论文标题

镜子仪式:情感自我反省的情感界面

Mirror Ritual: An Affective Interface for Emotional Self-Reflection

论文作者

Rajcic, Nina, McCormack, Jon

论文摘要

本文介绍了一种新的实时情感界面形式,该界面使用户参与其情绪状态的概念化过程。受巴雷特(Barrett)构造情感理论的启发,“镜像仪式”旨在扩大用户可访问的情感概念,并最终引起情感反思和调节。该界面使用分类情绪(通过面部表达识别获得)作为动态产生诗歌的基础。感知到的情感用于播种基于OpenAI的GPT-2模型的诗歌生成系统,并在特殊策划的语料库上进行了微调。我们评估了该设备在持续时间内为个人用户培养个性化,有意义的体验的能力。定性分析表明,参与者能够与镜子有效地互动,每个参与者在自己的情感景观的背景下对其诗歌进行了独特的解释。

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.

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