mlsanityData to 7 Oct 2026

VizFlyt: Perception-centric Pedagogical Framework For Autonomous Aerial Robots

arXiv 2503.22876 ↗First posted 28 Mar 2025cs.RO cs.CVcited by 0

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Abstract (arXiv)

Autonomous aerial robots are becoming commonplace in our lives. Hands-on aerial robotics courses are pivotal in training the next-generation workforce to meet the growing market demands. Such an efficient and compelling course depends on a reliable testbed. In this paper, we present VizFlyt, an open-source perception-centric Hardware-In-The-Loop (HITL) photorealistic testing framework for aerial robotics courses. We utilize pose from an external localization system to hallucinate real-time and photorealistic visual sensors using 3D Gaussian Splatting. This enables stress-free testing of autonomy algorithms on aerial robots without the risk of crashing into obstacles. We achieve over 100Hz of system update rate. Lastly, we build upon our past experiences of offering hands-on aerial robotics courses and propose a new open-source and open-hardware curriculum based on VizFlyt for the future. We test our framework on various course projects in real-world HITL experiments and present the results showing the efficacy of such a system and its large potential use cases. Code, datasets, hardware guides and demo videos are available at https://pear.wpi.edu/research/vizflyt.html

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References · 17

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,604
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  3. 2023Nerfstudio: A Modular Framework for Neural Radiance Field Developmentcited by 596
  4. 2020TartanAir: A Dataset to Push the Limits of Visual SLAMcited by 494
  5. 2022Robot Operating System 2: Design, Architecture, and Uses In The Wildcited by 190
  6. 2022Deep Patch Visual Odometrycited by 186
  7. 2020Flightmare: A Flexible Quadrotor Simulatorcited by 69
  8. 2023Agilicious: Open-Source and Open-Hardware Agile Quadrotor for Vision-Based Flightcited by 24
  9. 2020AlphaPilot: Autonomous Drone Racingcited by 23
  10. 2019FlightGoggles: A Modular Framework for Photorealistic Camera, Exteroceptive Sensor, and Dynamics Simulationcited by 20
  11. 2022Learning Perception-Aware Agile Flight in Cluttered Environmentscited by 13
  12. 2018The Blackbird Dataset: A large-scale dataset for UAV perception in aggressive flightcited by 8
5 more
  1. 2018GapFlyt: Active Vision Based Minimalist Structure-less Gap Detection For Quadrotor Flightcited by 6
  2. 2020MorphEyes: Variable Baseline Stereo For Quadrotor Navigationcited by 6
  3. 2023Survey of Simulators for Aerial Robots: An Overview and In-Depth Systematic Comparisonscited by 5
  4. 2018U-Net for MAV-based Penstock Inspection: an Investigation of Focal Loss in Multi-class Segmentation for Corrosion Identificationcited by 2
  5. 2022Visual Navigation for Autonomous Vehicles: An Open-source Hands-on Robotics Course at MITcited by 2

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