TY - GEN
T1 - Fully automatic audiovisual emotion recognition
T2 - 10. ITG-Fachtagung Sprachkommunikation - 10th ITG Conference on Speech Communication
AU - Wöllmer, Martin
AU - Kaiser, Moritz
AU - Eyben, Florian
AU - Weninger, Felix
AU - Schuller, Björn
AU - Rigoll, Gerhard
N1 - Publisher Copyright:
© 2020 Sprachkommunikation - 10. ITG-Fachtagung. All rights reserved.
PY - 2020
Y1 - 2020
N2 - The recognition of human emotions from spontaneous and non-prototypical real-life data is currently one of the most challenging tasks in the field of affective computing. This contribution presents our recent advances in assessing dimensional representations of emotion, such as arousal, expectation, power, and valence, in an audiovisual human-computer interaction scenario. We propose a fully automatic multimodal recognition approach based on context-sensitive modeling of audio and video features. Evaluations on the Audiovisual Sub-Challenge of the 2011 Audio/Visual Emotion Challenge show how accurately different affective dimensions can be recognized. Our experiments reveal that the proposed multimodal recognition system outperforms previously introduced techniques evaluated on the same task.
AB - The recognition of human emotions from spontaneous and non-prototypical real-life data is currently one of the most challenging tasks in the field of affective computing. This contribution presents our recent advances in assessing dimensional representations of emotion, such as arousal, expectation, power, and valence, in an audiovisual human-computer interaction scenario. We propose a fully automatic multimodal recognition approach based on context-sensitive modeling of audio and video features. Evaluations on the Audiovisual Sub-Challenge of the 2011 Audio/Visual Emotion Challenge show how accurately different affective dimensions can be recognized. Our experiments reveal that the proposed multimodal recognition system outperforms previously introduced techniques evaluated on the same task.
UR - http://www.scopus.com/inward/record.url?scp=85091334062&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85091334062
T3 - Sprachkommunikation - 10. ITG-Fachtagung
SP - 71
EP - 74
BT - Sprachkommunikation - 10. ITG-Fachtagung
PB - VDE VERLAG GMBH
Y2 - 26 September 2012 through 28 September 2012
ER -