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, prof. 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

10.1007/978-3-319-45510-5_49

UT WoS

000389707400049

EID Scopus

2-s2.0-85008354095

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"
}