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The deployment of autonomous service robots in human-centric environments is hindered by a critical gap in perception and planning. Traditional navigation systems rely on expensive LiDARs that, while geometrically precise, are semantically…

Robotics · Computer Science 2025-11-11 Praveen Kumar , Tushar Sandhan

Autonomous robots need to plan the tasks they carry out to fulfill their missions. The missions' increasing complexity does not let human designers anticipate all the possible situations, so traditional control systems based on state…

Robotics · Computer Science 2021-07-02 Francisco Martín , Jonatan Ginés , Vicente Matellán , Francisco J. Rodríguez

Hardware acceleration can revolutionize robotics, enabling new applications by speeding up robot response times while remaining power-efficient. However, the diversity of acceleration options makes it difficult for roboticists to easily…

Robotics · Computer Science 2023-07-03 Víctor Mayoral-Vilches , Sabrina M. Neuman , Brian Plancher , Vijay Janapa Reddi

While there was great progress regarding the technology and its implementation for vehicles equipped with automated driving systems (ADS), the problem of how to proof their safety as a necessary precondition prior to market launch remains…

Software Engineering · Computer Science 2021-09-09 Nico Weber , Christoph Thiem , Ulrich Konigorski

Autonomous agents and systems cover a number of application areas, from robotics and digital assistants to combinatorial optimization, all sharing common, unresolved research challenges. It is not sufficient for agents to merely solve a…

This paper describes the experience of preparing and testing the SPARUS II AUV in different applications. The AUV was designed as a lightweight vehicle combining the classical torpedo-shape features with the hovering capability. The robot…

Deep Neural Networks (DNNs) are extremely computationally demanding, which presents a large barrier to their deployment on resource-constrained devices. Since such devices are where many emerging deep learning applications lie (e.g.,…

Machine Learning · Computer Science 2023-11-16 Perry Gibson , José Cano , Elliot J. Crowley , Amos Storkey , Michael O'Boyle

Security of robotics systems, as well as of the related middleware infrastructures, is a critical issue for industrial and domestic IoT, and it needs to be continuously assessed throughout the whole development lifecycle. The next…

Robotics · Computer Science 2018-10-19 Ruffin White , Gianluca Caiazza , Henrik I. Christensen , Agostino Cortesi

While unmanned aerial vehicles (UAVs) offer wide-area, high-altitude coverage for anomaly detection, they face challenges such as dynamic viewpoints, scale variations, and complex scenes. Existing datasets and methods, mainly designed for…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Mengjingcheng Mo , Xinyang Tong , Mingpi Tan , Jiaxu Leng , Jiankang Zheng , Yiran Liu , Haosheng Chen , Ji Gan , Weisheng Li , Xinbo Gao

The rapid advancement of autonomous systems, including self-driving vehicles and drones, has intensified the need to forge true Spatial Intelligence from multi-modal onboard sensor data. While foundation models excel in single-modal…

Computer Vision and Pattern Recognition · Computer Science 2026-01-09 Song Wang , Lingdong Kong , Xiaolu Liu , Hao Shi , Wentong Li , Jianke Zhu , Steven C. H. Hoi

The deployment of mobile robots in large-scale, multi-floor environments demands navigation systems that achieve spatial scalability without compromising local kinematic precision. Traditional navigation stacks, reliant on monolithic…

Robotics · Computer Science 2026-03-31 Yongqi Zhang , Jiajie Zhang , Chengqian Li , Fujing Xie , Sören Schwertfeger

Robotic applications require the integration of various modalities, encompassing perception, control of real robots and possibly the control of simulated environments. While the state-of-the-art robotic software solutions such as ROS 2…

Robotics · Computer Science 2023-06-19 Vincent Berenz , Felix Widmaier , Simon Guist , Bernhard Schölkopf , Dieter Büchler

Motion planning is a fundamental problem in autonomous driving and perhaps the most challenging to comprehensively evaluate because of the associated risks and expenses of real-world deployment. Therefore, simulations play an important role…

Robotics · Computer Science 2025-02-25 Montgomery Alban , Ehsan Ahmadi , Randy Goebel , Amir Rasouli

The integration of air and ground smart vehicles is becoming a new paradigm of future transportation. A decent number of smart unmanned vehicles or UAS will be sharing the national airspace for various purposes, such as express delivery,…

Cryptography and Security · Computer Science 2021-10-19 Yongxin Liu , Jian Wang , Yingjie Chen , Shuteng Niu , Zhihan Lv , Lei Wu , Dahai Liu , Houbing Song

Autonomous drones are rapidly reshaping industries ranging from aerial delivery and infrastructure inspection to environmental monitoring and disaster response. Ensuring the safety, reliability, and efficiency of these systems is paramount…

Software Engineering · Computer Science 2025-06-16 Yupeng Jiang , Yao Deng , Sebastian Schroder , Linfeng Liang , Suhaas Gambhir , Alice James , Avishkar Seth , James Pirrie , Yihao Zhang , Xi Zheng

One of the major impediments in deployment of Autonomous Driving Systems (ADS) is their safety and reliability. The primary reason for the complexity of testing ADS is that it operates in an open world characterized by its…

We introduce online action-stacking, an inference-time wrapper for reinforcement learning policies that produces realistic air traffic control commands while allowing training on a much smaller discrete action space. Policies are trained…

Machine Learning · Computer Science 2026-01-12 Ben Carvell , George De Ath , Eseoghene Benjamin , Richard Everson

Advances in the Internet of Things are revolutionizing data acquisition, enhancing artificial intelligence and quality of service. Unmanned Aerial Vehicles (UAVs) provide an efficient data-gathering solution across varied environments. This…

Networking and Internet Architecture · Computer Science 2025-04-14 Priyavrat Dev Sharma , Ibrahim Sorkhoh , Muthucumaru Maheswaran

Inverse design has emerged as a transformative approach for photonic device optimization, enabling the exploration of high-dimensional, non-intuitive design spaces to create ultra-compact devices and advance photonic integrated circuits…

The need for autonomous robot systems in both the service and the industrial domain is larger than ever. In the latter, the transition to small batches or even "batch size 1" in production created a need for robot control system…

Robotics · Computer Science 2023-06-30 Matthias Mayr , Francesco Rovida , Volker Krueger