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Perception systems of autonomous vehicles are susceptible to occlusion, especially when examined from a vehicle-centric perspective. Such occlusion can lead to overlooked object detections, e.g., larger vehicles such as trucks or buses may…

Computer Vision and Pattern Recognition · Computer Science 2025-12-19 Xiaofei Zhang , Yining Li , Jinping Wang , Xiangyi Qin , Ying Shen , Zhengping Fan , Xiaojun Tan

Freight vehicles approaching signalized intersections require reliable detection and motion estimation to support infrastructure-based Freight Signal Priority (FSP). Accurate and timely perception of vehicle type, position, and speed is…

Computer Vision and Pattern Recognition · Computer Science 2026-02-20 Ziyan Zhang , Chuheng Wei , Xuanpeng Zhao , Siyan Li , Will Snyder , Mike Stas , Peng Hao , Kanok Boriboonsomsin , Guoyuan Wu

Vehicles with driving automation are increasingly being developed for deployment across the world. However, the onboard sensing and perception capabilities of such automated or autonomous vehicles (AV) may not be sufficient to ensure safety…

Robotics · Computer Science 2021-10-05 Roshan Vijay , Jim Cherian , Rachid Riah , Niels de Boer , Apratim Choudhury

Object detection plays a fundamental role in enabling Cooperative Driving Automation (CDA), which is regarded as the revolutionary solution to addressing safety, mobility, and sustainability issues of contemporary transportation systems.…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Zhengwei Bai , Guoyuan Wu , Xuewei Qi , Yongkang Liu , Kentaro Oguchi , Matthew J. Barth

Recent advances in sensing and communication have paved the way for collective perception in traffic management, with real-time data sharing among multiple entities. While vehicle-based collective perception has gained traction,…

Robotics · Computer Science 2023-09-19 Ao Qu , Xuhuan Huang , Dajiang Suo

Inner-city intersections are among the most critical traffic areas for injury and fatal accidents. Automated vehicles struggle with the complex and hectic everyday life within those areas. Sensor-equipped smart infrastructures, which can…

Computer Vision and Pattern Recognition · Computer Science 2023-07-13 Manuel Hetzel , Hannes Reichert , Günther Reitberger , Erich Fuchs , Konrad Doll , Bernhard Sick

We present a multi-stage optimization method for efficient sensor deployment in traffic surveillance scenarios. Based on a genetic optimization scheme, our algorithm places an optimal number of roadside sensors to obtain full road coverage…

Networking and Internet Architecture · Computer Science 2019-12-05 Florian Geissler , Ralf Graefe

Intelligent transportation systems (ITS) have revolutionized modern road infrastructure, providing essential functionalities such as traffic monitoring, road safety assessment, congestion reduction, and law enforcement. Effective vehicle…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Himanshu Pahadia , Duo Lu , Bharatesh Chakravarthi , Yezhou Yang

Due to the high complexity and occlusion, insufficient perception in the crowded urban intersection can be a serious safety risk for both human drivers and autonomous algorithms, whereas CVIS (Cooperative Vehicle Infrastructure System) is a…

Computer Vision and Pattern Recognition · Computer Science 2021-06-08 Huanan Wang , Xinyu Zhang , Jun Li , Zhiwei Li , Lei Yang , Shuyue Pan , Yongqiang Deng

Sensor configuration, including the sensor selections and their installation locations, serves a crucial role in autonomous driving. A well-designed sensor configuration significantly improves the performance upper bound of the perception…

Robotics · Computer Science 2021-04-15 Tao Ma , Zhizheng Liu , Yikang Li

Smart roadside infrastructure sensors in the form of intelligent transportation system stations (ITS-Ss) are increasingly deployed worldwide at relevant traffic nodes. The resulting digital twins of the real environment are suitable for…

General Economics · Economics 2023-07-25 Laurent Kloeker , Gregor Joeken , Lutz Eckstein

Autonomous driving systems must operate smoothly in human-populated indoor environments, where challenges arise including limited perception and occlusions when relying only on onboard sensors, as well as the need for socially compliant…

Robotics · Computer Science 2026-02-06 Minghao Ning , Yufeng Yang , Shucheng Huang , Jiaming Zhong , Keqi Shu , Chen Sun , Ehsan Hashemi , Amir Khajepour

Urban intersections put high demands on fully automated vehicles, in particular, if occlusion occurs. In order to resolve such and support vehicles in unclear situations, a popular approach is the utilization of additional information from…

Signal Processing · Electrical Eng. & Systems 2019-08-07 Martin Herrmann , Johannes Müller , Jan Strohbeck , Michael Buchholz

Motion planning at urban intersections that accounts for the situation context, handles occlusions, and deals with measurement and prediction uncertainty is a major challenge on the way to urban automated driving. In this work, we address…

Robotics · Computer Science 2021-10-22 Johannes Müller , Jan Strohbeck , Martin Herrmann , Michael Buchholz

In the typical urban intersection scenario, both vehicles and infrastructures are equipped with visual and LiDAR sensors. By successfully integrating the data from vehicle-side and road monitoring devices, a more comprehensive and accurate…

Computer Vision and Pattern Recognition · Computer Science 2024-05-17 Xinyu Zhang , Yijin Xiong , Qianxin Qu , Renjie Wang , Xin Gao , Jing Liu , Shichun Guo , Jun Li

Complex inner-city junctions are among the most critical traffic areas for injury and fatal accidents. The development of highly automated driving (HAD) systems struggles with the complex and hectic everyday life within those areas.…

Computer Vision and Pattern Recognition · Computer Science 2023-07-13 Manuel Hetzel , Hannes Reichert , Konrad Doll , Bernhard Sick

Recent cooperative perception datasets have played a crucial role in advancing smart mobility applications by enabling information exchange between intelligent agents, helping to overcome challenges such as occlusions and improving overall…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Karthikeyan Chandra Sekaran , Markus Geisler , Dominik Rößle , Adithya Mohan , Daniel Cremers , Wolfgang Utschick , Michael Botsch , Werner Huber , Torsten Schön

This paper presents a 1/10th scale mini-city platform used as a testing bed for evaluating autonomous and connected vehicles. Using the mini-city platform, we can evaluate different driving scenarios including human-driven and autonomous…

Robotics · Computer Science 2024-08-09 Daniel Vargas , Ethan Haque , Matthew Carroll , Daniel Perez , Tyler Roman , Phong Nguyen , Golnaz Habibi

Smart roads have become an essential component of intelligent transportation systems (ITS). The roadside perception technology, a critical aspect of smart roads, utilizes various sensors, roadside units (RSUs), and edge computing devices to…

Signal Processing · Electrical Eng. & Systems 2023-12-18 Rui Chen , Lu Gao , Yutian Liu , Yong Liang Guan , Yan Zhang

The evaluation of Indoor Positioning Systems (IPS) mostly relies on local deployments in the researchers' or partners' facilities. The complexity of preparing comprehensive experiments, collecting data, and considering multiple scenarios…

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