mlsanityData to 7 Oct 2026

Fast, Autonomous Flight in GPS-Denied and Cluttered Environments

arXiv 1712.02052 ↗First posted 6 Dec 2017cs.ROcited by 17

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Abstract (arXiv)

One of the most challenging tasks for a flying robot is to autonomously navigate between target locations quickly and reliably while avoiding obstacles in its path, and with little to no a-priori knowledge of the operating environment. This challenge is addressed in the present paper. We describe the system design and software architecture of our proposed solution, and showcase how all the distinct components can be integrated to enable smooth robot operation. We provide critical insight on hardware and software component selection and development, and present results from extensive experimental testing in real-world warehouse environments. Experimental testing reveals that our proposed solution can deliver fast and robust aerial robot autonomous navigation in cluttered, GPS-denied environments.

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Dec 2017.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 2; 2023: 2; 2024: 3; 2025: 2; 2026: 4.

17 papers.

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  1. 2021Learning High-Speed Flight in the Wildcited by 98
  2. 2021Large-scale Autonomous Flight with Real-time Semantic SLAM under Dense Forest Canopycited by 12
  3. 2023Vision-based Learning for Drones: A Surveycited by 9
  4. 2022Visual Attention Prediction Improves Performance of Autonomous Drone Racing Agentscited by 6
  5. 2022Centroid Distance Keypoint Detector for Colored Point Cloudscited by 3
  6. 2025Fast Feature Field (F3): A Predictive Representation of Eventscited by 3
  7. 2021Detecting and Mapping Trees in Unstructured Environments with a Stereo Camera and Pseudo-Lidarcited by 2
  8. 2023Autonomous Advanced Aerial Mobility -- An End-to-end Autonomy Framework for UAVs and Beyondcited by 2
  9. 2024Why Change Your Controller When You Can Change Your Planner: Drag-Aware Trajectory Generation for Quadrotor Systemscited by 1
  10. 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principlescited by 1
  11. 2026Approximate Imitation Learning for Event-based Quadrotor Flight in Cluttered Environmentscited by 1
  12. 2021AutoPilot: Automating SoC Design Space Exploration for SWaP Constrained Autonomous UAVscited by 0
5 more
  1. 2024UAV-Borne Mapping Algorithms for Low-Altitude and High-Speed Drone Applicationscited by 0
  2. 2024Cesium Tiles for High-realism Simulation and Comparing SLAM Results in Corresponding Virtual and Real-world Environmentscited by 0
  3. 2026aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Dronescited by 0
  4. 2026From Distances to Trajectories: Real-Time Signed Distance Function Mapping and Distance-Accelerated Motion Planning for UAVscited by 0
  5. 2026PILOT: Privileged Imitation Learning for End-to-End Motion Planning of Autonomous UAVs under Partial Observabilitycited by 0