@article{ART003283622},
author={Dong-Jin and Hyeong-Uk Park and Ji-Woong Choi and Won-Du Chang},
title={IMU-Based Hand Gesture Recognition Using Prototypical Networks},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2025},
volume={11},
number={6},
pages={22}
TY - JOUR
AU - Dong-Jin
AU - Hyeong-Uk Park
AU - Ji-Woong Choi
AU - Won-Du Chang
TI - IMU-Based Hand Gesture Recognition Using Prototypical Networks
JO - Journal of Internet of Things and Convergence
PY - 2025
VL - 11
IS - 6
PB - The Korea Internet of Things Society
SP - 22
EP -
SN - 2466-0078
AB - With the increasing importance of contactless interfaces in fields such as the metaverse, virtual reality (VR), and smart healthcare, hand gesture recognition technology has gained significant attention for enabling intuitive human-computer interaction. This study proposes a hand gesture recognition model based on Prototypical Networks that utilizes IMU sensor data collected from smartwatches. In experiments classifying ten types of numeric gestures collected from 15 subjects, the proposed model achieved an average accuracy of 86.20%. This study is expected to contribute to enhancing user convenience and system practicality in fields requiring contactless interfaces, such as smart healthcare and the metaverse, by enabling users to utilize personalized gestures without complex data collection processes.
KW - Hand Gesture Recognition;IMU Sensor;Prototypical Networks;TCN;Few-shot Learning
DO -
UR -
ER -
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi and Won-Du Chang. (2025). IMU-Based Hand Gesture Recognition Using Prototypical Networks. Journal of Internet of Things and Convergence, 11(6), 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi and Won-Du Chang. 2025, "IMU-Based Hand Gesture Recognition Using Prototypical Networks", Journal of Internet of Things and Convergence, vol.11, no.6 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi, Won-Du Chang "IMU-Based Hand Gesture Recognition Using Prototypical Networks" Journal of Internet of Things and Convergence 11.6 22 (2025) : 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi, Won-Du Chang. IMU-Based Hand Gesture Recognition Using Prototypical Networks. 2025; 11(6), 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi and Won-Du Chang. "IMU-Based Hand Gesture Recognition Using Prototypical Networks" Journal of Internet of Things and Convergence 11, no.6 (2025) : 22.
Dong-Jin; Hyeong-Uk Park; Ji-Woong Choi; Won-Du Chang. IMU-Based Hand Gesture Recognition Using Prototypical Networks. Journal of Internet of Things and Convergence, 11(6), 22.
Dong-Jin; Hyeong-Uk Park; Ji-Woong Choi; Won-Du Chang. IMU-Based Hand Gesture Recognition Using Prototypical Networks. Journal of Internet of Things and Convergence. 2025; 11(6) 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi, Won-Du Chang. IMU-Based Hand Gesture Recognition Using Prototypical Networks. 2025; 11(6), 22.
Dong-Jin, Hyeong-Uk Park, Ji-Woong Choi and Won-Du Chang. "IMU-Based Hand Gesture Recognition Using Prototypical Networks" Journal of Internet of Things and Convergence 11, no.6 (2025) : 22.
