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Cellular neural networks for image processing tasks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F10%3AA1100YDG" target="_blank" >RIV/61988987:17310/10:A1100YDG - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Cellular neural networks for image processing tasks

  • Original language description

    Cellular neural networks (CNNs) are similar to artificial neural networks (ANNs) in that they are composed of many distributed processing elements, called ?cells?, which are connected in a network. CNNs were designed to operate in a two-dimensional grid,where each processing element (cell) is connected to neighboring cells in the grid. CNNs have been shown to be an adept at image processing tasks. Specifically, CNN cells maintain a state which evolves through time due to differential equations dependent on the cell's inputs and feedback. This article introduces software for graphics processing units (GPUs) by abstracting the hardware as arrays of configurable CNNs cells. Introducing an efficient CNN-based abstraction of GPU computation should encourage the study of massively parallel computation using tools and methods of dynamic systems theory and abstract automata theory.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2010

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Mendel 2010

  • ISBN

    978-80-214-4120-0

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

  • Publisher name

    Brno Univerzity of Technology

  • Place of publication

    Brno

  • Event location

    Brno

  • Event date

    Jun 23, 2010

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000288144100042