Automated Recognition Of Emotions From Facial Expressions Using Back Propagation Neural Networks

被引:0
|
作者
Soma, Pranusha [1 ]
Arivuselvan, K. [1 ]
机构
[1] VIT Univ, Sch Informat Technol & Engn, Vellore 632014, Tamil Nadu, India
关键词
Neural networks; JAFFE database; emotion recognition; human computer interaction; geometry-based features; holistic approach;
D O I
暂无
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In everyday human interaction, facial expressions playa key role. Most of the automated emotion recognition systems recognize the basic set of six emotions anger, disgust, sad, happy, fear and surprise. However these basic emotions occur rarely rather communication happens through combination of one or more emotions. To promote human-machine interaction we propose an automated emotion recognition system. The proposed system is an intelligent system which uses artificial neural networks and digital image processing for emotion recognition. JAFFE database is used with 10 subjects bearing primary six emotions and a neutral expression. Neural network in the automated system is trained and tested against the database.
引用
收藏
页码:1895 / 1902
页数:8
相关论文
共 50 条
  • [1] Automated recognition of complex categorical emotions from facial expressions and head motions
    Adams, Andra
    Robinson, Peter
    [J]. 2015 INTERNATIONAL CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII), 2015, : 355 - 361
  • [2] Recognizing emotions from facial expressions using neural network
    Perikos, Isidoros
    Ziakopoulos, Epaminondas
    Hatzilygeroudis, Ioannis
    [J]. IFIP Advances in Information and Communication Technology, 2014, 436 : 236 - 245
  • [3] Facial expressions recognition using discrete Hopfield neural networks
    Yoneyama, M
    Iwano, Y
    Ohtake, A
    Shirai, K
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL I, 1997, : 117 - 120
  • [4] Recognition and Classification of Facial Expressions Using Artificial Neural Networks
    Tuama, Bilal A.
    Shawkat, Shihab A.
    Askar, Naeem A.
    [J]. PROCEEDINGS OF THIRD DOCTORAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE, DOSCI 2022, 2023, 479 : 229 - 246
  • [5] Automatic Recognition of Emotions from Facial Expressions
    Xue, Henry
    Gertner, Izidor
    [J]. AUTOMATIC TARGET RECOGNITION XXIV, 2014, 9090
  • [6] Neural structures associated with recognition of facial expressions of basic emotions
    Sprengelmeyer, R
    Rausch, M
    Eysel, UT
    Przuntek, H
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1998, 265 (1409) : 1927 - 1931
  • [7] Emotions Detection Using Facial Expressions Recognition and EEG
    Matlovic, Tomas
    Gaspar, Peter
    Moro, Robert
    Simko, Jakub
    Bielikova, Maria
    [J]. 2016 11TH INTERNATIONAL WORKSHOP ON SEMANTIC AND SOCIAL MEDIA ADAPTATION AND PERSONALIZATION (SMAP), 2016, : 18 - 23
  • [8] Automated facial expression recognition system using neural networks
    Chang, JY
    Chen, JL
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2001, 24 (03) : 345 - 356
  • [9] Facial Emotions Recognition using Gabor Transform and Facial Animation Parameters with Neural Networks
    Harit, Aditya
    Joshi, Col J. C.
    Gupta, K. K.
    [J]. 3RD INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS-2017), 2018, 331