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Group Dynamics and Multimodal Interaction Modeling Using a Smart Digital Signage

机译:使用智能数字标牌的群体动力学和多模式交互建模

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This paper presents a new multimodal system for group dynamics and interaction analysis. The framework is composed of a mic array and multiview video cameras placed on a digital signage display which serves as a support for interaction. We show that visual information processing can be used to localize nonverbal communication events and synchronized with audio information. Our contribution is twofold: 1) we present a scalable portable system for multiple people multimodal interaction sensing, and 2) we propose a general framework to model A/V multimodal interaction that employs speaker diarization for audio processing and hybrid dynamical systems (HDS) for video processing. HDS are used to represent communication dynamics between multiple people by capturing the characteristics of temporal structures in head motions. Experimental results show real-world situations of group communication processing for joint attention estimation. We believe the proposed framework is very promising for further research.
机译:本文提出了一种用于群体动力学和相互作用分析的新型多峰系统。该框架由一个麦克风阵列和放置在数字标牌显示器上的多视图摄像机组成,该数字标牌显示器为交互提供支持。我们表明视觉信息处理可用于定位非语言通信事件并与音频信息同步。我们的贡献是双重的:1)我们提出了一种可扩展的便携式系统,用于多人多模式交互感测,以及2)我们提出了一个通用框架来对A / V多模式交互进行建模,该模型将说话者区分用于音频处理和混合动力系统(HDS),视频处理。 HDS通过捕获头部运动中的时间结构特征来表示多个人之间的通信动态。实验结果显示了用于联合注意力估计的小组通信处理的实际情况。我们认为,提出的框架对于进一步的研究非常有前途。

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