About | Contact Us | Register | Login
ProceedingsSeriesJournalsSearchEAI
IoT 21(28): e5

Research Article

A facial expression recognizer using modified ResNet-152

Download739 downloads
Cite
BibTeX Plain Text
  • @ARTICLE{10.4108/eetiot.v7i28.685,
        author={Wenle Xu and Rayan S Cloutier},
        title={A facial expression recognizer using modified ResNet-152},
        journal={EAI Endorsed Transactions on Internet of Things},
        volume={7},
        number={28},
        publisher={EAI},
        journal_a={IOT},
        year={2022},
        month={4},
        keywords={Facial expression recognition, ResNet-152, Recognition system},
        doi={10.4108/eetiot.v7i28.685}
    }
    
  • Wenle Xu
    Rayan S Cloutier
    Year: 2022
    A facial expression recognizer using modified ResNet-152
    IOT
    EAI
    DOI: 10.4108/eetiot.v7i28.685
Wenle Xu1,*, Rayan S Cloutier2
  • 1: Henan Polytechnic University
  • 2: Carleton University
*Contact email: xwl@home.hpu.edu.cn

Abstract

In this age of artificial intelligence, facial expression recognition is an essential pool to describe emotion and psychology. In recent studies, many researchers have not achieved satisfactory results. This paper proposed an expression recognition system based on ResNet-152. Statistical analysis showed our method achieved 96.44% accuracy. Comparative experiments show that the model is better than mainstream models. In addition, we briefly described the application of facial expression recognition technology in the IoT (Internet of things).

Keywords
Facial expression recognition, ResNet-152, Recognition system
Received
2022-02-28
Accepted
2022-04-08
Published
2022-04-27
Publisher
EAI
http://dx.doi.org/10.4108/eetiot.v7i28.685

Copyright © 2022 Wenle Xu et al., licensed to EAI. This is an open access article distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/3.0/), which permits unlimited use, distribution and reproduction in any medium so long as the original work is properly cited.

EBSCOProQuestDBLPDOAJPortico
EAI Logo

About EAI

  • Who We Are
  • Leadership
  • Research Areas
  • Partners
  • Media Center

Community

  • Membership
  • Conference
  • Recognition
  • Sponsor Us

Publish with EAI

  • Publishing
  • Journals
  • Proceedings
  • Books
  • EUDL