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Detection of Overlapping Speech for the Purposes of Speaker Diarization

Result description

The presence of overlapping speech has a significant negative impact on the performance of speaker diarization systems. In this paper, we employ a convolutional neural network for the detection of such speech intervals and evaluate it in terms of the potential improvements to speaker diarization. We train the network on specifically-created synthetic data, while the evaluation is performed on the AMI Corpus and the SSPNet Conflict Corpus.

Keywords

Overlapping speechSpeaker diarizationConvolutional neural network

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Detection of Overlapping Speech for the Purposes of Speaker Diarization

  • Original language description

    The presence of overlapping speech has a significant negative impact on the performance of speaker diarization systems. In this paper, we employ a convolutional neural network for the detection of such speech intervals and evaluate it in terms of the potential improvements to speaker diarization. We train the network on specifically-created synthetic data, while the evaluation is performed on the AMI Corpus and the SSPNet Conflict Corpus.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20205 - Automation and control systems

Result continuities

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

    11

  • Pages from-to

    247-257

  • 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