Number of the records: 1  

Search for Structure in Audiovisual Recordings of Lectures and Conferences

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    SYSNO ASEP0447918
    Document TypeC - Proceedings Paper (int. conf.)
    R&D Document TypeConference Paper
    TitleSearch for Structure in Audiovisual Recordings of Lectures and Conferences
    Author(s) Kopp, M. (CZ)
    Pulc, P. (CZ)
    Holeňa, Martin (UIVT-O) SAI, RID
    Source TitleProceedings ITAT 2015: Information Technologies - Applications and Theory. - Aachen & Charleston : Technical University & CreateSpace Independent Publishing Platform, 2015 / Yaghob J. - ISSN 1613-0073 - ISBN 978-1-5151-2065-0
    Pagess. 150-158
    Number of pages9 s.
    Publication formOnline - E
    ActionITAT 2015. Conference on Theory and Practice of Information Technologies /15./
    Event date17.09.2015-21.09.2015
    VEvent locationSlovenský Raj
    CountrySK - Slovakia
    Event typeEUR
    Languageeng - English
    CountryDE - Germany
    Keywordsmultimedial data ; audiovisual recordings ; self-organizing map ; hierarchical clustering ; cluster size
    Subject RIVIN - Informatics, Computer Science
    R&D ProjectsGA13-17187S GA ČR - Czech Science Foundation (CSF)
    Institutional supportUIVT-O - RVO:67985807
    EID SCOPUS84944340064
    AnnotationWith the quickly rising popularity of multimedia, especially of the audiovisual data, the need to understand the inner structure of such data is increasing. In this case study, we propose a method for structure discovery in recorded lectures. The method consists in integrating a self-organizing map (SOM) and hierarchical clustering to find a suitable cluster structure of the lectures. The output of every SOM is evaluated by various levels of hierarchical clustering with different number of clusters mapped to the SOM. Within these mapped levels we search for the one with the lowest average within-cluster distance, which we consider the most appropriate number of clusters for the map. In experiments, we applied the proposed approach, with SOMs of four different sizes, to nearly 16 000 slides extracted from the recorded lectures.
    WorkplaceInstitute of Computer Science
    ContactTereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
    Year of Publishing2016
Number of the records: 1  

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