Uma breve comparação de técnicas baseadas na memória associativa nebulosa implicativa de Lukasiewicz para a reconstrução de imagens corrompidas com ruído do tipo pimenta

Raul Arthur Rosa, Marcos Eduardo Valle

Resumo


Memórias associativas nebulosas implicativas (IFAMs) são redes neurais nebulosas progressivas de camada única cujas conexões sinápticas e valor de limiar são determinados através do aprendizado nebuloso implicativo. No caso autoassociativo, esses modelos apresentam ótima capacidade absoluta de armazenamento e uma excelente tolerância com respeito a padrões incompletos ou erodidos. Consequentemente, podem ser efetivamente aplicados para a reconstrução de imagens corrompidas com ruído do tipo pimenta. Esse artigo apresenta três técnicas baseadas em AFIMs para a reconstrução de imagens em tons de cinza. Na primeira técnica, uma única IFAM é usada para armazenar todas as colunas de uma imagem. Na segunda técnica, cada coluna da imagem é armazenada numa IFAM distinta. Ambas as técnicas, entretanto, requerem que a imagem original seja apresentada ao modelo. A terceira técnica, por outro lado, utiliza a própria imagem corrompida para sua recuperação. Finalmente, para efeitos comparativos, consideramos também a correlação de longo alcance introduzida por Zhang e Wang para a remoção de ruídos impulsivos em imagens em tons de cinza.

Palavras-chave


Redes Neurais; Memórias Associativas Nebulosas; Teoria dos Conjuntos Nebulosos

Texto completo:

PDF


Revista Ciências Exatas e Naturais - RECEN. Universidade Estadual do Centro-Oeste - UNICENTRO/PR, BRASIL.

Creative Commons License  Licenciada sob uma Licença Creative Common

ISSN 2175-5620 ON LINE; 1518-0352 IMPRESSO

 

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