KJCKorea
Journal Central

@article{ART002987879},
author={Jong-Hyun Kim},
title={An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={8},
pages={87-93},
doi={10.9708/jksci.2023.28.08.087}

TY - JOUR
AU - Jong-Hyun Kim
TI - An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 8
PB - The Korean Society Of Computer And Information
SP - 87
EP - 93
SN - 1598-849X
AB - In this paper, we propose a system that accurately and efficiently determines forward head posture based on network learning by analyzing the user's skeletal posture. Forward head posture syndrome is a condition in which the forward head posture is changed by keeping the neck in a bent forward position for a long time, causing pain in the back, shoulders, and lower back, and it is known that daily posture habits are more effective than surgery or drug treatment. Existing methods use convolutional neural networks using webcams, and these approaches are affected by the brightness, lighting, skin color, etc. of the image, so there is a problem that they are only performed for a specific person. To alleviate this problem, this paper extracts the skeleton from the image and learns the data corresponding to the side rather than the frontal view to find the forward head posture more efficiently and accurately than the previous method. The results show that the accuracy is improved in various experimental scenes compared to the previous method.
KW - Forward head posture syndrome;Deep learning;Convolutional Neural Network;Skeleton;Human pose;RGB camera
DO - 10.9708/jksci.2023.28.08.087
ER -

Jong-Hyun Kim. (2023). An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning. Journal of The Korea Society of Computer and Information, 28(8), 87-93.

Jong-Hyun Kim. 2023, "An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning", Journal of The Korea Society of Computer and Information, vol.28, no.8 pp.87-93. Available from: doi:10.9708/jksci.2023.28.08.087

Jong-Hyun Kim "An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning" Journal of The Korea Society of Computer and Information 28.8 pp.87-93 (2023) : 87.

Jong-Hyun Kim. An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning. 2023; 28(8), 87-93. Available from: doi:10.9708/jksci.2023.28.08.087

Jong-Hyun Kim. "An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning" Journal of The Korea Society of Computer and Information 28, no.8 (2023) : 87-93.doi: 10.9708/jksci.2023.28.08.087

Jong-Hyun Kim. An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning. Journal of The Korea Society of Computer and Information, 28(8), 87-93. doi: 10.9708/jksci.2023.28.08.087

Jong-Hyun Kim. An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning. Journal of The Korea Society of Computer and Information. 2023; 28(8) 87-93. doi: 10.9708/jksci.2023.28.08.087

Jong-Hyun Kim. An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning. 2023; 28(8), 87-93. Available from: doi:10.9708/jksci.2023.28.08.087

Jong-Hyun Kim. "An Accurate Forward Head Posture Detection using Human Pose and Skeletal Data Learning" Journal of The Korea Society of Computer and Information 28, no.8 (2023) : 87-93.doi: 10.9708/jksci.2023.28.08.087