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@article{ART003246050},
author={Wansuk Choi and Liao Liang and Hye Young Kwon and Hyung Soo Shin and Wei Hanyi and TaeSeok Choi and Seoyoon Heo and Myeong-Chul Park},
title={Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={9},
pages={43-52}

TY - JOUR
AU - Wansuk Choi
AU - Liao Liang
AU - Hye Young Kwon
AU - Hyung Soo Shin
AU - Wei Hanyi
AU - TaeSeok Choi
AU - Seoyoon Heo
AU - Myeong-Chul Park
TI - Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 9
PB - The Korean Society Of Computer And Information
SP - 43
EP - 52
SN - 1598-849X
AB - This paper proposes machine learning models for classifying five soccer dribbling techniques using video-based pose estimation. We collected 48 videos of dribbling techniques (feinting, inside-outside, flip flap, Ronaldo chop, step over), extracted 3D coordinates of 33 anatomical landmarks from 21,186 frames using MediaPipe Pose, and compared six models through 5-fold cross-validation. XGBoost achieved the highest accuracy (99.11%), followed by Random Forest (98.94%), while deep learning models showed lower performance: 1D CNN (97.64%), LSTM (97.31%), Transformer (88.03%), and GRU-CNN (86.66%). All models exceeded real-time requirements with XGBoost reaching 203,484 FPS. Feature importance analysis revealed lower body landmarks contributed 68% to classification decisions. Results demonstrate tree-based ensemble methods outperform deep learning for dribbling classification by effectively utilizing spatial coordinate relationships, enabling real-time, high-accuracy analysis for training applications.
KW - Machine Learning;Neural Networks;Video Recording;Biomechanical Phenomena;;Athletic Performance;Pattern Recognition
DO -
UR -
ER -

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo and Myeong-Chul Park. (2025). Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation. Journal of The Korea Society of Computer and Information, 30(9), 43-52.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo and Myeong-Chul Park. 2025, "Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation", Journal of The Korea Society of Computer and Information, vol.30, no.9 pp.43-52.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo, Myeong-Chul Park "Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation" Journal of The Korea Society of Computer and Information 30.9 pp.43-52 (2025) : 43.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo, Myeong-Chul Park. Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation. 2025; 30(9), 43-52.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo and Myeong-Chul Park. "Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation" Journal of The Korea Society of Computer and Information 30, no.9 (2025) : 43-52.

Wansuk Choi; Liao Liang; Hye Young Kwon; Hyung Soo Shin; Wei Hanyi; TaeSeok Choi; Seoyoon Heo; Myeong-Chul Park. Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation. Journal of The Korea Society of Computer and Information, 30(9), 43-52.

Wansuk Choi; Liao Liang; Hye Young Kwon; Hyung Soo Shin; Wei Hanyi; TaeSeok Choi; Seoyoon Heo; Myeong-Chul Park. Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation. Journal of The Korea Society of Computer and Information. 2025; 30(9) 43-52.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo, Myeong-Chul Park. Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation. 2025; 30(9), 43-52.

Wansuk Choi, Liao Liang, Hye Young Kwon, Hyung Soo Shin, Wei Hanyi, TaeSeok Choi, Seoyoon Heo and Myeong-Chul Park. "Comparative Analysis of Machine Learning and Deep Learning Models for Real-Time Soccer Dribbling Technique Classification Using Video-Based Pose Estimation" Journal of The Korea Society of Computer and Information 30, no.9 (2025) : 43-52.