Smart City Gnosys

Smart city article details

Title	Edge Pre-Processing Of Traffic Surveillance Video For Bandwidth And Privacy Optimization In Smart Cities
ID_Doc	21807
Authors	Skadins A.; Ivanovs M.; Rava R.; Nesenbergs K.
Year	2020
Published	Proceedings of the Biennial Baltic Electronics Conference, BEC, 2020-October
DOI	http://dx.doi.org/10.1109/BEC49624.2020.9276799
Abstract	Traffic surveillance is essential for regulating traffic and reducing congestion. Nonetheless, the video data generated is non-structured, high-volume, bandwidth intensive and also raises privacy concerns. Edge computing solves these issues by preprocessing the data locally. In this paper we propose a fast, realtime vehicle detection and tracking method running on an edge device. The device sends only a single high resolution image of each detected vehicle accompanied with its trajectory. Allowing not only lower bandwidth requirements for smart city cameras, but also improved privacy, as only minimum required data is sent for post-processing. We implement object detection and tracking on an edge device, validate it in a real city environment and compare it to a state-of-The-Art deep learning method using a publicly available benchmark data set where our method shows speed increase of up to 24 times. © 2020 IEEE.
Author Keywords	edge computing; object tracking; privacy preserving surveillance; ROI; smart cities; traffic surveillance; video bandwidth reduction

Similar Articles

Id	Similarity	Authors	Title	Published
5789	0.922	Ranka S.; Rangarajan A.; Elefteriadou L.; Srinivasan S.; Poasadas E.; Hoffman D.; Ponnulari R.; Dilmore J.; Byron T.	A Vision Of Smart Traffic Infrastructure For Traditional, Connected, And Autonomous Vehicles	Proceedings - 2020 International Conference on Connected and Autonomous Driving, MetroCAD 2020 (2020)
21836	0.916	Barthélemy, J; Verstaevel, N; Forehead, H; Perez, P	Edge-Computing Video Analytics For Real-Time Traffic Monitoring In A Smart City	SENSORS, 19, 9 (2019)
61474	0.901	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)
44405	0.891	Ghasemi M.; Kleisarchaki S.; Calmant T.; Lu J.; Ojha S.; Kostic Z.; Gurgen L.; Zussman G.; Ghaderi J.	Real-Time Multi-Camera Analytics For Traffic Information Extraction And Visualization	2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2023 (2023)
43200	0.888	Yuan D.; Zhu X.; Mao Y.; Zheng B.; Wu T.	Privacy-Preserving Pedestrian Detection For Smart City With Edge Computing	2019 11th International Conference on Wireless Communications and Signal Processing, WCSP 2019 (2019)
44316	0.888	Ghasemi M.; Kleisarchaki S.; Calmant T.; Gürgen L.; Ghaderi J.; Kostic Z.; Zussman G.	Real-Time Camera Analytics For Enhancing Traffic Intersection Safety	MobiSys 2022 - Proceedings of the 2022 20th Annual International Conference on Mobile Systems, Applications and Services (2022)
35765	0.887	Fleck T.; Pavlitska S.; Nitzsche S.; Pachideh B.; Peccia F.; Ahmed S.H.; Meyer S.M.; Richter M.; Broertjes K.; Neftci E.; Becker J.; Bringmann O.; Marius Zollner J.	Low-Power Traffic Surveillance Using Multiple Rgb And Event Cameras: A Survey	Proceedings of 2023 IEEE International Smart Cities Conference, ISC2 2023 (2023)
47464	0.886	Myneni S.; Agrawal G.; Deng Y.; Chowdhary A.; Vadnere N.; Huang D.	Scvs: On Ai And Edge Clouds Enabled Privacy-Preserved Smart-City Video Surveillance Services	ACM Transactions on Internet of Things, 3, 4 (2022)
24693	0.886	Kocejko T.; Neumann T.; Mazur-Milecka M.; Kowalczyk N.; Ruminski J.; Jo K.-H.; Kaszynski M.; Ludwisiak T.	Evaluating The Use Of Edge Devices For Detection And Tracking Of Vehicles In Smart City Environment	2024 International Workshop on Intelligent Systems, IWIS 2024 (2024)
50553	0.885	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)