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
  • [1] Neural Network Based Architecture for Fatigue Detection Based on the Facial Action Coding System
    Gavrilescu, Mihai
    Vizireanu, Nicolae
    FUTURE ACCESS ENABLERS FOR UBIQUITOUS AND INTELLIGENT INFRASTRUCTURES, FABULOUS 2017, 2018, 241 : 113 - 123
  • [2] Emotion Recognition System by a Neural Network Based Facial Expression Analysis
    Filko, Damir
    Martinovic, Goran
    AUTOMATIKA, 2013, 54 (02) : 263 - 272
  • [3] Automatic Facial Expression Recognition System Using Deep Network-Based Data Fusion
    Majumder, Anima
    Behera, Laxmidhar
    Subramanian, Venkatesh K.
    IEEE TRANSACTIONS ON CYBERNETICS, 2018, 48 (01) : 103 - 114
  • [4] Gabor wavelet neural network-based facial expression recognition
    Lee, SW
    Kim, DJ
    Park, KH
    Bien, Z
    8TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL V, PROCEEDINGS: COMPUTER SCIENCE AND ENGINEERING, 2004, : 383 - 387
  • [5] Deep convolutional neural network architecture for facial emotion recognition
    Pruthviraja, Dayananda
    Kumar, Ujjwal Mohan
    Parameswaran, Sunil
    Chowdary, Vemulapalli Guna
    Bharadwaj, Varun
    PEERJ COMPUTER SCIENCE, 2024, 10 : 1 - 20
  • [6] MUSIC RECOMMENDATION SYSTEM BASED ON FACIAL EMOTION RECOGNITION
    Samuvel, Deny John
    Perumal, B.
    Elangovan, Muthukumaran
    3C TECNOLOGIA, 2020, (SI): : 261 - 271
  • [7] Deep Learning Based Facial Emotion Recognition System
    Ozdemir, Mehmet Akif
    Elagoz, Berkay
    Soy, Aysegul Alaybeyoglu
    Akan, Aydin
    2020 MEDICAL TECHNOLOGIES CONGRESS (TIPTEKNO), 2020,
  • [8] Facial emotion recognition based music system using convolutional neural networks
    Sana, S. K.
    Sruthi, G.
    Suresh, D.
    Rajesh, G.
    Reddy, G. V. Subba
    MATERIALS TODAY-PROCEEDINGS, 2022, 62 : 4699 - 4706
  • [9] An optimized facial emotion recognition architecture based on a deep convolutional neural network and genetic algorithm
    Fereshteh Aghabeigi
    Sara Nazari
    Nafiseh Osati Eraghi
    Signal, Image and Video Processing, 2024, 18 : 1119 - 1129
  • [10] An optimized facial emotion recognition architecture based on a deep convolutional neural network and genetic algorithm
    Aghabeigi, Fereshteh
    Nazari, Sara
    Eraghi, Nafiseh Osati
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (02) : 1119 - 1129
12345