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Related papers: NanoBench: A Multi-Task Benchmark Dataset for Nano…

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We introduce a benchmark for system identification based on 75k real-world samples from the Crazyflie 2.1 Brushless nano-quadrotor, a sub-50g aerial vehicle widely adopted in robotics research. The platform presents a challenging testbed…

Systems and Control · Electrical Eng. & Systems 2026-03-03 Riccardo Busetto , Elia Cereda , Marco Forgione , Gabriele Maroni , Dario Piga , Daniele Palossi

Autonomous nano-drones, powered by vision-based tiny machine learning (TinyML) models, are a novel technology gaining momentum thanks to their broad applicability and pushing scientific advancement on resource-limited embedded systems.…

Robotics · Computer Science 2026-04-28 Elia Cereda , Alessandro Giusti , Daniele Palossi

Benchmarking has been the cornerstone of progress in computer vision, natural language processing, and the broader deep learning domain, driving algorithmic innovation through standardized datasets and reproducible evaluation protocols. The…

Machine Learning · Computer Science 2025-12-10 Mohamed Elrefaie , Dule Shu , Matt Klenk , Faez Ahmed

Ego-vision-based navigation in cluttered environments is crucial for mobile systems, particularly agile quadrotors. While learning-based methods have shown promise recently, head-to-head comparisons with cutting-edge optimization-based…

Robotics · Computer Science 2025-05-23 Shu-Ang Yu , Chao Yu , Feng Gao , Yi Wu , Yu Wang

The primary purpose of this study is to investigate the system modeling of a nanoquadcopter as well as designing position and trajectory control algorithms, with the ultimate goal of testing the system both in simulation and on a real…

Systems and Control · Computer Science 2016-08-23 Carlos Luis , Jérôme Le Ny

The Crazyflie quadcopter is widely recognized as a leading platform for nano-quadcopter research. In early 2025, the Crazyflie Brushless was introduced, featuring brushless motors that provide around 50% more thrust compared to the brushed…

Robotics · Computer Science 2026-03-09 Alexander Gräfe , Christoph Scherer , Wolfgang Hönig , Sebastian Trimpe

Nano-quadcopters are versatile platforms attracting the interest of both academia and industry. Their tiny form factor, i.e., $\,$10 cm diameter, makes them particularly useful in narrow scenarios and harmless in human proximity. However,…

Robotics · Computer Science 2023-08-04 Luca Crupi , Elia Cereda , Alessandro Giusti , Daniele Palossi

Autonomous aerial systems increasingly rely on large language models (LLMs) for mission planning, perception, and decision-making, yet the lack of standardized and physically grounded benchmarks limits systematic evaluation of their…

Artificial Intelligence · Computer Science 2025-11-17 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah

Quadcopters have been studied for decades thanks to their maneuverability and capability of operating in a variety of circumstances. However, quadcopters suffer from dynamical nonlinearity, actuator saturation, as well as sensor noise that…

Robotics · Computer Science 2024-06-19 Truong-Dong Do , Nguyen Xuan Mung , Sung Kyung Hong

Agile quadrotor flight in challenging environments has the potential to revolutionize shipping, transportation, and search and rescue applications. Nonlinear model predictive control (NMPC) has recently shown promising results for agile…

Robotics · Computer Science 2021-12-06 Drew Hanover , Philipp Foehn , Sihao Sun , Elia Kaufmann , Davide Scaramuzza

This paper presents an aggressive trajectory tracking method for a small lightweight nano-quadrotor using nonlinear model predictive control (NMPC) based on acados. Controlling a nano quadrotor for accurate trajectory tracking at high speed…

Robotics · Computer Science 2023-12-05 Muhammad Kazim , Hyunjae Sim , Gihun Shin , Hwancheol Hwang , Kwang-Ki K. Kim

Recent advances in large multimodal models have enabled new opportunities in embodied AI, particularly in robotic manipulation. These models have shown strong potential in generalization and reasoning, but achieving reliable and responsible…

Robotics · Computer Science 2025-12-05 Lei Zhang , Ju Dong , Kaixin Bai , Minheng Ni , Zoltan-Csaba Marton , Zhaopeng Chen , Jianwei Zhang

This paper describes the hardware design and flight demonstration of a small quadrotor with imaging sensors for urban mapping, hazard avoidance, and target tracking research. The vehicle is equipped with five cameras, including two pairs of…

Robotics · Computer Science 2024-05-03 Collin Hague , Nick Kakavitsas , Jincheng Zhang , Chris Beam , Andrew Willis , Artur Wolek

We present nanoBench, a tool for evaluating small microbenchmarks using hardware performance counters on Intel and AMD x86 systems. Most existing tools and libraries are intended to either benchmark entire programs, or program segments in…

Performance · Computer Science 2020-11-04 Andreas Abel , Jan Reineke

Visual navigation algorithms for quadrotors often exhibit a large variation in performance when transferred across different vehicle platforms and scene geometries, which increases the cost and risk of field deployment. To support…

Robotics · Computer Science 2025-10-31 Gang Li , Chunlei Zhai , Teng Wang , Shaun Li , Shangsong Jiang , Xiangwei Zhu

Quadrotors are highly nonlinear dynamical systems that require carefully tuned controllers to be pushed to their physical limits. Recently, learning-based control policies have been proposed for quadrotors, as they would potentially allow…

Robotics · Computer Science 2022-02-23 Elia Kaufmann , Leonard Bauersfeld , Davide Scaramuzza

Obstacle avoidance is an essential topic in the field of autonomous drone research. When choosing an avoidance algorithm, many different options are available, each with their advantages and disadvantages. As there is currently no consensus…

Robotics · Computer Science 2023-01-19 Hang Yu , Guido C. H. E de Croon , Christophe De Wagter

Nano-UAV teams offer great agility yet face severe navigation challenges due to constrained onboard sensing, communication, and computation. Existing approaches rely on high-resolution vision or compute-intensive planners, rendering them…

Robotics · Computer Science 2025-11-25 Darren Chiu , Zhehui Huang , Ruohai Ge , Gaurav S. Sukhatme

This work presents an integrated control and software architecture that enables arguably the first fully autonomous, contact-based non-destructive testing (NDT) using a commercial multirotor originally restricted to remotely-piloted…

Robotics · Computer Science 2026-03-06 Ruben Veenstra , Barbara Bazzana , Sander Smits , Antonio Franchi

Tiny aerial robots hold great promise for applications such as environmental monitoring and search-and-rescue, yet face significant control challenges due to limited onboard computing power and nonlinear dynamics. Model Predictive Control…

Robotics · Computer Science 2025-10-16 Babak Akbari , Justin Frank , Melissa Greeff
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