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
  • [41] Combining Facial Expressions and Electroencephalography to Enhance Emotion Recognition
    Huang, Yongrui
    Yang, Jianhao
    Liu, Siyu
    Pan, Jiahui
    FUTURE INTERNET, 2019, 11 (05):
  • [42] Psychopathic Traits in Adolescents and Recognition of Emotion in Facial Expressions
    Lemos Vasconcellos, Silvio Jose
    Salvador-Silva, Roberta
    Gauer, Viviane
    Chitto Gauer, Gabriel Jose
    PSICOLOGIA-REFLEXAO E CRITICA, 2014, 27 (04): : 768 - 774
  • [43] Emotion Recognition From Occluded Facial Expressions Using Weber Local Descriptor
    Ramirez Cornejo, Jadisha Yarif
    Pedrini, Helio
    2018 25TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING (IWSSIP), 2018,
  • [44] AFFECTIVE MUSIC PLAYER FOR MULTIPLE EMOTION RECOGNITION USING FACIAL EXPRESSIONS WITH SVM
    Supriya, L. P.
    Khilar, Rashmita
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 622 - 626
  • [45] Classification Of Human Facial Expressions For Emotion Recognition Using A Distributed Computer System
    Korkmaz, Timucin
    Erol, Hamza
    2020 5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2020, : 130 - 135
  • [46] Using Kinect for real-time emotion recognition via facial expressions
    Qi-rong Mao
    Xin-yu Pan
    Yong-zhao Zhan
    Xiang-jun Shen
    Frontiers of Information Technology & Electronic Engineering, 2015, 16 : 272 - 282
  • [47] Emotion Recognition From Facial Expressions and Its Control Using Fuzzy Logic
    Chakraborty, Aruna
    Konar, Amit
    Chakraborty, Uday Kumar
    Chatterjee, Amita
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2009, 39 (04): : 726 - 743
  • [48] Hybrid-Deep Learning Model for Emotion Recognition Using Facial Expressions
    Verma, Garima
    Verma, Hemraj
    REVIEW OF SOCIONETWORK STRATEGIES, 2020, 14 (02): : 171 - 180
  • [49] Using Kinect for real-time emotion recognition via facial expressions
    Mao, Qi-rong
    Pan, Xin-yu
    Zhan, Yong-zhao
    Shen, Xiang-jun
    FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2015, 16 (04) : 272 - 282
  • [50] Real Time Emotion Recognition from Facial Expressions Using CNN Architecture
    Ozdemir, Mehmet Akif
    Elagoz, Berkay
    Alaybeyoglu, Aysegul
    Sadighzadeh, Reza
    Akan, Aydin
    2019 MEDICAL TECHNOLOGIES CONGRESS (TIPTEKNO), 2019, : 417 - 420