The INTERSPEECH 2017 Computational Paralinguistics Challenge: Addressee, Cold & Snoring

  • Björn Schuller
  • , Stefan Steidl
  • , Anton Batliner
  • , Elika Bergelson
  • , Jarek Krajewski
  • , Christoph Janott
  • , Andrei Amatuni
  • , Marisa Casillas
  • , Amanda Seidl
  • , Melanie Soderstrom
  • , Anne S. Warlaumont
  • , Guillermo Hidalgo
  • , Sebastian Schnieder
  • , Clemens Heiser
  • , Winfried Hohenhorst
  • , Michael Herzog
  • , Maximilian Schmitt
  • , Kun Qian
  • , Yue Zhang
  • , George Trigeorgis
  • Panagiotis Tzirakis, Stefanos Zafeiriou

Publikation: Beitrag in FachzeitschriftKonferenzartikelBegutachtung

147 Zitate (Scopus)

Abstract

The INTERSPEECH 2017 Computational Paralinguistics Challenge addresses three different problems for the first time in research competition under well-defined conditions: In the Addressee sub-challenge, it has to be determined whether speech produced by an adult is directed towards another adult or towards a child; in the Cold sub-challenge, speech under cold has to be told apart from 'healthy' speech; and in the Snoring sub-challenge, four different types of snoring have to be classified. In this paper, we describe these sub-challenges, their conditions, and the baseline feature extraction and classifiers, which include data-learnt feature representations by end-to-end learning with convolutional and recurrent neural networks, and bag-of-audio-words for the first time in the challenge series.

OriginalspracheEnglisch
Seiten (von - bis)3442-3446
Seitenumfang5
FachzeitschriftProceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Jahrgang2017-August
DOIs
PublikationsstatusVeröffentlicht - 2017
Veranstaltung18th Annual Conference of the International Speech Communication Association, INTERSPEECH 2017 - Stockholm, Schweden
Dauer: 20 Aug. 201724 Aug. 2017

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