@article{ART002789912},
author={Chan Park and Hyungju Kim and Nammee Moon},
title={Unauthorized person tracking system in video using CNN-LSTM based location positioning},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2021},
volume={26},
number={12},
pages={77-84},
doi={10.9708/jksci.2021.26.12.077}
TY - JOUR
AU - Chan Park
AU - Hyungju Kim
AU - Nammee Moon
TI - Unauthorized person tracking system in video using CNN-LSTM based location positioning
JO - Journal of The Korea Society of Computer and Information
PY - 2021
VL - 26
IS - 12
PB - The Korean Society Of Computer And Information
SP - 77
EP - 84
SN - 1598-849X
AB - In this paper, we propose a system that uses image data and beacon data to classify authorized and unauthorized perosn who are allowed to enter a group facility. The image data collected through the IP camera uses YOLOv4 to extract a person object, and collects beacon signal data (UUID, RSSI) through an application to compose a fingerprinting-based radio map. Beacon extracts user location data after CNN-LSTM-based learning in order to improve location accuracy by supplementing signal instability. As a result of this paper, it showed an accuracy of 93.47%. In the future, it can be expected to fusion with the access authentication process such as QR code that has been used due to the COVID-19, track people who haven't through the authentication process.
KW - CNN-LSTM;Location Positioning;Fingerprinting;Object Recognition;Object Tracking
DO - 10.9708/jksci.2021.26.12.077
ER -
Chan Park, Hyungju Kim and Nammee Moon. (2021). Unauthorized person tracking system in video using CNN-LSTM based location positioning. Journal of The Korea Society of Computer and Information, 26(12), 77-84.
Chan Park, Hyungju Kim and Nammee Moon. 2021, "Unauthorized person tracking system in video using CNN-LSTM based location positioning", Journal of The Korea Society of Computer and Information, vol.26, no.12 pp.77-84. Available from: doi:10.9708/jksci.2021.26.12.077
Chan Park, Hyungju Kim, Nammee Moon "Unauthorized person tracking system in video using CNN-LSTM based location positioning" Journal of The Korea Society of Computer and Information 26.12 pp.77-84 (2021) : 77.
Chan Park, Hyungju Kim, Nammee Moon. Unauthorized person tracking system in video using CNN-LSTM based location positioning. 2021; 26(12), 77-84. Available from: doi:10.9708/jksci.2021.26.12.077
Chan Park, Hyungju Kim and Nammee Moon. "Unauthorized person tracking system in video using CNN-LSTM based location positioning" Journal of The Korea Society of Computer and Information 26, no.12 (2021) : 77-84.doi: 10.9708/jksci.2021.26.12.077
Chan Park; Hyungju Kim; Nammee Moon. Unauthorized person tracking system in video using CNN-LSTM based location positioning. Journal of The Korea Society of Computer and Information, 26(12), 77-84. doi: 10.9708/jksci.2021.26.12.077
Chan Park; Hyungju Kim; Nammee Moon. Unauthorized person tracking system in video using CNN-LSTM based location positioning. Journal of The Korea Society of Computer and Information. 2021; 26(12) 77-84. doi: 10.9708/jksci.2021.26.12.077
Chan Park, Hyungju Kim, Nammee Moon. Unauthorized person tracking system in video using CNN-LSTM based location positioning. 2021; 26(12), 77-84. Available from: doi:10.9708/jksci.2021.26.12.077
Chan Park, Hyungju Kim and Nammee Moon. "Unauthorized person tracking system in video using CNN-LSTM based location positioning" Journal of The Korea Society of Computer and Information 26, no.12 (2021) : 77-84.doi: 10.9708/jksci.2021.26.12.077
