Supporting Multi-user Participation with Affective Multimodal Fusion

C. Coutrix, Giulio Jacucci, I. Avdouevski, Valentin Vervondel, M. Cavazza, Stephen W. Gilroy, Lorenza Parisi
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引用次数: 2

Abstract

In this paper, we present an application of affective computing as an art installation designed for group interaction. The Common Touch utilises a large multi-touch display, presenting interactive visualisations of emotive slogans. The artistic brief is to engage participants in the exploration, touching and manipulation of slogans. Participants reveal the missing words of slogans by touching them. The Common Touch utilises several input modalities to build an affective representation of the group interactions: emotional speech recognition, video feature extraction, multi-keyword spotting and touch events. The output of affective fusion is used to refine the selection of slogans presented. We include results of a series of experiments using The Common Touch with 24 subjects in groups of 3 using video analysis, logs and questionnaires for data collection. We describe, through interaction analysis, how users utilised the different modalities, suggesting implications for implementing multimodal aesthetic applications to support multi-user participation: tracking multi-user engagement, coverage of possible affective cues in each modality, multimodality in temporal and event analysis, dramaturgy and performative interaction.
用情感多模态融合支持多用户参与
在本文中,我们提出了一种情感计算的应用,作为一种为群体互动设计的艺术装置。Common Touch使用一个大型多点触控显示器,呈现情感标语的交互式可视化。艺术概要是让参与者参与对标语的探索、触摸和操作。参与者通过触摸标语来发现标语中缺失的单词。Common Touch利用多种输入模式来构建群体互动的情感表示:情感语音识别、视频特征提取、多关键词识别和触摸事件。情感融合的输出用于优化所呈现口号的选择。我们包括了一系列实验的结果,24名受试者被分成3组,使用视频分析、日志和问卷调查来收集数据。通过交互分析,我们描述了用户如何利用不同的模态,并提出了实施多模态美学应用以支持多用户参与的建议:跟踪多用户参与度,每种模态中可能的情感线索的覆盖范围,时间和事件分析中的多模态,戏剧和表演交互。
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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