A main directional maximal difference analysis for spotting facial movements from long-term videos | |
Wang, Su-Jing1; Wu, Shuhang2; Qian, Xingsheng1; Li, Jingxiu3; Fu, Xiaolan4,5 | |
刊名 | NEUROCOMPUTING |
2017-03-22 | |
通讯作者邮箱 | wangsujing@psych.ac.cn |
卷号 | 230期号:0页码:382-389 |
关键词 | Micro-expression recognition Macro-expression Micro-expression spotting Optical flow |
ISSN号 | 0925-2312 |
通讯作者 | Wang, Su-Jing |
英文摘要 | There is an increasing interests in micro-expression researches. Spotting micro-expressions in long-term videos is very important, not only for providing clues for lie detection, but also for reducing the labor required to collect micro-expression data. However, little progress has been made in spotting micro-expressions. In this paper, we propose a Main Directional Maximal Difference (MDMD) Analysis for micro-expression spotting. MDMD uses the magnitude maximal difference in the main direction of optical flow features to spot facial movements, including micro-expressions. Using block structured facial regions, MDMD obtains more accurate features of movement of expressions for automatically spotting micro-expressions and macro-expressions from videos. This method involves both the temporal and spatial locations of face movements. Evaluations using the CAS(ME)(2) database containing micro-expressions and macro-expressions show that MDMD is more robust than some state-of-the-art algorithms. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Artificial Intelligence |
研究领域[WOS] | Computer Science |
关键词[WOS] | RECOGNITION ; DECEPTION ; SCHIZOPHRENIA ; REMEDIATION ; CUES |
收录类别 | SCI ; SSCI |
语种 | 英语 |
WOS记录号 | WOS:000394061800035 |
内容类型 | 期刊论文 |
源URL | [http://ir.psych.ac.cn/handle/311026/21241] |
专题 | 心理研究所_中国科学院行为科学重点实验室 |
作者单位 | 1.Inst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China 2.Northeastern Univ, Coll Informat Sci & Engn, Shenyang, Peoples R China 3.Harbin Med Univ, Affiliated Hosp 4, Dept Cardiol, Harbin 150001, Peoples R China 4.Chinese Acad Sci, Inst Psychol, State Key Lab Brain & Cognit Sci, Beijing 100101, Peoples R China 5.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Su-Jing,Wu, Shuhang,Qian, Xingsheng,et al. A main directional maximal difference analysis for spotting facial movements from long-term videos[J]. NEUROCOMPUTING,2017,230(0):382-389. |
APA | Wang, Su-Jing,Wu, Shuhang,Qian, Xingsheng,Li, Jingxiu,&Fu, Xiaolan.(2017).A main directional maximal difference analysis for spotting facial movements from long-term videos.NEUROCOMPUTING,230(0),382-389. |
MLA | Wang, Su-Jing,et al."A main directional maximal difference analysis for spotting facial movements from long-term videos".NEUROCOMPUTING 230.0(2017):382-389. |
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