A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking

Khiet P. Truong; Arne Nieuwenhuys; Peter Beek; Vanessa Evers

A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking

Khiet P. Truong
, Arne Nieuwenhuys
, Peter Beek
, Vanessa Evers

Faculty of Behavioural and Movement Sciences

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

Abstract

One of the ways to gauge your own exercise intensity while running, is to assess your capability of talking while running: if you can still speak comfortably, you are running within the recommended intensity guidelines. This subjective way of estimating one's exercise intensity by talking (i.e. The Talk Test) motivated us to investigate how speech characteristics are affected during running and whether it is possible to develop a more objective way of estimating exercise intensity levels while running through voice analysis. To this end, we developed the Talk and Run Speech database that contains speech recorded from people before, during, and after running. We present our database and show that it is possible to detect exercise intensity below or above the anaerobic threshold in speech during running with a performance of 73.5% and 60.0% (unweighted average recall) for female and male speakers respectively.

Original language	English
Title of host publication	Proceedings of Interspeech
Subtitle of host publication	16th Annual Conference of the International Speech Communication Association, Interspeech 2015
Place of Publication	Baixas, France
Publisher	International Speech Communication Association (ISCA)
Pages	3705-3709
Number of pages	5
Volume	2015-January
Publication status	Published - 2015
Event	16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015 - Dresden, Germany Duration: 6 Sept 2015 → 10 Sept 2015

Publication series

Name	Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
ISSN (Print)	2308-457X

Conference

Conference	16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015
Country/Territory	Germany
City	Dresden
Period	6/09/15 → 10/09/15

Bibliographical note

Publisher Copyright:
Copyright © 2015 ISCA.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 16 Peace, Justice and Strong Institutions

Keywords

Exercise intensity
Heart rate
Physical stress
Speaker state analysis
Speech database
Talk test

Persistent URL (handle)

Persistent link

Cite this

Truong, K. P., Nieuwenhuys, A., Beek, P., & Evers, V. (2015). A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking. In Proceedings of Interspeech: 16th Annual Conference of the International Speech Communication Association, Interspeech 2015 (Vol. 2015-January, pp. 3705-3709). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH). International Speech Communication Association (ISCA).

Truong, Khiet P. ; Nieuwenhuys, Arne ; Beek, Peter et al. / A database for analysis of speech under physical stress : Detection of exercise intensity while running and talking. Proceedings of Interspeech: 16th Annual Conference of the International Speech Communication Association, Interspeech 2015. Vol. 2015-January Baixas, France : International Speech Communication Association (ISCA), 2015. pp. 3705-3709 (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

@inproceedings{dc2a27dd00f6458da2efbe014f27fd5a,

title = "A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking",

abstract = "One of the ways to gauge your own exercise intensity while running, is to assess your capability of talking while running: if you can still speak comfortably, you are running within the recommended intensity guidelines. This subjective way of estimating one's exercise intensity by talking (i.e. The Talk Test) motivated us to investigate how speech characteristics are affected during running and whether it is possible to develop a more objective way of estimating exercise intensity levels while running through voice analysis. To this end, we developed the Talk and Run Speech database that contains speech recorded from people before, during, and after running. We present our database and show that it is possible to detect exercise intensity below or above the anaerobic threshold in speech during running with a performance of 73.5\% and 60.0\% (unweighted average recall) for female and male speakers respectively.",

keywords = "Exercise intensity, Heart rate, Physical stress, Speaker state analysis, Speech database, Talk test",

author = "Truong, \{Khiet P.\} and Arne Nieuwenhuys and Peter Beek and Vanessa Evers",

note = "Publisher Copyright: Copyright {\textcopyright} 2015 ISCA.; 16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015 ; Conference date: 06-09-2015 Through 10-09-2015",

year = "2015",

language = "English",

volume = "2015-January",

series = "Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",

publisher = "International Speech Communication Association (ISCA)",

pages = "3705--3709",

booktitle = "Proceedings of Interspeech",

}

Truong, KP, Nieuwenhuys, A, Beek, P & Evers, V 2015, A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking. in Proceedings of Interspeech: 16th Annual Conference of the International Speech Communication Association, Interspeech 2015. vol. 2015-January, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, International Speech Communication Association (ISCA), Baixas, France, pp. 3705-3709, 16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015, Dresden, Germany, 6/09/15.

A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking. / Truong, Khiet P.; Nieuwenhuys, Arne; Beek, Peter et al.
Proceedings of Interspeech: 16th Annual Conference of the International Speech Communication Association, Interspeech 2015. Vol. 2015-January Baixas, France: International Speech Communication Association (ISCA), 2015. p. 3705-3709 (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - A database for analysis of speech under physical stress

T2 - 16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015

AU - Truong, Khiet P.

AU - Nieuwenhuys, Arne

AU - Beek, Peter

AU - Evers, Vanessa

PY - 2015

Y1 - 2015

N2 - One of the ways to gauge your own exercise intensity while running, is to assess your capability of talking while running: if you can still speak comfortably, you are running within the recommended intensity guidelines. This subjective way of estimating one's exercise intensity by talking (i.e. The Talk Test) motivated us to investigate how speech characteristics are affected during running and whether it is possible to develop a more objective way of estimating exercise intensity levels while running through voice analysis. To this end, we developed the Talk and Run Speech database that contains speech recorded from people before, during, and after running. We present our database and show that it is possible to detect exercise intensity below or above the anaerobic threshold in speech during running with a performance of 73.5% and 60.0% (unweighted average recall) for female and male speakers respectively.

AB - One of the ways to gauge your own exercise intensity while running, is to assess your capability of talking while running: if you can still speak comfortably, you are running within the recommended intensity guidelines. This subjective way of estimating one's exercise intensity by talking (i.e. The Talk Test) motivated us to investigate how speech characteristics are affected during running and whether it is possible to develop a more objective way of estimating exercise intensity levels while running through voice analysis. To this end, we developed the Talk and Run Speech database that contains speech recorded from people before, during, and after running. We present our database and show that it is possible to detect exercise intensity below or above the anaerobic threshold in speech during running with a performance of 73.5% and 60.0% (unweighted average recall) for female and male speakers respectively.

KW - Exercise intensity

KW - Heart rate

KW - Physical stress

KW - Speaker state analysis

KW - Speech database

KW - Talk test

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M3 - Conference contribution

AN - SCOPUS:84959167498

VL - 2015-January

T3 - Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

SP - 3705

EP - 3709

BT - Proceedings of Interspeech

PB - International Speech Communication Association (ISCA)

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Y2 - 6 September 2015 through 10 September 2015

ER -

Truong KP, Nieuwenhuys A, Beek P, Evers V. A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking. In Proceedings of Interspeech: 16th Annual Conference of the International Speech Communication Association, Interspeech 2015. Vol. 2015-January. Baixas, France: International Speech Communication Association (ISCA). 2015. p. 3705-3709. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

A database for analysis of speech under physical stress: Detection of exercise intensity while running and talking

Abstract

Publication series

Conference

Bibliographical note

UN SDGs

Keywords

Persistent URL (handle)

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Cite this