Behavioural study of median associative memory under true-colour image patterns

Roberto A. Vázquez, Humberto Sossa

Research output: Contribution to journalArticlepeer-review

4 Scopus citations

Abstract

Median associative memories (MED-AMs) are a special type of associative memory that substitutes the maximum and minimum operators of a morphological associative memory with the median operator. This associative model has been applied to restore grey scale images and provided a better performance than morphological associative memories when the patterns are altered with mixed noise. Despite their power, MED-AMs have not been adopted in problems related with true-colour patterns. In this paper, we describe how MED-AMs can be applied to problems involving true-colour patterns. Furthermore, a complete study of the behaviour of this associative model in the restoration of true-colour images is performed using a benchmark of 16,000 images altered by different noise types.

Original languageEnglish
Pages (from-to)2985-2997
Number of pages13
JournalNeurocomputing
Volume74
Issue number17
DOIs
StatePublished - Oct 2011

Keywords

  • Associative memories
  • Median associative memories
  • Pattern recall
  • Pattern restoration

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