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AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS

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.

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Paper Details

Authors:
Sung-Lin Yeh, Yun-Shao Lin, Chi-Chun Lee
Submitted On:
9 May 2019 - 11:36am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Sung-Lin Yeh
Paper Code:
2670
Document Year:
2019
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Document Files

ICASSP2019_poster_interaction.pdf

(33)

AN INTERACTION-AWARE ATTENTION NETWORK FOR SPEECH EMOTION RECOGNITION IN SPOKEN DIALOGS.pdf

(28)

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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: Oct. 14, 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} }
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 -
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