Computational analysis of human-robot interactions through first-person vision: Personality and interaction experience

Oya Celiktutan, H. Gunes
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引用次数: 31

Abstract

In this paper, we analyse interactions with Nao, a small humanoid robot, from the viewpoint of human participants through an ego-centric camera placed on their forehead. We focus on human participants' and robot's personalities and their impact on the human-robot interactions. We automatically extract nonverbal cues (e.g., head movement) from first-person perspective and explore the relationship of nonverbal cues with participants' self-reported personality and their interaction experience. We generate two types of behaviours for the robot (i.e., extroverted vs. introverted) and examine how robot's personality and behaviour affect the findings. Significant correlations are obtained between the extroversion and agreeable-ness traits of the participants and the perceived enjoyment with the extroverted robot. Plausible relationships are also found between the measures of interaction experience and personality and the first-person vision features. We then use computational models to automatically predict the participants' personality traits from these features. Promising results are achieved for the traits of agreeableness, conscientiousness and extroversion.
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基于第一人称视觉的人机交互计算分析:个性与交互体验
在本文中,我们通过放置在人类参与者额头上的以自我为中心的摄像头,从人类参与者的角度分析了与小型人形机器人Nao的互动。我们关注人类参与者和机器人的个性及其对人机交互的影响。我们从第一人称视角自动提取非语言线索(如头部运动),并探索非语言线索与参与者自我报告的人格和互动经验的关系。我们为机器人生成了两种类型的行为(即外向与内向),并研究了机器人的个性和行为如何影响研究结果。被试的外向性和亲和性特征与与外向型机器人的感知享受之间存在显著相关。在互动经验和个性的测量与第一人称视觉特征之间也发现了似是而非的关系。然后,我们使用计算模型从这些特征中自动预测参与者的性格特征。在亲和性、严谨性和外向性方面取得了可喜的结果。
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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