中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Spontaneous Facial Expressions and Micro-expressions Coding: From Brain to Face

文献类型:期刊论文

作者Dong, Zizhao1; Wang, Gang2; Lu, Shaoyuan1,3; Li, Jingting1; Yan, Wenjing4; Wang, Su-Jing1,3
刊名FRONTIERS IN PSYCHOLOGY
出版日期2022-01-04
卷号12页码:11
通讯作者邮箱wangsujing@psych.ac.cn (su-jing wang )
关键词expressions micro-expressions action unit coding cerebral cortex facial muscle
ISSN号1664-1078
DOI10.3389/fpsyg.2021.784834
产权排序1
文献子类实证研究
英文摘要

Facial expressions are a vital way for humans to show their perceived emotions. It is convenient for detecting and recognizing expressions or micro-expressions by annotating a lot of data in deep learning. However, the study of video-based expressions or micro-expressions requires that coders have professional knowledge and be familiar with action unit (AU) coding, leading to considerable difficulties. This paper aims to alleviate this situation. We deconstruct facial muscle movements from the motor cortex and systematically sort out the relationship among facial muscles, AU, and emotion to make more people understand coding from the basic principles: We derived the relationship between AU and emotion based on a data-driven analysis of 5,000 images from the RAF-AU database, along with the experience of professional coders.We discussed the complex facial motor cortical network system that generates facial movement properties, detailing the facial nucleus and the motor system associated with facial expressions.The supporting physiological theory for AU labeling of emotions is obtained by adding facial muscle movements patterns.We present the detailed process of emotion labeling and the detection and recognition of AU.Based on the above research, the video's coding of spontaneous expressions and micro-expressions is concluded and prospected.

收录类别SCI
WOS关键词EMOTIONAL EXPRESSION ; MOTOR ; ELECTROMYOGRAPHY ; REPRESENTATION ; EXPERIENCE ; MUSCLES
WOS研究方向Psychology
语种英语
WOS记录号WOS:000745215500001
出版者FRONTIERS MEDIA SA
源URL[http://ir.psych.ac.cn/handle/311026/41870]  
专题心理研究所_中国科学院行为科学重点实验室
通讯作者Wang, Su-Jing
作者单位1.Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing, Peoples R China
2.Jiangsu Univ Sci & Technol, Sch Comp Sci, Zhenjiang, Jiangsu, Peoples R China
3.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
4.Wenzhou Univ, Coll Teacher Educ, Dept Appl Psychol, Wenzhou, Zhejiang, Peoples R China
推荐引用方式
GB/T 7714
Dong, Zizhao,Wang, Gang,Lu, Shaoyuan,et al. Spontaneous Facial Expressions and Micro-expressions Coding: From Brain to Face[J]. FRONTIERS IN PSYCHOLOGY,2022,12:11.
APA Dong, Zizhao,Wang, Gang,Lu, Shaoyuan,Li, Jingting,Yan, Wenjing,&Wang, Su-Jing.(2022).Spontaneous Facial Expressions and Micro-expressions Coding: From Brain to Face.FRONTIERS IN PSYCHOLOGY,12,11.
MLA Dong, Zizhao,et al."Spontaneous Facial Expressions and Micro-expressions Coding: From Brain to Face".FRONTIERS IN PSYCHOLOGY 12(2022):11.

入库方式: OAI收割

来源:心理研究所

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