Exploring a Model of Gaze for Grounding in Multimodal HRI

Gregor Mehlmann, M. Häring, Kathrin Janowski, Tobias Baur, Patrick Gebhard, E. André
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引用次数: 63

Abstract

Grounding is an important process that underlies all human interaction. Hence, it is crucial for building social robots that are expected to collaborate effectively with humans. Gaze behavior plays versatile roles in establishing, maintaining and repairing the common ground. Integrating all these roles in a computational dialog model is a complex task since gaze is generally combined with multiple parallel information modalities and involved in multiple processes for the generation and recognition of behavior. Going beyond related work, we present a modeling approach focusing on these multi-modal, parallel and bi-directional aspects of gaze that need to be considered for grounding and their interleaving with the dialog and task management. We illustrate and discuss the different roles of gaze as well as advantages and drawbacks of our modeling approach based on a first user study with a technically sophisticated shared workspace application with a social humanoid robot.
多模态HRI中凝视接地模型的探索
接地是一个重要的过程,是所有人类互动的基础。因此,构建能够与人类有效合作的社交机器人至关重要。注视行为在共同基础的建立、维护和修复中起着多方面的作用。将所有这些角色整合到计算对话模型中是一项复杂的任务,因为凝视通常与多个并行信息模态相结合,并且涉及多个过程来生成和识别行为。在相关工作之外,我们提出了一种建模方法,重点关注这些多模态、平行和双向的凝视方面,这些方面需要考虑到接地以及它们与对话和任务管理的交叉。我们说明并讨论了凝视的不同作用,以及基于第一个用户研究的建模方法的优缺点,该研究使用了一个具有社交类人机器人的技术复杂的共享工作空间应用程序。
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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