328140
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We explore the filtering properties of wavelets functions in order to develop accurate and efficient numerical algorithms for Image Restoration problems. We propose a parallel implementation for MIMD distributed memory environments. The key insight of our approach is the use of distributed versions of Level 3 Basic Linear Algebra Subprograms as computational building blocks and the use of Basic Linear Algebra Communication Subprograms las communication building blocks for advanced architecture computers. The use of these low-level mathematical software libraries garantees the development of efficient, portable and scalable high-level algorithms and hides many details of the parallelism from the user's point of view. Numerical experiments on a simulated image restoration applications are shown. The parallel software has been tested on a 12 nodes IBM SP2 available at the Center for Research on Parallel Computing and Supercomputers in Naples (Italy).
引用
收藏
页码:232 / 244
页数:13
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