Intelligent Transportation Systems Using External Infrastructure: A Literature Survey
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Abstract (arXiv)
The main problems in transportation are accidents, increasingly slow traffic flow, and pollution. An intelligent transportation system (ITS) using external infrastructure can overcome these problems. For this reason, the number of such systems is increasing dramatically, and therefore requires an adequate overview. To the best of our knowledge, no current systematic review of existing ITS solutions exists. To fill this knowledge gap, our paper provides an overview of existing ITS that use external infrastructure worldwide. Accordingly, this paper addresses current questions and challenges. For this purpose, we performed a literature review of documents that describe existing ITS solutions from 2009 until today. We categorized the results according to technology levels and analyzed its hardware system setup and value-added contributions. In doing so, we made the ITS solutions comparable and highlighted past development alongside current trends. We analyzed more than 357 papers, including 52 test bed projects. In summary, current ITSs can deliver accurate information about individuals in traffic situations in real-time. However, further research into ITS should focus on more reliable perception of the traffic using modern sensors, plug-and-play mechanisms, and secure real-time distribution of the digital twins in a decentralized manner. By addressing these topics, the development of intelligent transportation systems will be able to take a step towards its comprehensive roll-out.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Dec 2021.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 3; 2025: 3; 2026: 7.
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- 2024TUMTraf V2X Cooperative Perception Datasetcited by 66
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Camerascited by 13
- 2022Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITScited by 7
- 2023A9 Intersection Dataset: All You Need for Urban 3D Camera-LiDAR Roadside Perceptioncited by 4
- 2025Towards Vision Zero: The TUM Traffic Accid3nD Datasetcited by 2
- 2025Multi-Agent Reinforcement Learning in Intelligent Transportation Systems: A Comprehensive Surveycited by 2
- 2024HeightFormer: A Semantic Alignment Monocular 3D Object Detection Method from Roadside Perspectivecited by 1
- 2026RESOLVE: A Multi-Resolution and Multi-Modal Dataset for Roadside Cooperative Perceptioncited by 1
- 2025Oranits: Mission Assignment and Task Offloading in Open RAN-based ITS using Metaheuristic and Deep Reinforcement Learningcited by 0
- 2026Beyond the Vehicle: Cooperative Localization by Fusing Point Clouds for GPS-Challenged Urban Scenarioscited by 0
- 2026From Virtual Environments to Real-World Trials: Emerging Trends in Autonomous Drivingcited by 0
- 2026A Five-Layer MLOps Architecture for Connected Automated Drivingcited by 0
3 more
- 2026Reinforcement Learning-Based Traffic Signal Control for IoT-Enabled Intersectionscited by 0
- 2026HMS-SCP: Task-Oriented Multi-Scale Semantic Communication for V2X Cooperative Perceptioncited by 0
- 2026Infrastructure-based Monocular 3D Vehicle Localization Framework with Experimental Validationcited by 0
- 2026Infrastructure-based Monocular 3D Vehicle Localization Framework with Experimental Validation1 Sep 2026
- 2026HMS-SCP: Task-Oriented Multi-Scale Semantic Communication for V2X Cooperative Perception3 Jul 2026
- 2026RESOLVE: A Multi-Resolution and Multi-Modal Dataset for Roadside Cooperative Perception30 Jun 2026
- 2026Reinforcement Learning-Based Traffic Signal Control for IoT-Enabled Intersections20 Jun 2026
- 2026A Five-Layer MLOps Architecture for Connected Automated Driving12 May 2026
- 2026From Virtual Environments to Real-World Trials: Emerging Trends in Autonomous Driving18 Mar 2026
- 2026Beyond the Vehicle: Cooperative Localization by Fusing Point Clouds for GPS-Challenged Urban Scenarios3 Feb 2026
- 2025Multi-Agent Reinforcement Learning in Intelligent Transportation Systems: A Comprehensive Survey27 Aug 2025
- 2025Oranits: Mission Assignment and Task Offloading in Open RAN-based ITS using Metaheuristic and Deep Reinforcement Learning25 Jul 2025
- 2025Towards Vision Zero: The TUM Traffic Accid3nD Dataset15 Mar 2025
- 2024HeightFormer: A Semantic Alignment Monocular 3D Object Detection Method from Roadside Perspective10 Oct 2024
- 2024TUMTraf V2X Cooperative Perception Dataset2 Mar 2024
3 more
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Cameras16 Jan 2024
- 2023A9 Intersection Dataset: All You Need for Urban 3D Camera-LiDAR Roadside Perception15 Jun 2023
- 2022Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS1 Apr 2022
- 2024TUMTraf V2X Cooperative Perception Datasetcited by 66
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Camerascited by 13
- 2022Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITScited by 7
- 2023A9 Intersection Dataset: All You Need for Urban 3D Camera-LiDAR Roadside Perceptioncited by 4
- 2025Towards Vision Zero: The TUM Traffic Accid3nD Datasetcited by 2
- 2025Multi-Agent Reinforcement Learning in Intelligent Transportation Systems: A Comprehensive Surveycited by 2
- 2024HeightFormer: A Semantic Alignment Monocular 3D Object Detection Method from Roadside Perspectivecited by 1
- 2026RESOLVE: A Multi-Resolution and Multi-Modal Dataset for Roadside Cooperative Perceptioncited by 1
- 2025Oranits: Mission Assignment and Task Offloading in Open RAN-based ITS using Metaheuristic and Deep Reinforcement Learningcited by 0
- 2026Beyond the Vehicle: Cooperative Localization by Fusing Point Clouds for GPS-Challenged Urban Scenarioscited by 0
- 2026A Five-Layer MLOps Architecture for Connected Automated Drivingcited by 0
- 2026Reinforcement Learning-Based Traffic Signal Control for IoT-Enabled Intersectionscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Infrastructure-based Monocular 3D Vehicle Localization Framework with Experimental Validation1 Sep 2026
- 2026HMS-SCP: Task-Oriented Multi-Scale Semantic Communication for V2X Cooperative Perception3 Jul 2026
- 2026RESOLVE: A Multi-Resolution and Multi-Modal Dataset for Roadside Cooperative Perception30 Jun 2026
- 2026Reinforcement Learning-Based Traffic Signal Control for IoT-Enabled Intersections20 Jun 2026
- 2026A Five-Layer MLOps Architecture for Connected Automated Driving12 May 2026
- 2026Beyond the Vehicle: Cooperative Localization by Fusing Point Clouds for GPS-Challenged Urban Scenarios3 Feb 2026
- 2025Multi-Agent Reinforcement Learning in Intelligent Transportation Systems: A Comprehensive Survey27 Aug 2025
- 2025Oranits: Mission Assignment and Task Offloading in Open RAN-based ITS using Metaheuristic and Deep Reinforcement Learning25 Jul 2025
- 2025Towards Vision Zero: The TUM Traffic Accid3nD Dataset15 Mar 2025
- 2024HeightFormer: A Semantic Alignment Monocular 3D Object Detection Method from Roadside Perspective10 Oct 2024
- 2024TUMTraf V2X Cooperative Perception Dataset2 Mar 2024
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Cameras16 Jan 2024
12 newest of 14 All 14 (JSON)