Schuller, BW;
Batliner, A;
Bergler, C;
Messner, EM;
Hamilton, A;
Amiriparian, S;
Baird, A;
... Hantke, S; + view all
(2020)
The INTERSPEECH 2020 Computational Paralinguistics Challenge:
Elderly Emotion, Breathing & Masks.
In:
Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH.
(pp. pp. 2042-2046).
ISCA: Online.
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Abstract
The INTERSPEECH 2020 Computational Paralinguistics Challenge addresses three different problems for the first time in a research competition under well-defined conditions: In the Elderly Emotion Sub-Challenge, arousal and valence in the speech of elderly individuals have to be modelled as a 3-class problem; in the Breathing Sub-Challenge, breathing has to be assessed as a regression problem; and in the Mask Sub-Challenge, speech without and with a surgical mask has to be told apart. We describe the Sub-Challenges, baseline feature extraction, and classifiers based on the ‘usual’ COMPARE and BoAW features as well as deep unsupervised representation learning using the AUDEEP toolkit, and deep feature extraction from pre-trained CNNs using the DEEP SPECTRUM toolkit; in addition, we partially add deep end-to-end sequential modelling, and, for the first time in the challenge, linguistic analysis
| Type: | Proceedings paper |
|---|---|
| Title: | The INTERSPEECH 2020 Computational Paralinguistics Challenge: Elderly Emotion, Breathing & Masks |
| Event: | Annual Conference of the International Speech Communication Association, INTERSPEECH 2020 |
| Open access status: | An open access version is available from UCL Discovery |
| DOI: | 10.21437/Interspeech.2020-0032 |
| Publisher version: | https://doi.org/10.21437/Interspeech.2020-0032 |
| Language: | English |
| Additional information: | This version is the version of record. For information on re-use, please refer to the publisher’s terms and conditions. |
| Keywords: | Computational Paralinguistics, Challenge, Elderly Emotion, Breathing, Speech under Mask |
| UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Institute of Cognitive Neuroscience |
| URI: | https://discovery-pp.ucl.ac.uk/id/eprint/10118944 |
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