Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
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 |
DOI | 10.1109/FG.2013.6553799 |
发表期刊 | IEEE International Conference on Automatic Face and Gesture Recognition and Workshops |
页码 | 1-7 |
URL | 查看原文 |
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 |
推荐引用方式 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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
CASME Database A Dat(4266KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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