Agilicious: Open-Source and Open-Hardware Agile Quadrotor for Vision-Based Flight
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Abstract (arXiv)
Autonomous, agile quadrotor flight raises fundamental challenges for robotics research in terms of perception, planning, learning, and control. A versatile and standardized platform is needed to accelerate research and let practitioners focus on the core problems. To this end, we present Agilicious, a co-designed hardware and software framework tailored to autonomous, agile quadrotor flight. It is completely open-source and open-hardware and supports both model-based and neural-network--based controllers. Also, it provides high thrust-to-weight and torque-to-inertia ratios for agility, onboard vision sensors, GPU-accelerated compute hardware for real-time perception and neural-network inference, a real-time flight controller, and a versatile software stack. In contrast to existing frameworks, Agilicious offers a unique combination of flexible software stack and high-performance hardware. We compare Agilicious with prior works and demonstrate it on different agile tasks, using both model-based and neural-network--based controllers. Our demonstrators include trajectory tracking at up to 5g and 70 km/h in a motion-capture system, and vision-based acrobatic flight and obstacle avoidance in both structured and unstructured environments using solely onboard perception. Finally, we demonstrate its use for hardware-in-the-loop simulation in virtual-reality environments. Thanks to its versatility, we believe that Agilicious supports the next generation of scientific and industrial quadrotor research.
Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Jul 2023.
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Citing papers per year: 2023: 3; 2024: 5; 2025: 12; 2026: 4.
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- 2023Reaching the Limit in Autonomous Racing: Optimal Control versus Reinforcement Learningcited by 72
- 2024Bootstrapping Reinforcement Learning with Imitation for Vision-Based Agile Flightcited by 22
- 2024Multi-Task Reinforcement Learning for Quadrotorscited by 12
- 2023Contrastive Learning for Enhancing Robust Scene Transfer in Vision-based Agile Flightcited by 11
- 2025Accelerating Model-Based Reinforcement Learning with State-Space World Modelscited by 10
- 2025General-Purpose Aerial Intelligent Agents Empowered by Large Language Modelscited by 9
- 2024Low Latency Visual Inertial Odometry with On-Sensor Accelerated Optical Flow for Resource-Constrained UAVscited by 3
- 2025A Monocular Event-Camera Motion Capture Systemcited by 3
- 2025Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Dronecited by 3
- 2024A Heterogeneous RISC-V based SoC for Secure Nano-UAV Navigationcited by 2
- 2023Wavelet Dynamic Selection Network for Inertial Sensor Signal Enhancementcited by 2
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipecited by 2
12 more
- 2024OpenBot-Fleet: A System for Collective Learning with Real Robotscited by 1
- 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principlescited by 1
- 2025Decentralized Aerial Manipulation of a Cable-Suspended Load using Multi-Agent Reinforcement Learningcited by 1
- 2025Decentralized Real-Time Planning for Multi-UAV Cooperative Manipulation via Imitation Learningcited by 1
- 2026Crazyflow: An Accurate, GPU-Accelerated, Differentiable Drone Simulator in JAXcited by 1
- 2025VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robotscited by 0
- 2025HDVIO2.0: Wind and Disturbance Estimation with Hybrid Dynamics VIOcited by 0
- 2025Learning Acrobatic Flight from Preferencescited by 0
- 2025SPIRAL: Self-Play Incremental Racing Algorithm for Learning in Multi-Drone Competitionscited by 0
- 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Dronescited by 0
- 2026Learned Memory Attenuation in Sage-Husa Kalman Filters for Robust UAV State Estimationcited by 0
- 2026Superhuman Safe and Agile Racing through Multi-Agent Reinforcement Learningcited by 0
- 2026Crazyflow: An Accurate, GPU-Accelerated, Differentiable Drone Simulator in JAX31 May 2026
- 2026Superhuman Safe and Agile Racing through Multi-Agent Reinforcement Learning21 May 2026
- 2026Learned Memory Attenuation in Sage-Husa Kalman Filters for Robust UAV State Estimation18 May 2026
- 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Drones6 Feb 2026
- 2025SPIRAL: Self-Play Incremental Racing Algorithm for Learning in Multi-Drone Competitions26 Oct 2025
- 2025Decentralized Real-Time Planning for Multi-UAV Cooperative Manipulation via Imitation Learning20 Oct 2025
- 2025Learning Acrobatic Flight from Preferences26 Aug 2025
- 2025Decentralized Aerial Manipulation of a Cable-Suspended Load using Multi-Agent Reinforcement Learning2 Aug 2025
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipe21 Jul 2025
- 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principles21 Apr 2025
- 2025Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Drone14 Apr 2025
- 2025HDVIO2.0: Wind and Disturbance Estimation with Hybrid Dynamics VIO1 Apr 2025
12 more
- 2025VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robots28 Mar 2025
- 2025General-Purpose Aerial Intelligent Agents Empowered by Large Language Models11 Mar 2025
- 2025Accelerating Model-Based Reinforcement Learning with State-Space World Models27 Feb 2025
- 2025A Monocular Event-Camera Motion Capture System17 Feb 2025
- 2024Multi-Task Reinforcement Learning for Quadrotors17 Dec 2024
- 2024Low Latency Visual Inertial Odometry with On-Sensor Accelerated Optical Flow for Resource-Constrained UAVs19 Jun 2024
- 2024OpenBot-Fleet: A System for Collective Learning with Real Robots13 May 2024
- 2024Bootstrapping Reinforcement Learning with Imitation for Vision-Based Agile Flight18 Mar 2024
- 2024A Heterogeneous RISC-V based SoC for Secure Nano-UAV Navigation7 Jan 2024
- 2023Wavelet Dynamic Selection Network for Inertial Sensor Signal Enhancement29 Dec 2023
- 2023Reaching the Limit in Autonomous Racing: Optimal Control versus Reinforcement Learning17 Oct 2023
- 2023Contrastive Learning for Enhancing Robust Scene Transfer in Vision-based Agile Flight18 Sep 2023
- 2023Reaching the Limit in Autonomous Racing: Optimal Control versus Reinforcement Learningcited by 72
- 2024Bootstrapping Reinforcement Learning with Imitation for Vision-Based Agile Flightcited by 22
- 2024Multi-Task Reinforcement Learning for Quadrotorscited by 12
- 2023Contrastive Learning for Enhancing Robust Scene Transfer in Vision-based Agile Flightcited by 11
- 2024Low Latency Visual Inertial Odometry with On-Sensor Accelerated Optical Flow for Resource-Constrained UAVscited by 3
- 2025A Monocular Event-Camera Motion Capture Systemcited by 3
- 2025Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Dronecited by 3
- 2024A Heterogeneous RISC-V based SoC for Secure Nano-UAV Navigationcited by 2
- 2023Wavelet Dynamic Selection Network for Inertial Sensor Signal Enhancementcited by 2
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipecited by 2
- 2024OpenBot-Fleet: A System for Collective Learning with Real Robotscited by 1
- 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principlescited by 1
12 most cited of 21 All 21 (JSON)
- 2026Crazyflow: An Accurate, GPU-Accelerated, Differentiable Drone Simulator in JAX31 May 2026
- 2026Superhuman Safe and Agile Racing through Multi-Agent Reinforcement Learning21 May 2026
- 2026Learned Memory Attenuation in Sage-Husa Kalman Filters for Robust UAV State Estimation18 May 2026
- 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Drones6 Feb 2026
- 2025SPIRAL: Self-Play Incremental Racing Algorithm for Learning in Multi-Drone Competitions26 Oct 2025
- 2025Learning Acrobatic Flight from Preferences26 Aug 2025
- 2025Decentralized Aerial Manipulation of a Cable-Suspended Load using Multi-Agent Reinforcement Learning2 Aug 2025
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipe21 Jul 2025
- 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principles21 Apr 2025
- 2025Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Drone14 Apr 2025
- 2025HDVIO2.0: Wind and Disturbance Estimation with Hybrid Dynamics VIO1 Apr 2025
- 2025VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robots28 Mar 2025
12 newest of 21 All 21 (JSON)