In Search of Truth: Analysis of Smile Intensity Dynamics to Detect Deception

被引:9
作者
Kawulok, Michal [1 ]
Nalepa, Jakub [1 ]
Nurzynska, Karolina [1 ]
Smolka, Bogdan [1 ]
机构
[1] Silesian Tech Univ, Gliwice, Poland
来源
ADVANCES IN ARTIFICIAL INTELLIGENCE - IBERAMIA 2016 | 2016年 / 10022卷
关键词
Affective computing; Face analysis; Facial expressions; Smile genuineness; Deception detection; Support vector machines; RECOGNITION;
D O I
10.1007/978-3-319-47955-2_27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Detection of deceptive facial expressions, including estimating smile genuineness, is an important and challenging research topic that draws increasing attention from the computer vision and pattern recognition community. The state-of-the-art methods require localizing a number of facial landmarks to extract sophisticated facial characteristics. In this paper, we explore how to exploit fast smile intensity detectors to extract temporal features. This allows for real-time discrimination between posed and spontaneous expressions at the early smile onset phase. We report the results of experimental validation, which indicate high competitiveness of our method for the UvA-NEMO benchmark database.
引用
收藏
页码:325 / 337
页数:13
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