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CASME Database A Dataset of Spontaneous MicroExpressions Collected From Neutralized Faces
Yan,Wen-Jing; Wu,Qi; Liu,Yong-Jin; Wang,Su-Jing; Fu,Xiaolan
第一作者Yan,Wen-Jing
其他责任者Xu,Xinyin ; Chen,Yu-Hsin
通讯作者邮箱fuxl@psych.ac.cn
心理所单位排序1
摘要Micro-expressions are facial expressions which are fleeting and reveal genuine emotions that people try to conceal. These are important clues for detecting lies and dangerous behaviors and therefore have potential applications in various fields such as the clinical field and national security. However, recognition through the naked eye is very difficult. Therefore, researchers in the field of computer vision have tried to develop micro-expression detection and recognition algorithms but lack spontaneous micro-expression databases. In this study, we attempted to create a database of spontaneous micro-expressions which were elicited from neutralized faces. Based on previous psychological studies, we designed an effective procedure in lab situations to elicit spontaneous micro-expressions and analyzed the video data with care to offer valid and reliable codings. From 1500 elicited facial movements filmed under 60fps, 195 micro-expressions were selected. These samples were coded so that the first, peak and last frames were tagged. Action units (AUs) were marked to give an objective and accurate description of the facial movements. Emotions were labeled based on psychological studies and participants' self-report to enhance the validity.
2014
语种英语
DOI10.1109/FG.2013.6553799
发表期刊IEEE International Conference on Automatic Face and Gesture Recognition and Workshops
页码1-7
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收录类别其他
取样对象人类
性别男 ; 女
年龄组青年(18岁-29岁)
被试数量35
国家或地区China
测试或任务Video recording
因变量指标Action units (AUs)
实验仪器Point grey GRAS-03K2C;BenQ M31
统计方法Multilinear Principal Component Analysis (MPCA)
引用统计
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/25606
专题脑与认知科学国家重点实验室
作者单位State Key Laboratory of Brain and Cognitive Science, Institute of Psychology, Chinese Academy of Sciences
第一作者单位中国科学院心理研究所
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GB/T 7714
Yan,Wen-Jing,Wu,Qi,Liu,Yong-Jin,et al. CASME Database A Dataset of Spontaneous MicroExpressions Collected From Neutralized Faces[J]. IEEE International Conference on Automatic Face and Gesture Recognition and Workshops,2014:1-7.
APA Yan,Wen-Jing,Wu,Qi,Liu,Yong-Jin,Wang,Su-Jing,&Fu,Xiaolan.(2014).CASME Database A Dataset of Spontaneous MicroExpressions Collected From Neutralized Faces.IEEE International Conference on Automatic Face and Gesture Recognition and Workshops,1-7.
MLA Yan,Wen-Jing,et al."CASME Database A Dataset of Spontaneous MicroExpressions Collected From Neutralized Faces".IEEE International Conference on Automatic Face and Gesture Recognition and Workshops (2014):1-7.
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