Proposed architecture of a Fully Integrated Modular Neural Network-based Automatic Facial Emotion Recognition system based on Facial Action Coding System

被引:0
|
作者
Gavrilescu, Mihai [1 ]
机构
[1] Univ Politehn Bucuresti, Dept Telecommun, Bucharest 061071 6, Romania
来源
2014 10TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS (COMM) | 2014年
关键词
neural networks; emotion recognition; emotion recognition classifiers; face feature extraction;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper we describe the architecture of a fully integrated modular neural network-based automatic facial emotion recognition (FER) system able to recognize emotions based on the Facial Action Code System (FACS). The proposed framework makes use of a neural network to combine the recognition results from different sources, improving the integration of different types of classifiers, in order to provide better facial emotion recognition results. We present the architecture and the implementation details, as well as results and possible improvements that can be brought to the current framework.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] An EEG-Based BCI System to Facial Action Recognition
    Lin, Jzau-Sheng
    Jiang, Zih-Yang
    WIRELESS PERSONAL COMMUNICATIONS, 2017, 94 (03) : 1579 - 1593
  • [32] Vision Based Facial Action Recognition System for People with Disabilities
    Przybylo, Jaromir
    INFORMATION TECHNOLOGIES IN BIOMEDICINE, ITIB 2012, 2012, 7339 : 577 - 588
  • [33] AutoFER: PCA and PSO based automatic facial emotion recognition
    Malika Arora
    Munish Kumar
    Multimedia Tools and Applications, 2021, 80 : 3039 - 3049
  • [34] An EEG-Based BCI System to Facial Action Recognition
    Jzau-Sheng Lin
    Zih-Yang Jiang
    Wireless Personal Communications, 2017, 94 : 1579 - 1593
  • [35] AutoFER: PCA and PSO based automatic facial emotion recognition
    Arora, Malika
    Kumar, Munish
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (02) : 3039 - 3049
  • [36] A Mobile Emotion Recognition System Based on Speech Signals and Facial Images
    Wu, Yu-Hao
    Lin, Shu-Jing
    Yang, Don-Lin
    2013 INTERNATIONAL COMPUTER SCIENCE AND ENGINEERING CONFERENCE (ICSEC), 2013, : 212 - 217
  • [37] Research on Facial Emotion Recognition System Based on Exoskeleton Rehabilitation Robot
    Sun, Wei
    Peng, Haining
    Liu, Qin
    Guo, Zhiyuan
    Ibrah, Ousmane Oumarou
    Wu, Fang
    Li Li
    PROCEEDINGS OF 2020 IEEE 11TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2020), 2020, : 481 - 484
  • [38] Shearlet Network-based Sparse Coding Augmented by Facial Texture Features for Face Recognition
    Borgi, Mohamed Anouar
    Labate, Demetrio
    El'Arbi, Maher
    Ben Amar, Chokri
    IMAGE ANALYSIS AND PROCESSING (ICIAP 2013), PT II, 2013, 8157 : 611 - 620
  • [39] A neural-AdaBoost based facial expression recognition system
    Owusu, Ebenezer
    Zhan, Yongzhao
    Mao, Qi Rong
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (07) : 3383 - 3390
  • [40] EmNet: a deep integrated convolutional neural network for facial emotion recognition in the wild
    Sumeet Saurav
    Ravi Saini
    Sanjay Singh
    Applied Intelligence, 2021, 51 : 5543 - 5570