SPONTANEOUS AND NON-SPONTANEOUS 3D FACIAL EXPRESSION RECOGNITION USING A STATISTICAL MODEL WITH GLOBAL AND LOCAL CONSTRAINTS

被引:0
作者
Fabiano, Diego [1 ]
Canavan, Shaun [1 ]
机构
[1] Univ S Florida, Tampa, FL 33620 USA
来源
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2018年
关键词
Expression; classification; statistical; model; spontaneous; non-spontaneous; SHAPE; SEQUENCES; DATABASE;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we propose a novel method for 3D facial expression recognition based on a statistical shape model with global and local constraints. We show that the combination of the global shape of the face, along with local shape index-based information can be used to recognize a range of expressions. These expressions include happiness, sadness, surprise, embarrassment, fear, nervousness, anger, disgust, and pain. We give insights into which features are important for facial expression recognition through statistical analysis. We also show that our proposed method outperforms the current state-of-the-art methods on spontaneous and non-spontaneous facial data.
引用
收藏
页码:3089 / 3093
页数:5
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