Practice-Oriented Evaluation of Unsupervised Labeling of Audiovisual Content in an Archive Production Environment

Victor de Boer, Roeland J.F. Ordelman, Josefien Schuurman

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    Abstract

    In this paper we report on an evaluation of unsupervised labeling of audiovisual content using collateral text data sources to investigate how such an approach can provide acceptable results given requirements with respect to archival quality, authority and service levels to external users. We conclude that with parameter settings that are optimized using a rigorous evaluation of precision and accuracy, the quality of automatic term-suggestion are sufficiently high. Having implemented the procedure in our production work-flow allows us to gradually develop the system further and also assess the effect of the transformation from manual to automatic from an end-user perspective. Additional future work will be on deploying different information sources including annotations based on multimodal video analysis such as speaker recognition and computer vision.
    Original languageUndefined
    Title of host publicationResearch and Advanced Technology for Digital Libraries, Proceedings of the 19th International Conference on Theory and Practice of Digital Libraries, TPDL 2015
    Place of PublicationSwitzerland
    PublisherSpringer
    Pages43-55
    Number of pages13
    ISBN (Print)978-3-319-24591-1
    DOIs
    Publication statusPublished - Sep 2015
    Event19th International Conference on Theory and Practice of Digital Libraries 2015: Connecting Digital Collections - Lecture-Conference Center, Poznan, Poland
    Duration: 14 Sep 201518 Sep 2015
    Conference number: 19
    http://tpdl2015.info/

    Publication series

    NameLecture Notes in Computer Science
    PublisherSpringer International Publishing
    Volume9316
    ISSN (Print)0302-9743
    ISSN (Electronic)1611-3349

    Conference

    Conference19th International Conference on Theory and Practice of Digital Libraries 2015
    Abbreviated titleTPDL 2015
    CountryPoland
    CityPoznan
    Period14/09/1518/09/15
    Internet address

    Keywords

    • EWI-26373
    • HMI-MR: MULTIMEDIA RETRIEVAL
    • Thesaurus
    • Practice-oriented evaluation
    • METIS-314983
    • Audiovisual access
    • Audiovisual archives
    • Information Extraction
    • IR-98283

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