Two-dimensional patterns and images reconstruction with use of cellular automata

被引:0
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作者
Jaroslaw Skaruz
Franciszek Seredynski
Anna Piwonska
机构
[1] Siedlce University of Natural Sciences and Humanities,Institute of Computer Science
[2] Cardinal Stefan Wyszynski University in Warsaw,Department of Mathematics and Natural Sciences
[3] European Higher School of Information Technology and Economic,undefined
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关键词
Pattern and image reconstruction; Cellular automata; Genetic algorithms;
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摘要
An approach based on an application of cellular automata (CA) to the problem of two-dimensional (2D) patterns or images reconstruction from ones with only partial information available is presented in the paper. 2D CA are used to process patterns/images, and genetic algorithm (GA) is applied to discover CA rules, which will be able to reconstruct original patterns/images from, e.g. destroyed or modified ones. A number of experiments have been conducted to reconstruct patterns and human face images with use of the proposed approach. Results of experiments show that CA rules discovered by GA in the learning process allow to reconstruct images with large number of damaged pixels.
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页码:9 / 16
页数:7
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