Message-passing parallel algorithm for Bayesian image restoration

被引:0
|
作者
Doallo, R [1 ]
Eiroa, J [1 ]
Sanjurjo, J [1 ]
Carazo, JM [1 ]
机构
[1] Univ A Coruna, Fac Informat, Dept Elect & Syst, La Coruna 15071, Spain
关键词
electron microscopy; Markov random field; image restoration; multicomputer architectures; network of PC's;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image restoration centers this work where a Bayesian algorithm based on a simulated annealing scheme and a Markov image model is the approach chosen, to solve the problem of recovering from a corrupted image. The computational cost of this algorithm is very high what justifies the need for its implementation on multiprocessor architectures. In this work we proved that it is possible to reduce the algorithm execution times by means of high performance computing techniques and that it is highly scalable. We have chosen MPI for the new parallel implementation. Portability issues were the main reasons for that choice, in order to easily execute our parallel algorithm both in a multicomputer and a network of PC's.
引用
收藏
页码:361 / 367
页数:7
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