TY - GEN
T1 - Fully automatic audiovisual emotion recognition
T2 - 10th ITG Symposium on Speech Communication, ITGspeech 2012
AU - Wöllmer, Martin
AU - Kaiser, Moritz
AU - Eyben, Florian
AU - Weninger, Felix
AU - Schuller, Björn
AU - Rigoll, Gerhard
N1 - Publisher Copyright:
© VDE VERLAG GMBH • Berlin • Offenbach.
PY - 2012
Y1 - 2012
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 humancomputer 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 humancomputer 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=84947983184&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84947983184
T3 - Proceedings of 10th ITG Symposium on Speech Communication
BT - Proceedings of 10th ITG Symposium on Speech Communication
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 26 September 2012 through 28 September 2012
ER -