An Open Source Emotional Speech Corpus for Human Robot Interaction Applications

被引:16
|
作者
James, Jesin [1 ]
Tian, Li [1 ]
Watson, Catherine Inez [1 ]
机构
[1] Univ Auckland, Dept Elect & Comp Engn, Auckland, New Zealand
关键词
emotional speech corpus; primary and secondary emotions; perception test; prosody; RECOGNITION;
D O I
10.21437/Interspeech.2018-1349
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For further understanding the wide array of emotions embedded in human speech, we are introducing a strictly-guided simulated emotional speech corpus. In contrast to existing speech corpora, this was constructed by maintaining an equal distribution of 4 long vowels in New Zealand English. This balance is to facilitate emotion related formant and glottal source feature comparison studies. Also, the corpus has 5 secondary emotions and 5 primary emotions. Secondary emotions are important in Human-Robot Interaction (HRI) to model natural conversations among humans and robots. But there are few existing speech resources to study these emotions, which has motivated the creation of this corpus. A large scale perception test with 120 participants showed that the corpus has approximately 70% and 40% accuracy in the correct classification of primary and secondary emotions respectively. The reasons behind the differences in perception accuracies of the two emotion types is further investigated. A preliminary prosodic analysis of corpus shows significant differences among the emotions. The corpus is made public at: github.com/tli725/JL-Corpus.
引用
收藏
页码:2768 / 2772
页数:5
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