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Reinforcement learning is of increasing importance in the field of robot control and simulation plays a~key role in this process. In the unmanned aerial vehicles (UAVs, drones), there is also an increase in the number of published…

Robotics · Computer Science 2023-07-27 Pawel Miera , Hubert Szolc , Tomasz Kryjak

The mainstream of educational robotics platforms orbits the various versions of versatile robotics sets and kits, while interesting outliers add new opportunities and extend the possible learning situations. Examples of such are…

Robotics · Computer Science 2024-02-28 Pavel Petrovič , Peter Verčimák

In recent years, consumer-grade UAVs have been widely adopted by first responders. In general, they are operated manually, which requires trained pilots, especially in unknown GNSS-denied environments and in the vicinity of structures.…

Robotics · Computer Science 2025-10-27 Daniel Schleich , Jan Quenzel , Sven Behnke

Precision landing is a remaining challenge in autonomous drone flight. Fiducial markers provide a computationally cheap way for a drone to locate a landing pad and autonomously execute precision landings. However, most work in this field…

Robotics · Computer Science 2022-11-14 Joshua Springer , Marcel Kyas

Quadrotors are among the most agile flying robots. Despite recent advances in learning-based control and computer vision, autonomous drones still rely on explicit state estimation. On the other hand, human pilots only rely on a…

Robotics · Computer Science 2024-06-19 Ismail Geles , Leonard Bauersfeld , Angel Romero , Jiaxu Xing , Davide Scaramuzza

The paper discusses a novel vision-based estimation and control approach to enable fully autonomous tracking and landing of vertical take-off and landing (VTOL) capable unmanned aerial vehicles (UAVs) on moving platforms without relying on…

Robotics · Computer Science 2020-08-18 Bochan Lee , Vishnu Saj , Moble Benedict , Dileep Kalathil

Drone technology is proliferating in many industries, including agriculture, logistics, defense, infrastructure, and environmental monitoring. Vision-based autonomy is one of its key enablers, particularly for real-world applications. This…

The miniaturisation of sensors and processors, the advancements in connected edge intelligence, and the exponential interest in Artificial Intelligence are boosting the affirmation of autonomous nano-size drones in the Internet of Robotic…

Robotics · Computer Science 2025-05-09 Mattia Sartori , Chetna Singhal , Neelabhro Roy , Davide Brunelli , James Gross

Drones are conventionally controlled using joysticks, remote controllers, mobile applications, and embedded computers. A few significant issues with these approaches are that drone control is limited by the range of electromagnetic…

Robotics · Computer Science 2018-03-29 Kathiravan Natarajan , Truong-Huy D. Nguyen , Mutlu Mete

Smart and agile drones are fast becoming ubiquitous at the edge of the cloud. The usage of these drones are constrained by their limited power and compute capability. In this paper, we present a Transfer Learning (TL) based approach to…

Machine Learning · Computer Science 2019-10-15 Aqeel Anwar , Arijit Raychowdhury

In this work, we present a system that enables delivery drones to autonomously navigate and deliver packages at various locations around a house according to the desire of the recipient and without the need for any external markers as…

Robotics · Computer Science 2022-05-11 Shyam Sundar Kannan , Byung-Cheol Min

The movie industry has been using Unmanned Aerial Vehicles as a new tool to produce more and more complex and aesthetic camera shots. However, the shooting process currently rely on manual control of the drones which makes it difficult and…

Robotics · Computer Science 2017-12-13 Julien Fleureau , Quentin Galvane , François-Louis Tariolle , Philippe Guillotel

Drones are being used in many industries for a variety of applications, including inspecting bridges, surveying farm land, and delivering cargo. Automating these kinds of scenarios requires more than following a sequence of GPS waypoints;…

Human-Computer Interaction · Computer Science 2018-04-24 Saad Ismail , Justin G. Manweiler , Justin D. Weisz

Learning to control robots without requiring engineered models has been a long-term goal, promising diverse and novel applications. Yet, reinforcement learning has only achieved limited impact on real-time robot control due to its high…

Robotics · Computer Science 2020-08-05 Philip Becker-Ehmck , Maximilian Karl , Jan Peters , Patrick van der Smagt

In drone racing, the time-minimum trajectory is affected by the drone's capabilities, the layout of the race track, and the configurations of the gates (e.g., their shapes and sizes). However, previous studies neglect the configuration of…

Robotics · Computer Science 2024-05-07 Chao Qin , Maxime S. J. Michet , Jingxiang Chen , Hugh H. -T. Liu

Vision is an essential part of attitude control for many flying animals, some of which have no dedicated sense of gravity. Flying robots, on the other hand, typically depend heavily on accelerometers and gyroscopes for attitude…

Robotics · Computer Science 2025-07-16 Jesse J. Hagenaars , Stein Stroobants , Sander M. Bohte , Guido C. H. E. De Croon

Unmanned aerial vehicles (UAVs) are often used for navigating dangerous terrains, however they are difficult to pilot. Due to complex input-output mapping schemes, limited perception, the complex system dynamics and the need to maintain a…

Robotics · Computer Science 2021-03-02 Kal Backman , Dana Kulić , Hoam Chung

The Perspective-n-Point problem aims to estimate the relative pose between a calibrated monocular camera and a known 3D model, by aligning pairs of 2D captured image points to their corresponding 3D points in the model. We suggest an…

Computer Vision and Pattern Recognition · Computer Science 2022-03-08 Ibrahim Jubran , Fares Fares , Yuval Alfassi , Firas Ayoub , Dan Feldman

Autonomous drone racing requires the tight coupling of perception, planning, and control under extreme agility. However, recent approaches typically rely on precomputed spatial reference trajectories or explicit 6-DoF gate pose estimation,…

Robotics · Computer Science 2026-03-10 Fangguo Zhao , Hanbing Zhang , Zhouheng Li , Xin Guan , Shuo Li

In many robotic tasks, such as autonomous drone racing, the goal is to travel through a set of waypoints as fast as possible. A key challenge for this task is planning the time-optimal trajectory, which is typically solved by assuming…

Robotics · Computer Science 2021-08-03 Yunlong Song , Mats Steinweg , Elia Kaufmann , Davide Scaramuzza