The munich biovoice corpus: Effects of physical exercising, heart rate, and skin conductance on human speech production

Björn Schuller, Felix Friedmann, Florian Eyben

Publikation: Beitrag in Buch/Bericht/KonferenzbandKonferenzbeitragBegutachtung

37 Zitate (Scopus)

Abstract

We introduce a spoken language resource for the analysis of impact that physical exercising has on human speech production. In particular, the database provides heart rate and skin conductance measurement information alongside the audio recordings. It contains recordings from 19 subjects in a relaxed state and after exercising. The audio material includes breathing, sustained vowels, and read text. Further, we describe pre-extracted audio-features from our openSMILE feature extractor together with baseline performances for the recognition of high and low heart rate using these features. The baseline results clearly show the feasibility of automatic estimation of heart rate from the human voice, in particular from sustained vowels. Both regression - in order to predict the exact heart rate value - and a binary classification setting for high and low heart rate classes are investigated. Finally, we give tendencies on feature group relevance in the named contexts of heart rate estimation and skin conductivity estimation.

OriginalspracheEnglisch
TitelProceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014
Redakteure/-innenNicoletta Calzolari, Khalid Choukri, Sara Goggi, Thierry Declerck, Joseph Mariani, Bente Maegaard, Asuncion Moreno, Jan Odijk, Helene Mazo, Stelios Piperidis, Hrafn Loftsson
Herausgeber (Verlag)European Language Resources Association (ELRA)
Seiten1506-1510
Seitenumfang5
ISBN (elektronisch)9782951740884
PublikationsstatusVeröffentlicht - 2014
Veranstaltung9th International Conference on Language Resources and Evaluation, LREC 2014 - Reykjavik, Island
Dauer: 26 Mai 201431 Mai 2014

Publikationsreihe

NameProceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014

Konferenz

Konferenz9th International Conference on Language Resources and Evaluation, LREC 2014
Land/GebietIsland
OrtReykjavik
Zeitraum26/05/1431/05/14

Fingerprint

Untersuchen Sie die Forschungsthemen von „The munich biovoice corpus: Effects of physical exercising, heart rate, and skin conductance on human speech production“. Zusammen bilden sie einen einzigartigen Fingerprint.

Dieses zitieren