arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2004.09685cs.HCcs.AI
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镜像反射:一种情绪自我反思的情感界面

Mirror Ritual: An Affective Interface for Emotional Self-Reflection

Monash University(莫纳什大学)

Nina Rajcic, Jon McCormack

摘要:

本文介绍了一种新的形式的实时情感界面,从事用户的概念化的过程中,他们的情绪状态。受巴雷特的情绪建构理论的启发,“镜像反射”旨在扩展用户可访问的情绪概念,并最终引发情绪反射和调节。该界面使用分类的情感-通过面部表情识别获得-作为动态生成诗歌的基础。感知到的情感被用于基于OpenAI的GPT-2模型的诗歌生成系统,该模型在专门策划的语料库上进行了微调。我们评估设备在持续时间内为个人用户培养个性化、有意义体验的能力。一项定性分析显示,参与者能够情感地与镜子互动,每个参与者都在自己的情感景观背景下对其诗歌进行了独特的解释。

英文摘要:

This paper introduces a new form of real-time affective interface that engages the user in a process of conceptualisation of their emotional state. Inspired by Barrett's Theory of Constructed Emotion, `Mirror Ritual' aims to expand upon the user's accessible emotion concepts, and to ultimately provoke emotional reflection and regulation. The interface uses classified emotions -- obtained through facial expression recognition -- as a basis for dynamically generating poetry. The perceived emotion is used to seed a poetry generation system based on OpenAI's GPT-2 model, fine-tuned on a specially curated corpus. We evaluate the device's ability to foster a personalised, meaningful experience for individual users over a sustained period. A qualitative analysis revealed that participants were able to affectively engage with the mirror, with each participant developing a unique interpretation of its poetry in the context of their own emotional landscape.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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