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Methodical Analysis of Western-Caucasian and East-Asian Basic Facial Expressions of Emotions Based on Specific Facial Regions

机译:基于特定面部地区的西高加达和东亚基本面部表达的意大式分析

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Facial expressions are the straight link for showing human emotions. Psychologists have established the universality of six prototypic basic facial expressions of emotions which they believe are consistent among cultures and races. However, some recent cross-cultural studies have questioned and to some degree refuted this cultural universality. Therefore, in order to contribute to the theory of cultural specificity of basic expressions, from a composite viewpoint of psychology and HCI (Human Computer Interaction), this paper presents a methodical analysis of Western-Caucasian and East-Asian prototypic expressions focused on four facial regions: forehead, eyes-eyebrows, mouth and nose. Our analysis is based on facial expression recognition and visual analysis of facial expression images of two datasets composed by four standard databases CK+, JAFFE, TFEID and JACFEE. A hybrid feature extraction method based on Fourier coefficients is proposed for the recognition analysis. In addition, we present a cross-cultural human study applied to 40 subjects as a baseline, as well as one comparison of facial expression recognition performance between the previous cross-cultural tests from the literature. With this work, it is possible to clarify the prior considerations for working with multicultural facial expression recognition and contribute to identifying the specific facial expression differences between Western-Caucasian and East-Asian basic expressions of emotions.
机译:面部表情是表达人类情绪的直线。心理学家已经建立了六种原型基本面部表情的普遍性,他们认为在文化和比赛中是一致的。然而,一些最近的跨文化研究质疑和某种程度驳斥了这种文化普遍性。因此,为了促进基本表达的文化特异性理论,从心理学和HCI(人机互动)的复合观点来看,侧重于四个面部的西高加索和东亚原型表达的方法分析地区:额头,眼睛眉毛,嘴巴和鼻子。我们的分析基于面部表情识别和视觉分析由四个标准数据库CK +,Jaffe,TFeID和Jacfee组成的两个数据集的面部表情图像。提出了一种基于傅里叶系数的混合特征提取方法,用于识别分析。此外,我们提出了一种跨文化人类研究,适用于40个科目作为基线,以及对文献前跨文化试验之间的面部表情识别性能的比较。通过这项工作,可以澄清与多元文化面部表情识别合作的事先考虑,并有助于确定西部白人和东亚基本表达情绪之间的特定面部表情差异。

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