Emotion recognition using facial expressions

被引:129
|
作者
Tarnowski, Pawel [1 ]
Kolodziej, Marcin [1 ]
Majkowski, Andrzej [1 ]
Rak, Remigiusz J. [1 ]
机构
[1] Warsaw Univ Technol, Warsaw, Poland
关键词
facial expression; emotion recognition; action units; computer vision; k-NN; MLP;
D O I
10.1016/j.procs.2017.05.025
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the article there are presented the results of recognition of seven emotional states (neutral, joy, sadness, surprise, anger, fear, disgust) based on facial expressions. Coefficients describing elements of facial expressions, registered for six subjects, were used as features. The features have been calculated for three-dimensional face model. The classification of features were performed using k-NN classifier and MLP neural network. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1175 / 1184
页数:10
相关论文
共 50 条
  • [21] Cortical systems for the recognition of emotion in facial expressions
    Adolphs, R
    Damasio, H
    Tranel, D
    Damasio, AR
    JOURNAL OF NEUROSCIENCE, 1996, 16 (23): : 7678 - 7687
  • [22] Emotion Recognition with Facial Expressions and Physiological Signals
    Zhong, Boxuan
    Qin, Zikun
    Yang, Shuo
    Chen, Junyu
    Mudrick, Nicholas
    Taub, Michelle
    Azevedo, Roger
    Lobaton, Edgar
    2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017, : 1170 - 1177
  • [23] Emotion recognition from facial expressions using frequency domain techniques
    Suja, P.
    Tripathi, Shikha
    Deepthy, J.
    Advances in Intelligent Systems and Computing, 2014, 264 : 299 - 301
  • [24] Emotion Recognition from Facial Expressions Using Frequency Domain Techniques
    Suja, P.
    Tripathi, Shikha
    Deepthy, J.
    ADVANCES IN SIGNAL PROCESSING AND INTELLIGENT RECOGNITION SYSTEMS, 2014, 264 : 299 - 310
  • [25] Multimodal driver emotion recognition using motor activity and facial expressions
    Espino-Salinas, Carlos H.
    Luna-Garcia, Huizilopoztli
    Celaya-Padilla, Jose M.
    Barria-Huidobro, Cristian
    Gamboa Rosales, Nadia Karina
    Rondon, David
    Villalba-Condori, Klinge Orlando
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2024, 7
  • [26] Emotion recognition using facial expressions in an immersive virtual reality application
    Xinrun Chen
    Hengxin Chen
    Virtual Reality, 2023, 27 : 1717 - 1732
  • [27] Emotion recognition using facial expressions in an immersive virtual reality application
    Chen, Xinrun
    Chen, Hengxin
    VIRTUAL REALITY, 2023, 27 (03) : 1717 - 1732
  • [28] Emotion recognition from facial expressions using hybrid feature descriptors
    Kalsum, Tehmina
    Anwar, Syed Muhammad
    Majid, Muhammad
    Khan, Bilal
    Ali, Sahibzada Muhammad
    IET IMAGE PROCESSING, 2018, 12 (06) : 1004 - 1012
  • [29] The Interplay between Chronotype and Emotion Regulation in the Recognition of Facial Expressions of Emotion
    Santos, Isabel M.
    Bem-Haja, Pedro
    Silva, Andre
    Rosa, Catarina
    Queiroz, Dianer F.
    Alves, Miguel F.
    Barroso, Talles
    Cerri, Luiza
    Silva, Carlos F.
    BEHAVIORAL SCIENCES, 2023, 13 (01)
  • [30] Recognition of Facial Expressions of Emotion in Adults with Down Syndrome
    Virji-Babul, Naznin
    Watt, Kimberley
    Nathoo, Farouk
    Johnson, Peter
    PHYSICAL & OCCUPATIONAL THERAPY IN PEDIATRICS, 2012, 32 (03) : 333 - 343