Title :
Building robust emotion recognition system on heterogeneous speech databases
Author :
Yoon, Won-Jung ; Park, Kyu-Sik
Author_Institution :
Dankook Univ., Yongin, South Korea
Abstract :
This paper proposes a method to build a robust speech emotion recognition system for consumer electronic applications. Traditional method of two-class (neutral/anger) emotion recognition is extended into two-step hierarchical structure by using emotional characteristics and gender difference. Experimental results confirm the very stable and successful emotion classification performance over the traditional method.
Keywords :
consumer electronics; emotion recognition; speech recognition; consumer electronic applications; emotion classification performance; gender difference; heterogeneous speech databases; robust emotion recognition system; two-class emotion recognition; two-step hierarchical structure; Accuracy; Classification algorithms; Emotion recognition; Feature extraction; Speech; Speech recognition; Training;
Conference_Titel :
Consumer Electronics (ICCE), 2011 IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-8711-0
DOI :
10.1109/ICCE.2011.5722886