Evaluation of multimodal sequential expressions of emotions in ECA

Radoslaw Niewiadomski, S. Hyniewska, C. Pelachaud
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引用次数: 13

Abstract

A model of multimodal sequential expressions of emotion for an Embodied Conversational Agent was developed. The model is based on video annotations and on descriptions found in the literature. A language has been derived to describe expressions of emotions as a sequence of facial and body movement signals. An evaluation study of our model is presented in this paper. Animations of 8 sequential expressions corresponding to the emotions — anger, anxiety, cheerfulness, embarrassment, panic fear, pride, relief, and tension — were realized with our model. The recognition rate of these expressions is higher than the chance level making us believe that our model is able to generate recognizable expressions of emotions, even for the emotional expressions not considered to be universally recognized.
ECA患者情绪多模态顺序表达的评价
建立了一个具身会话代理的多模态顺序情感表达模型。该模型基于视频注释和文献中的描述。已经衍生出一种语言,将情绪的表达描述为一系列面部和身体运动信号。本文对该模型进行了评价研究。用我们的模型实现了愤怒、焦虑、高兴、尴尬、恐慌、恐惧、骄傲、宽慰、紧张这8种情绪对应的连续表情动画。这些表情的识别率高于机会水平,使我们相信我们的模型能够生成可识别的情绪表情,即使是那些被认为不被普遍识别的情绪表情。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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