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Spatio-Temporal Cellular Automata-Based Filtering for Image Sequence Denoising

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URI: http://hdl.handle.net/10498/34702

DOI: 10.1109/IJCNN.2017.7966142

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Author/s
Priego Torres, Blanca MaríaAuthority UCA; Prieto, Abraham; Duro, Richard J.; Chanussot, Jocelyn
Date
2017
Department
Ingeniería en Automática, Electrónica, Arquitectura y Redes de Computadores
Source
2017 International Joint Conference on Neural Networks (IJCNN). IEEE, 2017. p. 2362-2369
Abstract
This work describes a novel spatio-temporal cellular automata-based filtering algorithm (st-CAF) intended for performing image sequence denoising processes. The approach presents several advantages over more traditional single frame denoising techniques presented in the literature or even over their adaptation to sequences. Especially the fact that the cellular automaton used is able to contemplate information concerning the type of noise through the use of specific sequences to tune the algorithm, as well as temporal information by means of a spatio-temporal neighborhood when processing each pixel of the sequence. These two elements lead to significant improvements in the results with respect to simple spatial or temporal sets of neighbors.
Subjects
Noise reduction; Image sequences; Automata; Filtering; Training; Genetic algorithms; Filtering algorithms
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  • Artículos Científicos [11595]
  • Articulos Científicos Ing. Sis. Aut. [180]
Attribution-NonCommercial-NoDerivatives 4.0 Internacional
This work is under a Creative Commons License Attribution-NonCommercial-NoDerivatives 4.0 Internacional

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