Publication detail

Investigation of Bottle-Neck Features for Emotion Recognition

POPKOVÁ, A. POVOLNÝ, F. MATĚJKA, P. GLEMBEK, O. GRÉZL, F. ČERNOCKÝ, J.

Original Title

Investigation of Bottle-Neck Features for Emotion Recognition

Type

conference paper

Language

English

Original Abstract

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

Keywords

Emotion recognition, Bottle-Neck features, Context, Fusion

Authors

POPKOVÁ, A.; POVOLNÝ, F.; MATĚJKA, P.; GLEMBEK, O.; GRÉZL, F.; ČERNOCKÝ, J.

Released

12. 9. 2016

Publisher

International Speech Communication Association

Location

Brno

ISBN

0302-9743

Periodical

Lecture Notes in Computer Science

Year of study

9924

Number

9

State

Federal Republic of Germany

Pages from

426

Pages to

434

Pages count

9

URL

https://link.springer.com/chapter/10.1007/978-3-319-45510-5_49

BibTex

@inproceedings{BUT163393,
  author="Anna {Popková} and Filip {Povolný} and Pavel {Matějka} and Ondřej {Glembek} and František {Grézl} and Jan {Černocký}",
  title="Investigation of Bottle-Neck Features for Emotion Recognition",
  booktitle="19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings",
  year="2016",
  series="Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence",
  journal="Lecture Notes in Computer Science",
  volume="9924",
  number="9",
  pages="426--434",
  publisher="International Speech Communication Association",
  address="Brno",
  doi="10.1007/978-3-319-45510-5\{_}49",
  issn="0302-9743",
  url="https://link.springer.com/chapter/10.1007/978-3-319-45510-5_49"
}

Documents

popkova_tsd2016_Chapter_InvestigationOfBottle-NeckFeat.pdf