基于pad的多模态情感融合

Stephen W. Gilroy, M. Cavazza, Markus Niiranen, E. André, Thurid Vogt, J. Urbain, M. Benayoun, H. Seichter, M. Billinghurst
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引用次数: 29

摘要

相对于传统的多模态研究而言,情感界面的多模态研究相对较少。然而,情感接口技术成功发展的一个条件是开发实时多模态融合框架。在本文中,我们描述了一种多模态情感融合的方法,该方法依赖于一个维度模型,愉悦-唤醒-优势(PAD)来支持情感模态的融合,每个输入模态被表示为PAD向量。我们描述了该模型如何在统一的方法中支持情感内容融合和时间融合。我们报告了早期用户研究的结果,证实了测量情感输入和用户气质得分之间存在相关性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PAD-based multimodal affective fusion
The study of multimodality is comparatively less developed for affective interfaces than for their traditional counterparts. However, one condition for the successful development of affective interface technologies is the development of frameworks for the real-time multimodal fusion. In this paper, we describe an approach to multimodal affective fusion, which relies on a dimensional model, Pleasure-Arousal-Dominance (PAD) to support the fusion of affective modalities, each input modality being represented as a PAD vector. We describe how this model supports both affective content fusion and temporal fusion within a unified approach. We report results from early user studies which confirm the existence of a correlation between measured affective input and user temperament scores.
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