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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

We introduce CARLA, an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous urban driving systems. In addition to open-source code…

Machine Learning · Computer Science 2017-11-13 Alexey Dosovitskiy , German Ros , Felipe Codevilla , Antonio Lopez , Vladlen Koltun

Photorealistic 3D vehicle models with high controllability are essential for autonomous driving simulation and data augmentation. While handcrafted CAD models provide flexible controllability, free CAD libraries often lack the high-quality…

Computer Vision and Pattern Recognition · Computer Science 2025-03-26 Yichong Lu , Yichi Cai , Shangzhan Zhang , Hongyu Zhou , Haoji Hu , Huimin Yu , Andreas Geiger , Yiyi Liao

Simulation frameworks have been key enablers for the development and validation of autonomous driving systems. However, existing methods struggle to comprehensively address the autonomy-oriented requirements of balancing: (i) dynamical…

Robotics · Computer Science 2026-02-23 Tanmay Vilas Samak , Chinmay Vilas Samak , Bing Li , Venkat Krovi

Although digital twins have recently emerged as a clear alternative for reliable asset representations, most of the solutions and tools available for the development of digital twins are tailored to specific environments. Furthermore,…

Software Engineering · Computer Science 2023-01-16 Julia Robles , Cristian Martín , Manuel Díaz

Traffic simulation is an efficient and cost-effective way to test Autonomous Vehicles (AVs) in a complex and dynamic environment. Numerous studies have been conducted for AV evaluation using traffic simulation over the past decades.…

Robotics · Computer Science 2021-10-15 Pei Li , Arpan Kusari , David J. LeBlanc

We introduce OpenCAMS (Open-Source Connected and Automated Mobility Co-Simulation Platform), an open-source, synchronized, and extensible co-simulation framework that tightly couples three best-in-class simulation tools: (i) SUMO, (ii)…

Software Engineering · Computer Science 2025-07-25 Minhaj Uddin Ahmad , Akid Abrar , Sagar Dasgupta , Mizanur Rahman

Modeling and simulation of autonomous vehicles plays a crucial role in achieving enterprise-scale realization that aligns with technical, business and regulatory requirements. Contemporary trends in digital lifecycle treatment have proven…

Robotics · Computer Science 2024-02-23 Chinmay Vilas Samak , Tanmay Vilas Samak

Accurate vision-based speed estimation is much more cost-effective than traditional methods based on radar or LiDAR. However, it is also challenging due to the limitations of perspective projection on a discrete sensor, as well as the high…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Antonio Hernández Martínez , Iván García Daza , Carlos Fernández López , David Fernández Llorca

Automated driving systems are an integral part of the automotive industry. Tools such as Robot Operating System and simulators support their development. However, in the end, the developers must test their algorithms on a real vehicle. To…

Robotics · Computer Science 2024-12-17 Jiri Vlasak , Jaroslav Klapálek , Adam Kollarčík , Michal Sojka , Zdeněk Hanzálek

Autonomous driving in an unregulated urban crowd is an outstanding challenge, especially, in the presence of many aggressive, high-speed traffic participants. This paper presents SUMMIT, a high-fidelity simulator that facilitates the…

Robotics · Computer Science 2020-03-16 Panpan Cai , Yiyuan Lee , Yuanfu Luo , David Hsu

Closed-loop evaluation is increasingly critical for end-to-end autonomous driving. Current closed-loop benchmarks using the CARLA simulator rely on manually configured traffic scenarios, which can diverge from real-world conditions,…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Haibao Yu , Wenxian Yang , Ruiyang Hao , Chuanye Wang , Jiaru Zhong , Ping Luo , Zaiqing Nie

Autonomous vehicle platforms of varying spatial scales are employed within the research and development spectrum based on space, safety and monetary constraints. However, deploying and validating autonomy algorithms across varying…

Robotics · Computer Science 2024-10-22 Tanmay Vilas Samak , Chinmay Vilas Samak , Venkat Narayan Krovi

Comprehensive and efficient validation of connected and automated vehicles (CAVs) is critical prior to real-world deployment. While simulation-based testing offers scalability, existing approaches often lack seamless integration with real…

Robotics · Computer Science 2026-05-20 Kanglong Quan , Zhebing Xia , Linfeng Jiang , Hao Yu , Ziheng Qiao , Dapeng Dong , Dongyao Jia

Road inspection is crucial for maintaining road serviceability and ensuring traffic safety, as road defects gradually develop and compromise functionality. Traditional inspection methods, which rely on manual evaluations, are…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Yikang Zhang , Chuang-Wei Liu , Jiahang Li , Yingbing Chen , Jie Cheng , Rui Fan

Ensuring the safety of self-driving cars remains a major challenge due to the complexity and unpredictability of real-world driving environments. Traditional testing methods face significant limitations, such as the oracle problem, which…

Robotics · Computer Science 2025-10-09 Tony Zhang , Burak Kantarci , Umair Siddique

Autonomous racing has emerged as a crucial testbed for autonomous driving algorithms, necessitating a simulation environment for both vehicle dynamics and sensor behavior. Striking the right balance between vehicle dynamics and sensor…

Robotics · Computer Science 2025-06-12 Maurice Brunner , Edoardo Ghignone , Nicolas Baumann , Michele Magno

Simulators are indispensable for research in autonomous systems such as self-driving cars, autonomous robots, and drones. Despite significant progress in various simulation aspects, such as graphical realism, an evident gap persists between…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Stefanos Pasios , Nikos Nikolaidis

The fast development of technology and artificial intelligence has significantly advanced Autonomous Vehicle (AV) research, emphasizing the need for extensive simulation testing. Accurate and adaptable maps are critical in AV development,…

Robotics · Computer Science 2025-08-26 Zubair Islam , Ahmaad Ansari , George Daoud , Mohamed El-Darieby

The integration of accurate and reproducible wireless network simulations is a key enabler for research on open, virtualized, and intelligent communication systems. Network Digital Twins (NDTs) provide a scalable alternative to costly and…

Networking and Internet Architecture · Computer Science 2026-04-15 Oscar Stenhammar , Sundeep Rangan , Gábor Fodor , Carlo Fischione
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