Publication Details

Investigation of Bottle-Neck Features for Emotion Recognition

POPKOVÁ Anna, POVOLNÝ Filip, MATĚJKA Pavel, GLEMBEK Ondřej, GRÉZL František and ČERNOCKÝ Jan. Investigation of Bottle-Neck Features for Emotion Recognition. In: 19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings. Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence, vol. 9924. Brno: International Speech Communication Association, 2016, pp. 426-434. ISSN 0302-9743. Available from: https://link.springer.com/chapter/10.1007/978-3-319-45510-5_49
Czech title
Výzkum bottle-neck parametrů pro rozpoznávání emocí
Type
conference paper
Language
english
Authors
Popková Anna, Ing. (FIT BUT)
Povolný Filip, Ing. (Phonexia)
Matějka Pavel, Ing., Ph.D. (DCGM FIT BUT)
Glembek Ondřej, Ing., Ph.D. (DCGM FIT BUT)
Grézl František, Ing., Ph.D. (DCGM FIT BUT)
Černocký Jan, doc. Dr. Ing. (DCGM FIT BUT)
URL
Keywords

Emotion recognition, Bottle-Neck features, Context, Fusion

Abstract

This paper describes several systems for emotion recognition developed for the AV+EC 2015 Emotion Recognition Challenge. A complete system, making use of all three modalities (audio, video, and physiological data), was submitted to the evaluation. The focus of our work was, however, on the so called Bottle-Neck features used to complement the audio features. For the recognition of arousal, we improved the results of the delivered audio features and combined them favorably with the Bottle-Neck features. For valence, the best results were obtained with video, but a two-output Bottle-Neck structure is not far behind, which is especially appealing for applications where only audio is available.

Published
2016
Pages
426-434
Journal
Lecture Notes in Computer Science, vol. 9924, no. 9, ISSN 0302-9743
Proceedings
19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings
Series
Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Conference
19th International Conference on Text, Speech and Dialogue, Brno, CZ
Publisher
International Speech Communication Association
Place
Brno, CZ
DOI
UT WoS
000389707400049
EID Scopus
BibTeX
@INPROCEEDINGS{FITPUB12239,
   author = "Anna Popkov\'{a} and Filip Povoln\'{y} and Pavel Mat\v{e}jka and Ond\v{r}ej Glembek and Franti\v{s}ek Gr\'{e}zl and Jan \v{C}ernock\'{y}",
   title = "Investigation of Bottle-Neck Features for Emotion Recognition",
   pages = "426--434",
   booktitle = "19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings",
   series = "Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence",
   journal = "Lecture Notes in Computer Science",
   volume = 9924,
   number = 9,
   year = 2016,
   location = "Brno, CZ",
   publisher = "International Speech Communication Association",
   ISSN = "0302-9743",
   doi = "10.1007/978-3-319-45510-5\_49",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12239"
}
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