Detail výsledku

Investigation of Bottle-Neck Features for Emotion Recognition

POPKOVÁ, A.; POVOLNÝ, F.; MATĚJKA, P.; GLEMBEK, O.; GRÉZL, F.; ČERNOCKÝ, J. 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 Computer Science, Lecture Notes in Artificial Intelligence. Brno: International Speech Communication Association, 2016. no. 9, p. 426-434. ISSN: 0302-9743.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Popková Anna, Ing., FIT (FIT)
Povolný Filip, Ing.
Matějka Pavel, Ing., Ph.D., UPGM (FIT)
Glembek Ondřej, Ing., Ph.D., UPGM (FIT)
Grézl František, Ing., Ph.D., UPGM (FIT)
Černocký Jan, prof. Dr. Ing., UPGM (FIT)
Abstrakt

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.

Klíčová slova

Emotion recognition, Bottle-Neck features, Context, Fusion

URL
Rok
2016
Strany
426–434
Časopis
Lecture Notes in Computer Science, roč. 9924, č. 9, ISSN 0302-9743
Sborník
19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings
Řada
Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Konference
19th International Conference on Text, Speech and Dialogue
Vydavatel
International Speech Communication Association
Místo
Brno
DOI
10.1007/978-3-319-45510-5_49
UT WoS
000389707400049
EID Scopus
2-s2.0-85008354095
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"
}
Soubory
Projekty
Meeting assistant (MINT), TAČR, Program aplikovaného výzkumu a experimentálního vývoje ALFA, TA04011311, zahájení: 2014-10-01, ukončení: 2017-12-31, ukončen
Sociální sémantická analýza emocí pro inovativní vícejazyčnou analýzu velkých dat, EU, Horizon 2020, zahájení: 2015-04-01, ukončení: 2017-03-31, ukončen
Výzkumné skupiny
Výzkumná skupina dolování dat z řeči BUT Speech@FIT (VZ SPEECH)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru