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Deploying reinforcement learning policies trained in simulation to real autonomous vehicles remains a fundamental challenge, particularly for VLM-guided RL frameworks whose policies are typically learned with simulator-native observations…

Robotics · Computer Science 2026-04-07 Zilin Huang , Zhengyang Wan , Zihao Sheng , Boyue Wang , Junwei You , Yue Leng , Sikai Chen

Radar sensors are low cost, long-range, and weather-resilient. Therefore, they are widely used for driver assistance functions, and are expected to be crucial for the success of autonomous driving in the future. In many perception tasks…

Computer Vision and Pattern Recognition · Computer Science 2024-08-12 Mariia Pushkareva , Yuri Feldman , Csaba Domokos , Kilian Rambach , Dotan Di Castro

Event cameras offer microsecond latency, high dynamic range, and low power consumption, making them ideal for real-time robotic perception under challenging conditions such as motion blur, occlusion, and illumination changes. However,…

Robotics · Computer Science 2025-08-26 Krishna Vinod , Prithvi Jai Ramesh , Pavan Kumar B N , Bharatesh Chakravarthi

This paper presents an autonomous control framework for articulated boom cranes performing prefabricated block assembly in construction environments. The key challenge addressed is precise placement control under passive joint dynamics that…

Robotics · Computer Science 2026-03-03 Gerald Ebmer , Minh Nhat Vu , Tobias Glück , Wolfgang Kemmetmüller

In the last decade, research in the field of autonomous vehicles has grown immensely, and there is a wealth of information available for researchers to rapidly establish an autonomous vehicle platform for basic maneuvers. In this paper, we…

Robotics · Computer Science 2023-01-11 Steven Nguyen , Zillur Rahman , Brendan Tan Morris

Accurate sensor-to-vehicle calibration is essential for safe autonomous driving. Angular misalignments of LiDAR sensors can lead to safety-critical issues during autonomous operation. However, current methods primarily focus on correcting…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Ilir Tahiraj , Peter Wittal , Markus Lienkamp

Over the last decade, there has been increasing interest in autonomous driving systems. Reinforcement Learning (RL) shows great promise for training autonomous driving controllers, being able to directly optimize a combination of criteria…

Robotics · Computer Science 2024-07-25 Tianyu Shi , Ilia Smirnov , Omar ElSamadisy , Baher Abdulhai

Radar sensors are gradually becoming a wide-spread equipment for road vehicles, playing a crucial role in autonomous driving and road safety. The broad adoption of radar sensors increases the chance of interference among sensors from…

Signal Processing · Electrical Eng. & Systems 2021-11-09 Nicolae-Cătălin Ristea , Andrei Anghel , Radu Tudor Ionescu

Synthetic Aperture RADAR is a radar imaging technique in which the relative motion of the sensor is used to synthesize a very long antenna and obtain high spatial resolution. The increasing interest of the scientific community to simplify…

Signal Processing · Electrical Eng. & Systems 2018-06-05 Cataldo Guaragnella , Tiziana D'Orazio

This work presents a multi-sensory anti-collision system design to achieve robust autonomous exploration capabilities for a swarm of 10 cm-side nano-drones operating on object detection missions. We combine lightweight single-beam laser…

Existing multi-camera SLAM systems assume synchronized shutters for all cameras, which is often not the case in practice. In this work, we propose a generalized multi-camera SLAM formulation which accounts for asynchronous sensor…

Robotics · Computer Science 2021-07-16 Anqi Joyce Yang , Can Cui , Ioan Andrei Bârsan , Raquel Urtasun , Shenlong Wang

Collision detection via visual fences can significantly enhance the safety of collaborative robotic arms. Existing work typically performs such detection based on pre-deployed stationary cameras outside the robotic arm's workspace. These…

Robotics · Computer Science 2024-03-12 Xian Huang , Yuanjiong Ying , Wei Dong

In this paper, a speed and separation monitoring (SSM) based safety controller using three time-of-flight ranging sensor arrays fastened to the robot links, is implemented. Based on the human-robot minimum distance and their relative…

Robotics · Computer Science 2019-04-17 Shitij Kumar , Sarthak Arora , Ferat Sahin

This work introduces a framework to diagnose the strengths and shortcomings of Autonomous Vehicle (AV) collision avoidance technology with synthetic yet realistic potential collision scenarios adapted from real-world, collision-free data.…

Optimization and Control · Mathematics 2024-09-18 Robert Dyro , Matthew Foutter , Ruolin Li , Luigi Di Lillo , Edward Schmerling , Xilin Zhou , Marco Pavone

Marker-based landing is widely used in drone delivery and return-to-base systems for its simplicity and reliability. However, most approaches assume idealized landing site visibility and sensor performance, limiting robustness in complex…

Robotics · Computer Science 2026-01-19 Jiaohong Yao , Linfeng Liang , Yao Deng , Xi Zheng , Richard Han , Yuankai Qi

Large-scale deployment of autonomous vehicles has been continually delayed due to safety concerns. On the one hand, comprehensive scene understanding is indispensable, a lack of which would result in vulnerability to rare but complex…

Computer Vision and Pattern Recognition · Computer Science 2022-12-08 Hao Shao , Letian Wang , RuoBing Chen , Hongsheng Li , Yu Liu

We study the problem of target stabilization with robust obstacle avoidance in robots and vehicles that have access only to vision-based sensors for the purpose of realtime localization. This problem is particularly challenging due to the…

Robotics · Computer Science 2022-09-07 Alejandro Murillo-Gonzalez , Jorge I. Poveda

Studies predict that demand for autonomous vehicles will increase tenfold between 2019 and 2026. However, recent high-profile accidents have significantly impacted consumer confidence in this technology. The cause for many of these…

Robotics · Computer Science 2020-09-09 Sanjay Seshan

Thorough testing of safety-critical autonomous systems, such as self-driving cars, autonomous robots, and drones, is essential for detecting potential failures before deployment. One crucial testing stage is model-in-the-loop testing, where…

Robotics · Computer Science 2023-01-04 Dmytro Humeniuk , Foutse Khomh , Giuliano Antoniol

In vehicular networks of the future, sensing and communication functionalities will be intertwined. In this paper, we investigate a radar-assisted predictive beamforming design for vehicle-to-infrastructure (V2I) communication by exploiting…

Signal Processing · Electrical Eng. & Systems 2020-01-28 Fan Liu , Weijie Yuan , Christos Masouros , Jinhong Yuan
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