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Urban traffic analysis is crucial for traffic forecasting systems, urban planning and, more recently, various mobile and network applications. In this paper, we analyse urban traffic with network and statistical methods. Our analysis is…

Physics and Society · Physics 2016-06-23 Kai Zhao

Traffic congestion in dense urban centers presents an economical and environmental burden. In recent years, the availability of vehicle-to-anything communication allows for the transmission of detailed vehicle states to the infrastructure…

This report focuses on safety aspects of connected and automated vehicles (CAVs). The fundamental question to be answered is how can CAVs improve road users' safety? Using advanced data mining and thematic text analytics tools, the goal is…

Computers and Society · Computer Science 2021-01-18 Asad J. Khattak , Iman Mahdinia , Sevin Mohammadi , Amin Mohammadnazar , Behram Wali

This paper presents a digital-twin platform for active safety analysis in mixed traffic environments. The platform is built using a multi-modal data-enabled traffic environment constructed from drone-based aerial LiDAR, OpenStreetMap, and…

Robotics · Computer Science 2025-04-28 Hao Zhang , Ximin Yue , Kexin Tian , Sixu Li , Keshu Wu , Zihao Li , Dominique Lord , Yang Zhou

The emergence of smart cities demands harnessing advanced technologies like the Internet of Things (IoT) and Artificial Intelligence (AI) and promises to unlock cities' potential to become more sustainable, efficient, and ultimately livable…

Machine Learning · Computer Science 2024-02-27 Tiago Dias , Tiago Fonseca , João Vitorino , Andreia Martins , Sofia Malpique , Isabel Praça

Computer Vision has played a major role in Intelligent Transportation Systems (ITS) and traffic surveillance. Along with the rapidly growing automated vehicles and crowded cities, the automated and advanced traffic management systems (ATMS)…

Computer Vision and Pattern Recognition · Computer Science 2022-07-05 Mahdi Rezaei , Mohsen Azarmi , Farzam Mohammad Pour Mir

The maintenance of big cities public transport service quality requires constant monitoring, which may become an expensive and time-consuming practice. The perception of quality, from the users point of view is an important aspect of…

Computers and Society · Computer Science 2017-05-11 Vasco Furtado , Carlos Caminha , Elizabeth Furtado , André Lopes , Victor Dantas , Caio Ponte , Sofia Cavalcante

Modern societies can be understood as the intersection of four interdependent systems: (1) the natural environment of geography, climate and weather; (2) the built environment of cities, engineered systems, and physical infrastructure; (3)…

Computers and Society · Computer Science 2017-05-08 Michael Dunaway , Robin Murphy , Nalini Venkatasubramanian , Leysia Palen , Daniel Lopresti

Traditional manual driving and single-vehicle-based intelligent driving have limitations in real-time and accurate acquisition of the current driving status and intentions of surrounding vehicles, leading to vehicles typically maintaining…

Computers and Society · Computer Science 2025-03-18 Tao Li , Xiang Dong , Junfeng Hao , Ping Yin , Xiaoxue Xu , Maokai Lai , Yuan Li , Ting Peng

Individual neighborhoods within large cities can benefit from independent analysis of public data in the context of ongoing efforts to improve the community. Yet existing tools for public data analysis and visualization are often mismatched…

Computers and Society · Computer Science 2016-10-03 Katie O'Connell , Yeji Lee , Firaz Peer , Shawn M. Staudaher , Alex Godwin , Mackenzie Madden , Ellen Zegura

CityPulse is a proof-of-concept big data pipeline designed to enable real-time urban mobility analytics using scalable, containerized components -- without reliance on physical sensor infrastructure. The system simulates the ingestion of 11…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-04 Idriss Djiofack Teledjieu , Irzum Shafique

In recent years, state-of-the-art traffic-control devices have evolved from standalone hardware to networked smart devices. Smart traffic control enables operators to decrease traffic congestion and environmental impact by acquiring…

Cryptography and Security · Computer Science 2019-08-06 Aron Laszka , Waseem Abbas , Yevgeniy Vorobeychik , Xenofon Koutsoukos

Reliable traffic data are essential for understanding urban mobility and developing effective traffic management strategies. This study introduces the DRone-derived Intelligence For Traffic analysis (DRIFT) dataset, a large-scale urban…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Hyejin Lee , Seokjun Hong , Jeonghoon Song , Haechan Cho , Zhixiong Jin , Byeonghun Kim , Joobin Jin , Jaegyun Im , Byeongjoon Noh , Hwasoo Yeo

Pedestrians are exposed to risk of death or serious injuries on roads, especially unsignalized crosswalks, for a variety of reasons. To date, an extensive variety of studies have reported on vision based traffic safety system. However, many…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Byeongjoon Noh , Dongho Ka , Wonjun Noh , Hwasoo Yeo

A wide variety of sensor technologies are recently being adopted for traffic monitoring applications. Since most of these technologies rely on wired infrastructure, the installation and maintenance costs limit the deployment of the traffic…

Networking and Internet Architecture · Computer Science 2023-03-17 Halit Bugra Tulay , Can Emre Koksal

Accurate estimation of the traffic state over a network is essential since it is the starting point for designing and implementing any traffic management strategy. Hence, traffic operators and users of a transportation network can make…

Computers and Society · Computer Science 2022-01-04 Alexander Genser , Noel Hautle , Michail Makridis , Anastasios Kouvelas

This work introduces an integrated approach to optimizing urban traffic by combining predictive modeling of vehicle flow, adaptive traffic signal control, and a modular integration architecture through distributed messaging. Using real-time…

Systems and Control · Electrical Eng. & Systems 2025-05-20 Ismail Zrigui , Samira Khoulji , Mohamed Larbi Kerkeb

This paper presents the learned techniques during the Video Analysis Module of the Master in Computer Vision from the Universitat Aut\`onoma de Barcelona, used to solve the third track of the AI-City Challenge. This challenge aims to track…

Computer Vision and Pattern Recognition · Computer Science 2021-05-12 Pol Albacar , Òscar Lorente , Eduard Mainou , Ian Riera

The AI City Challenge was created to accelerate intelligent video analysis that helps make cities smarter and safer. Transportation is one of the largest segments that can benefit from actionable insights derived from data captured by…

Computer Vision and Pattern Recognition · Computer Science 2020-05-01 Milind Naphade , Shuo Wang , David Anastasiu , Zheng Tang , Ming-Ching Chang , Xiaodong Yang , Liang Zheng , Anuj Sharma , Rama Chellappa , Pranamesh Chakraborty

Smart and decentralized control systems have recently been proposed to handle the growing traffic congestion in urban cities. Proposed smart traffic light solutions based on Wireless Sensor Network and Vehicular Ad-hoc NETwork are either…

Multiagent Systems · Computer Science 2020-05-14 Willy Carlos Tchuitcheu , Christophe Bobda , Md Jubaer Hossain Pantho