A Recurrent Neural Model for Parameter Estimation of Mixed Emotions from Facial Expressions of the Subjects

被引:0
|
作者
Ghosh, M. [1 ]
Chakraborty, A. [2 ]
Acharya, A. [1 ]
Konar, A. [1 ]
Panigrahi, B. K. [3 ]
机构
[1] Jadavpur Univ, Artificial Intelligence Lab, ETCE Dept, Kolkata 32, India
[2] St Thomas Coll Engn & Tech, Dept Comp Engn & Sci, Kolkata, India
[3] IIT Delhi, Dept Elect Engn, Delhi, India
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper provides a novel approach to represent cooperative/competitive interactions among coexisting emotions by a recurrent neural dynamics, and proposes a scheme for parameter estimation of the dynamics from the facial expressions of the subjects, psychologically excited by audiovisual stimulus taken from select commercial movies. Conditions for chaotic and stable behavior of the neural dynamics have been derived, and the same parametric conditions are used to predict the fluctuating dynamic behavior of emotions by testing the satisfiability of the conditions over the measured range of parameters.
引用
收藏
页码:3421 / +
页数:3
相关论文
共 50 条
  • [1] 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
  • [2] Mixed emotions: Holistic and analytic perception of facial expressions
    Tanaka, James W.
    Kaiser, Martha D.
    Butler, Sean
    Le Grand, Richard
    [J]. COGNITION & EMOTION, 2012, 26 (06) : 961 - 977
  • [3] Judging emotions from facial expressions
    不详
    [J]. ARCHIVES DE PSYCHOLOGIE, 1932, 23 (92) : 369 - 370
  • [4] Judging Emotions from Facial Expressions
    Ellis, Willis D.
    [J]. ZEITSCHRIFT FUR PSYCHOLOGIE UND PHYSIOLOGIE DER SINNESORGANE, 1932, 124 : 403 - 403
  • [5] Judging Emotions from Facial Expressions
    McGill, Kenneth H.
    [J]. AMERICAN JOURNAL OF SOCIOLOGY, 1932, 38 (01) : 153 - 154
  • [6] CBR tagging of emotions from facial expressions
    Lopez-de-arenosa, Paloma
    Díaz-agudo, BeléN
    Recio-garcía, Juan A.
    [J]. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8765 : 245 - 259
  • [7] Automatic Recognition of Emotions from Facial Expressions
    Xue, Henry
    Gertner, Izidor
    [J]. AUTOMATIC TARGET RECOGNITION XXIV, 2014, 9090
  • [8] Recognizing Perceived Emotions from Facial Expressions
    Hinduja, Saurabh
    Canavan, Shaun
    Yin, Lijun
    [J]. 2020 15TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2020), 2020, : 236 - 240
  • [9] 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
  • [10] Inference model of facial expressions and emotions considering situations
    Kitazaki, S
    Onisawa, T
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2001, 7 (04): : 287 - 299