Design of a Wearable Device for Reading Positive Expressions from Facial EMG Signals

被引:85
作者
Gruebler, Anna [1 ]
Suzuki, Kenji [2 ,3 ]
机构
[1] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England
[2] Univ Tsukuba, Ctr Cybern Res, Tsukuba, Ibaraki, Japan
[3] Japan Sci & Technol Agcy, Tokyo, Japan
关键词
Electromyography; face and gesture recognition; pattern recognition; wearable interface; RECOGNITION; DEPRESSION; BEHAVIORS; HAPPINESS; AUTISM; SCALE;
D O I
10.1109/TAFFC.2014.2313557
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present the design of a wearable device that reads positive facial expressions using physiological signals. We first analyze facial morphology in 3 dimensions and facial electromyographic signals on different facial locations and show that we can detect electromyographic signals with high amplitude on areas of low facial mobility on the side of the face, which are correlated to ones obtained from electrodes on traditional surface electromyographic capturing positions on top of facial muscles on the front of the face. We use a multi-attribute decision-making method to find adequate electrode positions on the side of face to capture these signals. Based on this analysis, we design and implement an ergonomic wearable device with high reliability. Because the signals are recorded distally, the proposed device uses independent component analysis and an artificial neural network to analyze them and achieve a high facial expression recognition rate on the side of the face. The recognized emotional facial expressions through the wearable interface device can be recorded during therapeutic interventions and for long-term facial expression recognition to quantify and infer the user's affective state in order to support medical professionals.
引用
收藏
页码:227 / 237
页数:11
相关论文
共 53 条
[1]  
Ang L. B. P., 2004, TENCON 2004. 2004 IEEE Region 10 Conference (IEEE Cat. No. 04CH37582), P600
[2]  
[Anonymous], 1993, Decisions with Multiple Objectives
[3]  
[Anonymous], 1982, Emotions in the human face
[4]  
[Anonymous], J U CHEM TECHNOL MET
[5]  
[Anonymous], 1997, Affective Computing
[6]  
[Anonymous], 2001, 3 WORK EMPIRE EVAL M
[7]  
Association A. P., 1994, DIAGNOSTIC STAT MANU, V4
[8]  
Association I. E., 2000, DEF ERG
[9]   Promoting Psychological Wellbeing: Loftier Goals for New Technologies [J].
Calvo, Rafael A. ;
Peters, Dorian .
IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2013, 32 (04) :19-21
[10]   Multiclass Voluntary Facial Expression Classification based on Filter Bank Common Spatial Pattern [J].
Chin, Zheng Yang ;
Ang, Kai Keng ;
Guan, Cuntai .
2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, :1005-1008