@article{ART003109536},
author={Hyojun Lee and Soyeong Park and Yebon Kim and Daehoon Son and Yohan Ko and Yun-hwan Lee and Yeong-hun Kwon and Jong-bae Kim},
title={A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={8},
pages={11-21},
doi={10.9708/jksci.2024.29.08.011}
TY - JOUR
AU - Hyojun Lee
AU - Soyeong Park
AU - Yebon Kim
AU - Daehoon Son
AU - Yohan Ko
AU - Yun-hwan Lee
AU - Yeong-hun Kwon
AU - Jong-bae Kim
TI - A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 8
PB - The Korean Society Of Computer And Information
SP - 11
EP - 21
SN - 1598-849X
AB - This study explores the use of virtual reality (VR) technology to identify and label key segments of the golf swing. To address the limitations of existing VR devices, we developed a platform to collect kinematic data from various VR devices using the OpenVR SDK (Software Development Kit) and SteamVR, and developed a semi-automated labeling technique to identify and label temporal changes in kinematic behavior through LSTM (Long Short-Term Memory)-based time series data analysis. The experiment consisted of 80 participants, 20 from each of the following age groups: teenage, young-adult, middle-aged, and elderly, collecting data from five swings each to build a total of 400 kinematic datasets. The proposed technique achieved consistently high accuracy (≥0.94) and F1 Score (≥0.95) across all age groups for the seven main phases of the golf swing. This work aims to lay the groundwork for segmenting exercise data and precisely assessing athletic performance on a segment-by-segment basis, thereby providing personalized feedback to individual users during future education and training.
KW - Virtual Reality;Education;Golf;Data Analysis;Long Short-Term Memory (LSTM);Semi-Automated Labeling
DO - 10.9708/jksci.2024.29.08.011
ER -
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon and Jong-bae Kim. (2024). A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis. Journal of The Korea Society of Computer and Information, 29(8), 11-21.
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon and Jong-bae Kim. 2024, "A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis", Journal of The Korea Society of Computer and Information, vol.29, no.8 pp.11-21. Available from: doi:10.9708/jksci.2024.29.08.011
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon, Jong-bae Kim "A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis" Journal of The Korea Society of Computer and Information 29.8 pp.11-21 (2024) : 11.
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon, Jong-bae Kim. A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis. 2024; 29(8), 11-21. Available from: doi:10.9708/jksci.2024.29.08.011
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon and Jong-bae Kim. "A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis" Journal of The Korea Society of Computer and Information 29, no.8 (2024) : 11-21.doi: 10.9708/jksci.2024.29.08.011
Hyojun Lee; Soyeong Park; Yebon Kim; Daehoon Son; Yohan Ko; Yun-hwan Lee; Yeong-hun Kwon; Jong-bae Kim. A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis. Journal of The Korea Society of Computer and Information, 29(8), 11-21. doi: 10.9708/jksci.2024.29.08.011
Hyojun Lee; Soyeong Park; Yebon Kim; Daehoon Son; Yohan Ko; Yun-hwan Lee; Yeong-hun Kwon; Jong-bae Kim. A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis. Journal of The Korea Society of Computer and Information. 2024; 29(8) 11-21. doi: 10.9708/jksci.2024.29.08.011
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon, Jong-bae Kim. A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis. 2024; 29(8), 11-21. Available from: doi:10.9708/jksci.2024.29.08.011
Hyojun Lee, Soyeong Park, Yebon Kim, Daehoon Son, Yohan Ko, Yun-hwan Lee, Yeong-hun Kwon and Jong-bae Kim. "A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis" Journal of The Korea Society of Computer and Information 29, no.8 (2024) : 11-21.doi: 10.9708/jksci.2024.29.08.011
