Smart City Gnosys

Smart city article details

Title	Effective Vehicle Tracking Algorithm For Smart Traffic Networks
ID_Doc	22093
Authors	Hua S.; Anastasiu D.C.
Year	2019
Published	Proceedings - 13th IEEE International Conference on Service-Oriented System Engineering, SOSE 2019, 10th International Workshop on Joint Cloud Computing, JCC 2019 and 2019 IEEE International Workshop on Cloud Computing in Robotic Systems, CCRS 2019
DOI	http://dx.doi.org/10.1109/SOSE.2019.00019
Abstract	A smart traffic analysis system could be used to reduce congestion, prevent accidents, as well as to control traffic flow. Such a system would need to make use of many technologies, such as computer networking, communication, image processing, object detection, and tracking. In this paper, we introduce an efficient vehicle tracking algorithm which could be used to help create a smart city traffic control system. Our algorithm is targeted to solve the multi-object tracking (MOT) problem. Our method follows a track-by-detection paradigm, i.e., it relies on vehicle detection results to decide whether a detected vehicle in sequential frames belong to the same track. Our vehicle tracker extends the intersection over union (IOU) tracker and improves upon it by fusing historical tracking information, taking into consideration the balance between tracking efficiency and effectiveness. We demonstrate the effectiveness and efficiency of our approach using the UA-DETRAC benchmark dataset. Our proposed method runs at an average speed of 1,264 frames per second. We conclude that our tracker could be useful for applications running in a real-Time environment. © 2019 IEEE.
Author Keywords	Intersection over union; Localization; Smart city; Smart traffic; Vehicle tracking

Similar Articles

Id	Similarity	Authors	Title	Published
40049	0.897	Xie L.; Hu M.; Bai X.	Online Improved Vehicle Tracking Accuracy Via Unsupervised Route Generation	Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, 2022-October (2022)
58636	0.89	Komasilovs V.; Zacepins A.; Kviesis A.; Estevez C.	Traffic Monitoring Using An Object Detection Framework With Limited Dataset	VEHITS 2019 - Proceedings of the 5th International Conference on Vehicle Technology and Intelligent Transport Systems (2019)
50553	0.886	Duan Z.; Yang Z.; Samoilenko R.; Oza D.S.; Jagadeesan A.; Sun M.; Ye H.; Xiong Z.; Zussman G.; Kostic Z.	Smart City Traffic Intersection: Impact Of Video Quality And Scene Complexity On Precision And Inference	2021 IEEE 23rd International Conference on High Performance Computing and Communications, 7th International Conference on Data Science and Systems, 19th International Conference on Smart City and 7th International Conference on Dependability in Sensor, Cloud and Big Data Systems and Applications, HPCC-DSS-SmartCity-DependSys 2021 (2022)
23694	0.879	Tahir W.; Wagan R.A.; Naeem B.; Ahmed A.; Hussain J.; Baryalai M.; Mehmood M.A.; Hussain S.	Enhanced Vehicle Detection Mechanism For Traffic Management In Smart Cities	Wireless Personal Communications, 135, 4 (2024)
17814	0.875	Wang X.; Sun Z.; Chehri A.; Jeon G.; Song Y.	Deep Learning And Multi-Modal Fusion For Real-Time Multi-Object Tracking: Algorithms, Challenges, Datasets, And Comparative Study	Information Fusion, 105 (2024)
23882	0.873	Ahmed M.; El-Sheimy N.; Leung H.	Enhancing Object Tracking In Smart City Intelligent Transportation Systems: A Track-By-Detection Approach Utilizing Satellite Video Monitoring	2024 IEEE International Conference on Smart Mobility, SM 2024 (2024)
61474	0.873	Dong Z.; Lu Y.; Tong G.; Shu Y.; Wang S.; Shi W.	Watchdog: Real-Time Vehicle Tracking On Geo-Distributed Edge Nodes	ACM Transactions on Internet of Things, 4, 1 (2023)
7402	0.873	Ghosh A.; Sabuj M.S.; Sonet H.H.; Shatabda S.; Farid D.M.	An Adaptive Video-Based Vehicle Detection, Classification, Counting, And Speed-Measurement System For Real-Time Traffic Data Collection	Proceedings of 2019 IEEE Region 10 Symposium, TENSYMP 2019 (2019)
4996	0.87	Bidwe R.V.; Bidwe S.; Zope B.	A Study Of Traffic Monitoring Systems For Smart City	2023 International Conference on Integration of Computational Intelligent System, ICICIS 2023 (2023)
51620	0.867	Fernando W.K.A.U.K.; Samarakkody R.M.; Halgamuge M.N.	Smart Transportation Tracking Systems Based On The Internet Of Things Vision	Connected Vehicles in the Internet of Things: Concepts, Technologies and Frameworks for the IoV (2020)