Emotion Recognition From Facial Expressions and Its Control Using Fuzzy Logic

被引:79
作者
Chakraborty, Aruna [1 ]
Konar, Amit [2 ]
Chakraborty, Uday Kumar [3 ]
Chatterjee, Amita [4 ]
机构
[1] St Thomas Coll Engn & Technol, Dept Comp Sci & Engn, Kolkata 700023, W Bengal, India
[2] Jadavpur Univ, Dept Elect & Telecommun Engn, Kolkata 700032, W Bengal, India
[3] Univ Missouri, Dept Math & Comp Sci, St Louis, MO 63121 USA
[4] Jadavpur Univ, Ctr Cognit Sci, Dept Philosophy, Kolkata 700032, W Bengal, India
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS | 2009年 / 39卷 / 04期
关键词
Emotion control; emotion modeling; emotion recognition; fuzzy logic;
D O I
10.1109/TSMCA.2009.2014645
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a fuzzy relational approach to human emotion recognition from facial expressions and its control. The proposed scheme uses external stimulus to excite specific emotions in human subjects whose facial expressions are analyzed by segmenting and localizing the individual frames into regions of interest. Selected facial features such as eye opening, mouth opening, and the length of eyebrow constriction are extracted from the localized regions, fuzzified, and mapped onto an emotion space by employing Mamdani-type relational models. A scheme for the validation of the system parameters is also presented. This paper also provides a fuzzy scheme for controlling the transition of emotion dynamics toward a desired state. Experimental results and computer simulations indicate that the proposed scheme for emotion recognition and control is simple and robust, with good accuracy.
引用
收藏
页码:726 / 743
页数:18
相关论文
共 46 条
[1]  
[Anonymous], T JPN SOC MECH ENG C
[2]  
[Anonymous], 1997, HUMAN FACE RECOGNITI
[3]  
[Anonymous], AMSE PUBLICATION
[4]  
[Anonymous], P 3 INT C FUZZ LOG N
[5]  
[Anonymous], P IEEE INT C AUT FAC
[6]  
[Anonymous], T JPN SOC MECH ENG C
[7]  
Bezdek J.C., 1973, Ph.D. Thesis
[8]   Recognizing facial expressions in image sequences using local parameterized models of image motion [J].
Black, MJ ;
Yacoob, Y .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 25 (01) :23-48
[9]   Interrelation between speech and facial gestures in emotional utterances: A single subject study [J].
Busso, Carlos ;
Narayanan, Shrikanth S. .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (08) :2331-2347
[10]   Facial expression recognition from video sequences: temporal and static modeling [J].
Cohen, I ;
Sebe, N ;
Garg, A ;
Chen, LS ;
Huang, TS .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 91 (1-2) :160-187