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@article{ART003029562},
author={Hyun-Tae Choi and Deok-Hwa Kim and Won-Du Chang},
title={Recognition of hand gestures with different prior postures using EMG signals},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2023},
volume={9},
number={6},
pages={51-56},
doi={10.20465/KIOTS.2023.9.6.051}

TY - JOUR
AU - Hyun-Tae Choi
AU - Deok-Hwa Kim
AU - Won-Du Chang
TI - Recognition of hand gestures with different prior postures using EMG signals
JO - Journal of Internet of Things and Convergence
PY - 2023
VL - 9
IS - 6
PB - The Korea Internet of Things Society
SP - 51
EP - 56
SN - 2466-0078
AB - Hand gesture recognition is an essential technology for the people who have difficulties using spoken language to communicate. Electromyogram (EMG), which is often utilized for hand gesture recognition, is expected to have difficulties in hand gesture recognition because its people's movements varies depending on prior postures, but the study on this subject is rare. In this study, we conducted tests to confirm if the prior postures affect on the accuracy of gesture recognition. Data were recorded from 20 subjects with different prior postures. We achieved average accuracies of 89.6% and 52.65% when the prior states between the training and test data were unique and different, respectively. The accuracy was increased when both prior states were considered, which confirmed the need to consider a variety of prior states in hand gesture recognition with EMG.
KW - Electromyogram;Hand Gesture Recognition;Human-Computer Interaction;Pattern Recognition
DO - 10.20465/KIOTS.2023.9.6.051
ER -

Hyun-Tae Choi, Deok-Hwa Kim and Won-Du Chang. (2023). Recognition of hand gestures with different prior postures using EMG signals. Journal of Internet of Things and Convergence, 9(6), 51-56.

Hyun-Tae Choi, Deok-Hwa Kim and Won-Du Chang. 2023, "Recognition of hand gestures with different prior postures using EMG signals", Journal of Internet of Things and Convergence, vol.9, no.6 pp.51-56. Available from: doi:10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi, Deok-Hwa Kim, Won-Du Chang "Recognition of hand gestures with different prior postures using EMG signals" Journal of Internet of Things and Convergence 9.6 pp.51-56 (2023) : 51.

Hyun-Tae Choi, Deok-Hwa Kim, Won-Du Chang. Recognition of hand gestures with different prior postures using EMG signals. 2023; 9(6), 51-56. Available from: doi:10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi, Deok-Hwa Kim and Won-Du Chang. "Recognition of hand gestures with different prior postures using EMG signals" Journal of Internet of Things and Convergence 9, no.6 (2023) : 51-56.doi: 10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi; Deok-Hwa Kim; Won-Du Chang. Recognition of hand gestures with different prior postures using EMG signals. Journal of Internet of Things and Convergence, 9(6), 51-56. doi: 10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi; Deok-Hwa Kim; Won-Du Chang. Recognition of hand gestures with different prior postures using EMG signals. Journal of Internet of Things and Convergence. 2023; 9(6) 51-56. doi: 10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi, Deok-Hwa Kim, Won-Du Chang. Recognition of hand gestures with different prior postures using EMG signals. 2023; 9(6), 51-56. Available from: doi:10.20465/KIOTS.2023.9.6.051

Hyun-Tae Choi, Deok-Hwa Kim and Won-Du Chang. "Recognition of hand gestures with different prior postures using EMG signals" Journal of Internet of Things and Convergence 9, no.6 (2023) : 51-56.doi: 10.20465/KIOTS.2023.9.6.051