基于特定面部区域的西方高加索人和东亚人基本表情的方法分析

Gibran Benitez-Garcia, Tomoaki Nakamura, M. Kaneko
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引用次数: 4

摘要

面部表情是表达人类情感的直接纽带。心理学家已经建立了六种原型基本面部表情的普遍性,他们认为这些表情在不同的文化和种族中是一致的。然而,近年来的一些跨文化研究对这种文化普遍性提出了质疑,并在一定程度上进行了驳斥。因此,为了对基本表情的文化特异性理论做出贡献,本文从心理学和人机交互(HCI)的综合观点出发,对西方高加索人和东亚人的原型表情进行了系统分析,重点分析了四个面部区域:前额、眼-眉、嘴和鼻子。我们的分析是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进行识别分析。此外,我们提出了一项跨文化人类研究,应用于40名受试者作为基线,并比较了先前文献中跨文化测试的面部表情识别性能。通过这项工作,有可能澄清多元文化面部表情识别工作的先前考虑因素,并有助于确定西方高加索人和东亚人基本情绪表达之间的特定面部表情差异。
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Methodical Analysis of Western-Caucasian and East-Asian Basic Facial Expressions of Emotions Based on Specific Facial Regions
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.
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