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Bio-inspired Model of Spatial Cognition

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F11%3A00190983" target="_blank" >RIV/68407700:21230/11:00190983 - isvavai.cz</a>

  • Result on the web

    <a href="http://bio.felk.cvut.cz/~vavrecka/articles/vavrecka_ICONIP2011.pdf" target="_blank" >http://bio.felk.cvut.cz/~vavrecka/articles/vavrecka_ICONIP2011.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Bio-inspired Model of Spatial Cognition

  • Original language description

    We present the results of an ongoing research in the area of symbol grounding. We develop a biologically inspired model for grounding the spatial terms that employs separate visual what and where subsystems that are integrated with the symbolic linguistic subsystem in the simplified neural model. The model grounds color, shape and spatial relations of two objects in 2D space. The images with two objects are presented to an artificial retina and five-word sentences describing them (e.g. ``Red box above green circle'') with phonological encoding serve as auditory inputs. The integrating multimodal module is implemented by Self-Organizing Map or Neural Gas algorithms in the second layer. We found out that using NG leads to better performance especially incase of the scenes with higher complexity, and current simulations also reveal that splitting the visual information and simplifying the objects to rectangular monochromatic boxes facilitates the performance of the where system and henc

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    AN - Psychology

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2011

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Neural Information Processing

  • ISBN

    978-3-642-24954-9

  • ISSN

    0302-9743

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    443-450

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Shanghai

  • Event date

    Nov 14, 2011

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article