Towards Formal Multimodal Analysis of Emotions for Affective Computing

M. Ghayoumi, Maha Thafar, A. Bansal
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引用次数: 11

Abstract

Social robotics is related to the robotic systems and human interaction. Social robots have applications in elderly care, health care, home care, customer service and reception in industrial settings. Human-Robot Interaction (HRI) requires better understanding of human emotion. There are few multimodal fusion systems that integrate limited amount of facial expression, speech and gesture analysis. In this paper, we describe the implementation of a semantic algebra based formal model that integrates six basic facial expressions, speech phrases and gesture trajectories. The system is capable of real-time interaction. We used the decision level fusion approach for integration and the prototype system has been implemented using Matlab. KeywordsAffective computing, Emotion recognition, Humanmachine interaction, Multimedia, Multimodal, Decision level fusion, Social robotics.
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面向情感计算的情感形式多模态分析
社交机器人与机器人系统和人类互动有关。社交机器人在老年护理、医疗保健、家庭护理、客户服务和工业接待等领域都有应用。人机交互(HRI)需要更好地理解人类的情感。很少有多模态融合系统集成了有限数量的面部表情、语音和手势分析。在本文中,我们描述了一个基于语义代数的形式模型的实现,该模型集成了六种基本的面部表情、语音短语和手势轨迹。该系统具有实时交互能力。采用决策级融合方法进行集成,并利用Matlab实现了原型系统。关键词情感计算,情感识别,人机交互,多媒体,多模态,决策层融合,社交机器人。
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