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Human emotion and cognition recognition from body language of the head using soft computing techniques

机译:使用软计算技术从头部的肢体语言进行人类情感和认知识别

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摘要

To make a computer interface more usable, enjoyable, and effective, it should be able to recognize emotions of its human counterpart. This paper explores new ways to infer the user’s emotions and cognitions from the combination of facial expression (happy, angry, or sad), eye gaze (direct or averted), and head movement (direction and frequency). All of the extracted information is taken as input data and soft computing techniques are applied to infer emotional and cognitional states. The fuzzy rules were defined based on the opinion of an expert in psychology, a pilot group and annotators. Although the creation of the fuzzy rules are specific to a given culture, the idea of integrating the different modalities of the body language of the head is generic enough to be used by any particular target user group from any culture. Experimental results show that this method can be used to successfully recognize 10 different emotions and cognitions.
机译:为了使计算机界面更加实用,有趣和有效,它应该能够识别其人类对应对象的情绪。本文探讨了通过面部表情(高兴,愤怒或悲伤),眼神(直接或避免)和头部运动(方向和频率)的组合来推断用户的情感和认知的新方法。所有提取的信息均作为输入数据,并且将软计算技术应用于推断情感和认知状态。模糊规则是根据心理学专家,试验组和注释者的意见定义的。尽管模糊规则的创建特定于给定的文化,但是整合头部的肢体语言的不同方式的想法足够通用,可以被来自任何文化的任何特定目标用户组使用。实验结果表明,该方法可成功识别出10种不同的情绪和认知。

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