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Identity Extraction from Clusters of Multi-modal Observations

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F19%3A43956390" target="_blank" >RIV/49777513:23520/19:43956390 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/chapter/10.1007%2F978-3-030-26061-3_18#aboutcontent" target="_blank" >https://link.springer.com/chapter/10.1007%2F978-3-030-26061-3_18#aboutcontent</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-030-26061-3_18" target="_blank" >10.1007/978-3-030-26061-3_18</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Identity Extraction from Clusters of Multi-modal Observations

  • Original language description

    In this paper, we present a method for identity extraction from TV News Broadcasts. We define the identity as a set of multi-modal observations. In our case it is the face of a person and a name of a person. The method is based on agglomerative clustering of observations. The resulting clusters represent individual identities, that appeared in the broadcasts. To evaluate the accuracy of our system, we hand labelled approximately one year worth of TV News broadcasts. This resulted in total of 10301 multi-modal observations and 2563 unique identities. Our method achieved a coverage measure of 90.69 % and precision measure of 94.69 %. Given the simplicity of the proposed algorithm, these results are very satisfactory. Furthermore, the designed system is modular and new modalities can be easily added.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20205 - Automation and control systems

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2019

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Speech and Computer, 21st International Conference, SPECOM 2019, Istanbul, turkey, August 20-25,2019, Proceedings

  • ISBN

    978-3-030-26060-6

  • ISSN

    0302-9743

  • e-ISSN

    1611-3349

  • Number of pages

    9

  • Pages from-to

    171-179

  • Publisher name

    Springer

  • Place of publication

    Cham

  • Event location

    Instanbul, Turkey

  • Event date

    Aug 20, 2019

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article