Human Emotion Recognition from Facial Thermal Image based on Fused Statistical Feature and Multi-Class SVM

被引:0
作者
Basu, Anushree [1 ]
Routray, Aurobinda [1 ]
Shit, Suprosanna [2 ]
Deb, Alok Kanti [1 ]
机构
[1] IIT Kharagpur, Dept Elect Engn, Kharagpur, W Bengal, India
[2] Jadavpur Univ, Dept Elect Engn, Kolkata, W Bengal, India
来源
2015 ANNUAL IEEE INDIA CONFERENCE (INDICON) | 2015年
关键词
Thermal image; Emotion recognition; Affective computing; Hu's moments invariants; Support vector machine;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Affective computing has become a growing field of research activities due to its wide use of application in human computer interface. Emotion recognition is one of the state-of-the-art techniques in determining current psychological state of human being. Human emotions are very overlapping in nature and thus it needs an efficient feature-extractor and classifier assembly. This paper reports a novel non-invasive technique to classify human emotion through thermal images of face. Hu's moment invariants of different patches have been fused with histogram statistical feature and used as robust features in multiclass support vector machine based classification. It is found that emotions from thermal image can be classified by the proposed method with a satisfactory performance.
引用
收藏
页数:5
相关论文
共 16 条
[1]   Face description with local binary patterns:: Application to face recognition [J].
Ahonen, Timo ;
Hadid, Abdenour ;
Pietikainen, Matti .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (12) :2037-2041
[2]  
[Anonymous], 2011, P JOINT INDS 11 ISTE, DOI [10.1109/INDS.2011.6024802, DOI 10.1109/INDS.2011.6024802]
[3]  
CALVO RA, 2010, 18 IEEE T AFFECTIVE, V1, P18, DOI DOI 10.1109/T-AFFC.2010.1
[4]  
He Shan, 2013, HUM ASS C AFF COMP I, P239
[5]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&
[6]   Automated Facial Expression Classification and Affect Interpretation Using Infrared Measurement of Facial Skin Temperature Variations [J].
Khan, Masood Mehmood ;
Ingleby, Michael ;
Ward, Robert D. .
ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2006, 1 (01) :91-113
[7]   An advanced contrast enhancement using partially overlapped sub-block histogram equalization [J].
Kim, JY ;
Kim, LS ;
Hwang, SH .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (04) :475-484
[8]   A fuzzy physiological approach for continuously modeling emotion during interaction with play technologies [J].
Mandryk, Regan L. ;
Atkins, M. Stella .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2007, 65 (04) :329-347
[9]  
Nguyen H., 2014, P 5 INT C GRAPH IM P, V9069, P1
[10]   Classifying Affective States Using Thermal Infrared Imaging of the Human Face [J].
Nhan, Brian R. ;
Chau, Tom .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2010, 57 (04) :979-987