Recognizing spontaneous micro-expression from eye region

被引:18
作者
Duan, Xiaodong [1 ]
Dai, Qiguo [1 ,2 ]
Wang, Xinhan [1 ]
Wang, Yuangang [1 ]
Hua, Zhichao [1 ]
机构
[1] Dalian Minzu Univ, Dalian Key Lab Digital Technol Natl Culture, Dalian 116600, Peoples R China
[2] Dalian Minzu Univ, Sch Comp Sci & Engn, Dalian 116600, Peoples R China
基金
中国国家自然科学基金;
关键词
Micro-expression recognition; Eye; Local binary patterns; Spontaneous expression; RECOGNITION; EMOTIONS;
D O I
10.1016/j.neucom.2016.03.090
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Micro-expression is a kind of spontaneous facial expression, which is with short duration and low intensity. Because of its involuntary feature, it is helpful to reveal one's true emotion when someone tries to conceal. Therefore, it has attracted a great of attentions from the field of affective computing. Previous methods focus on recognizing micro-expression on the whole face. In fact, it is worthy to note that micro-expression often appears in the eye area. In this paper, we present a framework to recognize micro-expressions within the eye region, namely eyeME. Specifically, the LBP-TOP feature is extracted from the eye region, and multiple classifiers are trained to recognize the expressions. We test the proposed framework on the widely used CASME2 database. The experimental results showed that the proposed eyeME framework performs better than the methods using the whole face and mouth region when identifying happy and disgust expressions. It confirmed that the information on eye region is critical to the recognition of these kinds of micro-expressions. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:27 / 36
页数:10
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