@article{ART003176564},
author={Hyora Lee and Beom Kwon},
title={Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={2},
pages={21-31}
TY - JOUR
AU - Hyora Lee
AU - Beom Kwon
TI - Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 2
PB - The Korean Society Of Computer And Information
SP - 21
EP - 31
SN - 1598-849X
AB - In this study, we investigate how to recognize children's emotions from their face images. Children's face image datasets are fewer in number than adult face image datasets and are often not publicly available on the Internet due to child research ethics. In this study, we propose a new data augmentation technique to improve the emotion recognition accuracy of the convolutional neural network (CNN) model in a situation where the number of samples in the child face image dataset is limited. To demonstrate the effectiveness of the proposed data augmentation technique, we conducted experiments using the child face image dataset of the National Institute of Mental Health, which is publicly available on the Internet. The experimental results showed that the CNN model achieved the best performance in the emotion recognition task when the proposed data augmentation technique was applied.
KW - Child Abuse;Convolutional Neural Network;Data Augmentation;Deep Learning;Face Detection;Facial Emotion Recognition
DO -
UR -
ER -
Hyora Lee and Beom Kwon. (2025). Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation. Journal of The Korea Society of Computer and Information, 30(2), 21-31.
Hyora Lee and Beom Kwon. 2025, "Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation", Journal of The Korea Society of Computer and Information, vol.30, no.2 pp.21-31.
Hyora Lee, Beom Kwon "Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation" Journal of The Korea Society of Computer and Information 30.2 pp.21-31 (2025) : 21.
Hyora Lee, Beom Kwon. Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation. 2025; 30(2), 21-31.
Hyora Lee and Beom Kwon. "Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation" Journal of The Korea Society of Computer and Information 30, no.2 (2025) : 21-31.
Hyora Lee; Beom Kwon. Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation. Journal of The Korea Society of Computer and Information, 30(2), 21-31.
Hyora Lee; Beom Kwon. Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation. Journal of The Korea Society of Computer and Information. 2025; 30(2) 21-31.
Hyora Lee, Beom Kwon. Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation. 2025; 30(2), 21-31.
Hyora Lee and Beom Kwon. "Facial Emotion Recognition in Children Using Convolutional Neural Network with Data Augmentation" Journal of The Korea Society of Computer and Information 30, no.2 (2025) : 21-31.
