The INTERSPEECH 2017 computational paralinguistics challenge : addressee, cold & snoring
Schuller, Björn; Steidl, Stefan; Batliner, Anton; Bergelson, Elika; Krajewski, Jarek; Janott, Christoph; Amatuni, Andrei; Casillas, Marisa; Seidl, Amanda; Soderstrom, Melanie; Warlaumont, Anne S.; Hidalgo, Guillermo; Schnieder, Sebastian; Heiser, Clemens; Hohenhorst, Winfried; Herzog, Michael; Schmitt, Maximilian; Qian, Kun; Zhang, Yue; Trigeorgis, George; Tzirakis, Panagiotis; Zafeiriou, Stefanos (2017-08-20)
Schuller, B., Steidl, S., Batliner, A., Bergelson, E., Krajewski, J., Janott, C., Amatuni, A., Casillas, M., Seidl, A., Soderstrom, M., Warlaumont, A.S., Hidalgo, G., Schnieder, S., Heiser, C., Hohenhorst, W., Herzog, M., Schmitt, M., Qian, K., Zhang, Y., Trigeorgis, G., Tzirakis, P., Zafeiriou, S. (2017) The INTERSPEECH 2017 Computational Paralinguistics Challenge: Addressee, Cold & Snoring. Proc. Interspeech 2017, 3442-3446, DOI: 10.21437/Interspeech.2017-43.
© 2017 ISCA. This is a post-peer-review, pre-copyedit version of an article published in Interspeech 2017 : 20-24 August 2017, Stockholm. The final authenticated version is available online at: https://doi.org/10.21437/Interspeech.2017-43.
https://rightsstatements.org/vocab/InC/1.0/
https://urn.fi/URN:NBN:fi-fe2019042613366
Tiivistelmä
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.
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