AirSim Drone Racing Lab
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Abstract (arXiv)
Autonomous drone racing is a challenging research problem at the intersection of computer vision, planning, state estimation, and control. We introduce AirSim Drone Racing Lab, a simulation framework for enabling fast prototyping of algorithms for autonomy and enabling machine learning research in this domain, with the goal of reducing the time, money, and risks associated with field robotics. Our framework enables generation of racing tracks in multiple photo-realistic environments, orchestration of drone races, comes with a suite of gate assets, allows for multiple sensor modalities (monocular, depth, neuromorphic events, optical flow), different camera models, and benchmarking of planning, control, computer vision, and learning-based algorithms. We used our framework to host a simulation based drone racing competition at NeurIPS 2019. The competition binaries are available at our github repository.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Mar 2020.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 2; 2024: 4; 2025: 1.
15 papers.
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- 2024Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodologycited by 92
- 2021Autonomous Drone Racing with Deep Reinforcement Learningcited by 51
- 2021Causal Navigation by Continuous-time Neural Networkscited by 23
- 2021Time-Optimal Planning for Quadrotor Waypoint Flightcited by 14
- 2022Learning Deep Sensorimotor Policies for Vision-based Autonomous Drone Racingcited by 13
- 2022Visual Attention Prediction Improves Performance of Autonomous Drone Racing Agentscited by 6
- 2021AutoTune: Controller Tuning for High-Speed Flightcited by 5
- 2024SpecGuard: Specification Aware Recovery for Robotic Autonomous Vehicles from Physical Attackscited by 2
- 2021Augmenting Imitation Experience via Equivariant Representationscited by 1
- 2022Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomycited by 1
- 2023Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Componentscited by 1
- 2023CERiL: Continuous Event-based Reinforcement Learningcited by 1
3 more
- 2024NaviSplit: Dynamic Multi-Branch Split DNNs for Efficient Distributed Autonomous Navigationcited by 1
- 2024NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networkscited by 1
- 2025FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomycited by 0
- 2025FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomy7 Feb 2025
- 2024Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology9 Oct 2024
- 2024SpecGuard: Specification Aware Recovery for Robotic Autonomous Vehicles from Physical Attacks27 Aug 2024
- 2024NaviSplit: Dynamic Multi-Branch Split DNNs for Efficient Distributed Autonomous Navigation18 Jun 2024
- 2024NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks16 May 2024
- 2023CERiL: Continuous Event-based Reinforcement Learning15 Feb 2023
- 2023Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components12 Jan 2023
- 2022Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomy10 Nov 2022
- 2022Learning Deep Sensorimotor Policies for Vision-based Autonomous Drone Racing26 Oct 2022
- 2022Visual Attention Prediction Improves Performance of Autonomous Drone Racing Agents7 Jan 2022
- 2021Augmenting Imitation Experience via Equivariant Representations14 Oct 2021
- 2021Time-Optimal Planning for Quadrotor Waypoint Flight10 Aug 2021
3 more
- 2021Causal Navigation by Continuous-time Neural Networks15 Jun 2021
- 2021AutoTune: Controller Tuning for High-Speed Flight19 Mar 2021
- 2021Autonomous Drone Racing with Deep Reinforcement Learning15 Mar 2021
- 2021Causal Navigation by Continuous-time Neural Networkscited by 23
- 2021Causal Navigation by Continuous-time Neural Networks15 Jun 2021
- 2024Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodologycited by 92
- 2021Autonomous Drone Racing with Deep Reinforcement Learningcited by 51
- 2021Time-Optimal Planning for Quadrotor Waypoint Flightcited by 14
- 2022Learning Deep Sensorimotor Policies for Vision-based Autonomous Drone Racingcited by 13
- 2022Visual Attention Prediction Improves Performance of Autonomous Drone Racing Agentscited by 6
- 2021AutoTune: Controller Tuning for High-Speed Flightcited by 5
- 2021Augmenting Imitation Experience via Equivariant Representationscited by 1
- 2022Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomycited by 1
- 2023Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Componentscited by 1
- 2023CERiL: Continuous Event-based Reinforcement Learningcited by 1
- 2024NaviSplit: Dynamic Multi-Branch Split DNNs for Efficient Distributed Autonomous Navigationcited by 1
- 2024NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networkscited by 1
12 most cited of 13 All 13 (JSON)
- 2025FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomy7 Feb 2025
- 2024Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology9 Oct 2024
- 2024NaviSplit: Dynamic Multi-Branch Split DNNs for Efficient Distributed Autonomous Navigation18 Jun 2024
- 2024NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks16 May 2024
- 2023CERiL: Continuous Event-based Reinforcement Learning15 Feb 2023
- 2023Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components12 Jan 2023
- 2022Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomy10 Nov 2022
- 2022Learning Deep Sensorimotor Policies for Vision-based Autonomous Drone Racing26 Oct 2022
- 2022Visual Attention Prediction Improves Performance of Autonomous Drone Racing Agents7 Jan 2022
- 2021Augmenting Imitation Experience via Equivariant Representations14 Oct 2021
- 2021Time-Optimal Planning for Quadrotor Waypoint Flight10 Aug 2021
- 2021AutoTune: Controller Tuning for High-Speed Flight19 Mar 2021
12 newest of 13 All 13 (JSON)