Abstract:
Obtaining robust speech emotion recognition (SER) in scenarios of spoken interactions is critical to the developments of next generation human-machine interface. Previous research has largely focused on performing SER by modeling each utterance of the dialog in isolation without considering the transactional and dependent nature of the human-human conversation. In this work, we propose an interaction-aware attention network (IAAN) that incorporate contextual information in the learned vocal representation through a novel attention mechanism. Our proposed method achieves 66.3% accuracy (7.9% over baseline methods) in four class emotion recognition and is also the current state-of-art recognition rates obtained on the benchmark database.
Paper Details
- Authors:
- Submitted On:
- 9 May 2019 - 11:36am
- Short Link:
- Type:
- Poster
- Event:
- Presenter's Name:
- Sung-Lin Yeh
- Paper Code:
- 2670
- Document Year:
- 2019
- Cite
Document Files
ICASSP2019_poster_interaction.pdf
AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS.pdf
Keywords
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[1] Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee,
"AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS",
IEEE SigPort,
2019. [Online]. Available: http://sigport.org/4097. Accessed: Dec. 08, 2019.
@article{4097-19,
url = {http://sigport.org/4097},
author = {Sung-Lin Yeh; Yun-Shao Lin; Chi-Chun Lee },
publisher = {IEEE SigPort},
title = {AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS},
year = {2019} }
url = {http://sigport.org/4097},
author = {Sung-Lin Yeh; Yun-Shao Lin; Chi-Chun Lee },
publisher = {IEEE SigPort},
title = {AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS},
year = {2019} }
TY - EJOUR
T1 - AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS
AU - Sung-Lin Yeh; Yun-Shao Lin; Chi-Chun Lee
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4097
ER -
T1 - AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS
AU - Sung-Lin Yeh; Yun-Shao Lin; Chi-Chun Lee
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4097
ER -
Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee.
(2019).
AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS.
IEEE SigPort.
http://sigport.org/4097
Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee,
2019.
AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS.
Available at:
http://sigport.org/4097.
Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee.
(2019).
"AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS."
Web.
1. Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee.
AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS [Internet].
IEEE SigPort; 2019.
Available from :
http://sigport.org/4097
