A design procedure is presented for neural associative memories storing gray-scale images. It is an evolution of a previous work based on the decomposition of the image with 2(L) gray levels into L binary patterns, stored in L uncoupled neural networks. In this letter, an L-layer neural network is proposed with both intralayer and interlayer connections. The connections between different layers introduce interactions among all the neurons, increasing the recall performance with respect to the uncoupled case. In particular, the proposed network can store images with the commonly used number of 256 gray levels instead of 16, as in the previous approach.

Costantini, G., Casali, D., Perfetti, R. (2006). Associative memory design for 256 gray-level images using a multilayer neural network. IEEE TRANSACTIONS ON NEURAL NETWORKS, 14(3), 703-707 [10.1109/TNN.2005.863465].

Associative memory design for 256 gray-level images using a multilayer neural network

COSTANTINI, GIOVANNI;
2006-01-01

Abstract

A design procedure is presented for neural associative memories storing gray-scale images. It is an evolution of a previous work based on the decomposition of the image with 2(L) gray levels into L binary patterns, stored in L uncoupled neural networks. In this letter, an L-layer neural network is proposed with both intralayer and interlayer connections. The connections between different layers introduce interactions among all the neurons, increasing the recall performance with respect to the uncoupled case. In particular, the proposed network can store images with the commonly used number of 256 gray levels instead of 16, as in the previous approach.
2006
Pubblicato
Rilevanza internazionale
Articolo
Sì, ma tipo non specificato
Settore ING-IND/31 - ELETTROTECNICA
English
Associative memories; Brain-state-in-a-box (BSB) neural networks; Gray-scale images; Multilayer architectures
Costantini, G., Casali, D., Perfetti, R. (2006). Associative memory design for 256 gray-level images using a multilayer neural network. IEEE TRANSACTIONS ON NEURAL NETWORKS, 14(3), 703-707 [10.1109/TNN.2005.863465].
Costantini, G; Casali, D; Perfetti, R
Articolo su rivista
File in questo prodotto:
File Dimensione Formato  
2006-Associative memory design for 256 Gray-Level Images.pdf

accesso aperto

Licenza: Non specificato
Dimensione 606.06 kB
Formato Adobe PDF
606.06 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/30008
Citazioni
  • ???jsp.display-item.citation.pmc??? 1
  • Scopus ND
  • ???jsp.display-item.citation.isi??? 20
social impact