Multi-Object Tracking for Collision Avoidance Using Multiple Cameras in Open RAN Networks

Fuente: arXiv
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Main Authors: Serra, Jordi, Aguilar, Anton, Abu-Helalah, Ebrahim, Parada, Raúl, Dini, Paolo
Format: Preprint
Published: 2025
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_version_ 1866916682613653504
author Serra, Jordi
Aguilar, Anton
Abu-Helalah, Ebrahim
Parada, Raúl
Dini, Paolo
author_facet Serra, Jordi
Aguilar, Anton
Abu-Helalah, Ebrahim
Parada, Raúl
Dini, Paolo
contents This paper deals with the multi-object detection and tracking problem, within the scope of open Radio Access Network (RAN), for collision avoidance in vehicular scenarios. To this end, a set of distributed intelligent agents collocated with cameras are considered. The fusion of detected objects is done at an edge service, considering Open RAN connectivity. Then, the edge service predicts the objects trajectories for collision avoidance. Compared to the related work a more realistic Open RAN network is implemented and multiple cameras are used.
format Preprint
id arxiv_https___arxiv_org_abs_2504_07163
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Multi-Object Tracking for Collision Avoidance Using Multiple Cameras in Open RAN Networks
Serra, Jordi
Aguilar, Anton
Abu-Helalah, Ebrahim
Parada, Raúl
Dini, Paolo
Multiagent Systems
Machine Learning
Robotics
This paper deals with the multi-object detection and tracking problem, within the scope of open Radio Access Network (RAN), for collision avoidance in vehicular scenarios. To this end, a set of distributed intelligent agents collocated with cameras are considered. The fusion of detected objects is done at an edge service, considering Open RAN connectivity. Then, the edge service predicts the objects trajectories for collision avoidance. Compared to the related work a more realistic Open RAN network is implemented and multiple cameras are used.
title Multi-Object Tracking for Collision Avoidance Using Multiple Cameras in Open RAN Networks
topic Multiagent Systems
Machine Learning
Robotics
url https://arxiv.org/abs/2504.07163