Title :
Toward relaying an affective Speech-to-Speech translator: Cross-language perception of emotional state represented by emotion dimensions
Author :
Elbarougy, Reda ; Han Xiao ; Akagi, Masato ; Junfeng Li
Author_Institution :
Japan Adv. Inst. of Sci. & Technol., Nomi, Japan
Abstract :
Affective speech-to-speech translation (S2ST) is to preserve the affective state conveyed in the speaker´s message. The ultimate goal of this study is to construct an affective S2ST system that has the ability to transform the emotional states of a spoken utterance from one language to another language. A universal automatic speech-emotion-recognition system is required to detect emotional state regardless of language. Therefore, this study investigates commonalities and differences of emotion perception across multi-languages. Thirty subjects from three countries, Japan, China and Vietnam, evaluate three emotional speech databases, Japanese, Chinese and German, in valence-activation space. The results reveal that directions from neutral to other emotions are similar among subjects groups. However, the estimated degree of emotional state depend on the expressed emotional styles. Moreover, neutral positions were significantly different among subjects groups. Thus, directions and distances from neutral to other emotions could be adopted as features to recognize emotional states for multi-languages.
Keywords :
emotion recognition; language translation; natural language processing; speech recognition; Chinese; German; Japanese; affective S2ST system; affective speech-to-speech translator; emotion dimension representation; emotional speech databases; emotional state cross-language perception; spoken utterance; universal automatic speech-emotion-recognition system; valence-activation space; Databases; Emotion recognition; Equations; Speech; Transforms; Spoken human-human interaction with multi languages; commonalities of emotion perception in multi-languages; human perception;
Conference_Titel :
Co-ordination and Standardization of Speech Databases and Assessment Techniques (COCOSDA), 2014 17th Oriental Chapter of the International Committee for the
DOI :
10.1109/ICSDA.2014.7051419