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n-grams of Action Primitives for Recognizing Human Behavior

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F07%3A03134586" target="_blank" >RIV/68407700:21230/07:03134586 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    n-grams of Action Primitives for Recognizing Human Behavior

  • Original language description

    This paper presents a novel approach for behavior recognition from video data. A biologically inspired action representation is derived by applying a clustering algorithm to sequences of motion images. To obey the temporal context, we express behaviors as sequences of n-grams of basic actions. Novel video sequences are classified by comparing histograms of action n-grams to stored histograms of known behaviors. Experimental validation shows a high accuracy in behavior recognition.

  • Czech name

    n-grams of Action Primitives for Recognizing Human Behavior

  • Czech description

    This paper presents a novel approach for behavior recognition from video data. A biologically inspired action representation is derived by applying a clustering algorithm to sequences of motion images. To obey the temporal context, we express behaviors as sequences of n-grams of basic actions. Novel video sequences are classified by comparing histograms of action n-grams to stored histograms of known behaviors. Experimental validation shows a high accuracy in behavior recognition.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2007

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    CAIP 2007: Proceedings of the 12th International Conference on Computer Analysis of Images and Patterns

  • ISBN

    978-3-540-74271-5

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    93-100

  • Publisher name

    Springer

  • Place of publication

    Berlin

  • Event location

    Vienna

  • Event date

    Aug 27, 2007

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article