@article{ART003132807},
author={Li Ke and 민병원},
title={Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2024},
volume={10},
number={5},
pages={235-252}
TY - JOUR
AU - Li Ke
AU - 민병원
TI - Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology
JO - Journal of Internet of Things and Convergence
PY - 2024
VL - 10
IS - 5
PB - The Korea Internet of Things Society
SP - 235
EP - 252
SN - 2466-0078
AB - To address the inefficiencies of visual interpretation for mining equipment supervision in open-pit mines, this study proposes an enhanced YOLOv8n+DeepSORT framework. By leveraging high-point surveillance for image acquisition and optimizing both YOLOv8n for equipment identification and DeepSORT for real-time tracking, we overcome limitations in accuracy, cost, and real-time monitoring. Field validation at Jingkai Runding Mine, Pingxiang, Jiangxi, demonstrates the technology's efficacy in identifying and tracking mining equipment, featuring rapid algorithm convergence, low computational overhead, and near-precise target detection and tracking. This approach paves the way for algorithmic support to facilitate effective government regulation of open-pit mining operations.
KW - Open-pit mine;YOLOv8n;DeepSOR;Object Detection;Target tracking
DO -
UR -
ER -
Li Ke and 민병원. (2024). Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology. Journal of Internet of Things and Convergence, 10(5), 235-252.
Li Ke and 민병원. 2024, "Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology", Journal of Internet of Things and Convergence, vol.10, no.5 pp.235-252.
Li Ke, 민병원 "Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology" Journal of Internet of Things and Convergence 10.5 pp.235-252 (2024) : 235.
Li Ke, 민병원. Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology. 2024; 10(5), 235-252.
Li Ke and 민병원. "Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology" Journal of Internet of Things and Convergence 10, no.5 (2024) : 235-252.
Li Ke; 민병원. Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology. Journal of Internet of Things and Convergence, 10(5), 235-252.
Li Ke; 민병원. Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology. Journal of Internet of Things and Convergence. 2024; 10(5) 235-252.
Li Ke, 민병원. Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology. 2024; 10(5), 235-252.
Li Ke and 민병원. "Application of detection and tracking for equipments in open-pit mines based on YOLOv8n+DeepSORT technology" Journal of Internet of Things and Convergence 10, no.5 (2024) : 235-252.