Smart City Gnosys

Smart city article details

Title	Smart Traffic Management System Using Yolov11 For Real-Time Vehicle Detection And Dynamic Flow Optimization In Smart Cities
ID_Doc	51589
Authors	Talaat F.M.; El-Balka R.M.; Sweidan S.; Gamel S.A.; Al-Zoghby A.M.
Year	2025
Published	Neural Computing and Applications
DOI	http://dx.doi.org/10.1007/s00521-025-11434-9
Abstract	Modern metropolitan environments continue to face a major problem with traffic congestion, which increases travel time, fuel consumption, and pollution. The Smart Traffic Management System (STMS) suggested in this paper uses an improved YOLO-based deep learning model for dynamic traffic flow optimization and real-time vehicle recognition. To evaluate real-time traffic footage, precisely identify different vehicle kinds, and calculate traffic density, the system combines computer vision and artificial intelligence (AI). This analysis enables an intelligent control system to dynamically modify traffic signals and reroute automobiles to alleviate congestion. Real-world traffic datasets are used to assess the suggested system, which shows excellent detection accuracy and responsiveness in real time. Comparative findings demonstrate how effective the strategy is in enhancing traffic flow and reducing bottlenecks. The results show that combining adaptive signal control and AI-driven real-time traffic monitoring can greatly improve urban mobility and sustainability, opening the door to smarter and more effective cities. According to experimental data, the suggested system's mean Average Precision (mAP) of 92.4% indicates its high level of vehicle identification accuracy. Additionally, the model maintains an Intersection over Union (IoU) score of 0.85, guaranteeing accurate vehicle localization. The technology also efficiently adjusts to different traffic situations, minimizing congestion and improving traffic flow in real time. © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2025.
Author Keywords	Deep learning; Real-time vehicle detection; Smart traffic management; YOLO

Similar Articles

Id	Similarity	Authors	Title	Published
58540	0.922	Hannah S.; Tanzil M.; Shanawaz S.; Saad M.	Traffic Congestion Estimation Using Yolo Transfer Learning	Proceedings of 5th International Conference on Pervasive Computing and Social Networking, ICPCSN 2025 (2025)
50560	0.92	Baiat Z.E.; Baydere S.	Smart City Traffic Monitoring:Yolov7 Transfer Learning Approach For Real-Time Vehicle Detection	2023 International Conference on Smart Applications, Communications and Networking, SmartNets 2023 (2023)
35950	0.917	Khan H.; Kushwah K.K.; Maurya M.R.; Singh S.; Jha P.; Mahobia S.K.; Soni S.; Sahu S.; Sadasivuni K.K.	Machine Learning Driven Intelligent And Self Adaptive System For Traffic Management In Smart Cities	Computing, 104, 5 (2022)
17852	0.915	Rangari A.P.; Chouthmol A.R.; Kadadas C.; Pal P.; Kumar Singh S.	Deep Learning Based Smart Traffic Light System Using Image Processing With Yolo V7	4th International Conference on Circuits, Control, Communication and Computing, I4C 2022 (2022)
6715	0.912	Priya K.; Priyadharshini K.; Krishnan R.S.; Raj J.R.F.; Settu I.J.; Srinivasan A.	Advancing Urban Traffic Control With Iot And Deep Learning: A Yolov8 And Lstm-Based Adaptive Signal System	Proceedings of the International Conference on Intelligent Computing and Control Systems, ICICCS 2025 (2025)
51576	0.912	Al Mamlook R.E.; Zahrawi M.; Gharaibeh H.; Nasayreh A.; Shresth S.	Smart Traffic Control System For Dubai: A Simulation Study Using Yolo Algorithms	IEEE International Conference on Electro Information Technology, 2023-May (2023)
44470	0.91	Saklani S.; Manchanda M.; Sharma R.; Singh D.	Real-Time Traffic Management System Using Yolov8 And Cnn: A Deep Learning Approach With Iot Integration	1st International Conference on Advances in Computer Science, Electrical, Electronics, and Communication Technologies, CE2CT 2025 (2025)
32281	0.91	Varshney A.; Arya D.; Katiyar A.; Dubey A.K.	Intelligent And Smart Traffic System Based On Yo-Lo Version-8 Through Video Streaming For Longer Distance Level	Proceedings - International Conference on Computing, Power, and Communication Technologies, IC2PCT 2024 (2024)
6989	0.91	Kalai Selvi T.; Ajaykannan R.; Boomika M.; Jeevitha C.; Dinesh R.	Ai-Based Dynamic Traffic Signal Control	Proceedings of 5th International Conference on Pervasive Computing and Social Networking, ICPCSN 2025 (2025)
11266	0.909	Shankar P.; William P.; Tiwari S.S.; Maindola M.; Alabdeli H.; Yadav K.	Automated Traffic Management System Using Deep Learning Based Object Detection	Proceedings of International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI, ICSCAI 2024 (2024)