mlsanityData to 14 Oct 2026

FalconWing: An Ultra-Light Indoor Fixed-Wing UAV Platform for Vision-Based Autonomy

arXiv 2505.01383 ↗First posted 2 May 2025cs.RO cs.AIcited by 1

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Abstract (arXiv)

We introduce FalconWing, an ultra-light (150 g) indoor fixed-wing UAV platform for vision-based autonomy. Controlled indoor environment enables year-round repeatable UAV experiment but imposes strict weight and maneuverability limits on the UAV, motivating our ultra-light FalconWing design. FalconWing couples a lightweight hardware stack (137g airframe with a 9g camera) and offboard computation with a software stack featuring a photorealistic 3D Gaussian Splat (GSplat) simulator for developing and evaluating vision-based controllers. We validate FalconWing on two challenging vision-based aerial case studies. In the leader-follower case study, our best vision-based controller, trained via imitation learning on GSplat-rendered data augmented with domain randomization, achieves 100% tracking success across 3 types of leader maneuvers over 30 trials and shows robustness to leader's appearance shifts in simulation. In the autonomous landing case study, our vision-based controller trained purely in simulation transfers zero-shot to real hardware, achieving an 80% success rate over ten landing trials. We will release hardware designs, GSplat scenes, and dynamics models upon publication to make FalconWing an open-source flight kit for engineering students and research labs.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 13 of its 28 references that are in the map. First posted on arXiv 2 May 2025.

Builds on

13 of 28 references.

References · 13

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  3. 2021ImageNet-21K Pretraining for the Massescited by 613
  4. 2023Nerfstudio: A Modular Framework for Neural Radiance Field Developmentcited by 600
  5. 2020INeRF: Inverting Neural Radiance Fields for Pose Estimationcited by 382
  6. 2021Vision-Only Robot Navigation in a Neural Radiance Worldcited by 155
  7. 2024Reconciling Reality through Simulation: A Real-to-Sim-to-Real Approach for Robust Manipulationcited by 144
  8. 20246DGS: 6D Pose Estimation from a Single Image and a 3D Gaussian Splatting Modelcited by 28
  9. 2024SOUS VIDE: Cooking Visual Drone Navigation Policies in a Gaussian Splatting Vacuumcited by 16
  10. 2021Visual Servoing Approach for Autonomous UAV Landing on a Moving Vehiclecited by 4
  11. 2024Visual Tracking with Intermittent Visibility: Switched Control Design and Implementationcited by 2
  12. 2025FalconGym: A Photorealistic Simulation Framework for Zero-Shot Sim-to-Real Vision-Based Quadrotor Navigationcited by 2
1 more
  1. 2022Global Incremental Flight Control for Agile Maneuvering of a Tailsitter Flying Wingcited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

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  1. 2026FALCON-S: Fixed-wing ground-effect Aerodynamics Simulator and Flight Control Learning Suite
  2. 2026Zero-Shot UAV Navigation in Forests via Relightable 3D Gaussian Splatting
  3. 2026Autonomous Navigation at the Nano-Scale: Algorithms, Architectures, and Constraints ↗
  4. 2024Demonstrating Agile Flight from Pixels without State Estimation
  5. 2026Learning to Fly: Stable Vision-Guided UAV Servoing with Compact Target-Centric Cues and Reinforcement Learning
  6. 2025Towards Task-Oriented Flying: Framework, Infrastructure, and Principles
  7. 2025LEARN: Learning End-to-End Aerial Resource-Constrained Multi-Robot Navigation
  8. 2026MuJoCo-Drones-Gym: A GPU-Accelerated Multi-Drone Simulator for Control and Reinforcement Learning