为讲故事的机器人自动生成自然手势

Unai Zabala, I. Rodriguez, E. Lazkano
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引用次数: 1

摘要

自然手势对社交机器人的可信度至关重要。对于讲故事的机器人来说,这一点尤为重要,因为表情、情感和重点都必须突出。在本文中,我们提出了一种用于讲故事机器人的混合手势生成方法,该方法将GAN自动生成的节拍与概率语义相关手势插入系统相结合。节拍是根据基于句子持续时间的概率执行的,而语义手势的插入依赖于先前与单词相关的手势的出现。提取文本的极性,并影响动作的几个特征来激发情感。对机器人行为进行了定性评价,证实了该方法是一种很有前途的讲故事系统。
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Towards an automatic generation of natural gestures for a storyteller robot
Natural gesturing is very important for the credibility of social robots. It is even more crucial for storytelling robots since the expression, emotion and emphasis must be highlighted. In this paper we propose a hybrid gesture generation approach for a storytelling robot that combines beats automatically generated by a GAN with a probabilistic semantic related gesture insertion system. Beats are executed according to a probability based on the duration of the sentences and semantic gesture insertions are dependent of the previous occurrences of the gestures associated to the words. The polarity of the text is extracted and affects several features of the motion to arouse emotion. A qualitative evaluation of robot behavior is conducted and confirms the approach as a promising one as storytelling system.
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