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Communication Dans Un Congrès Année : 2021

FLYBO: A Unified Benchmark Environment for Autonomous Flying Robots

Anthony Brunel
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Amine Bourki
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Olivier Strauss

Résumé

The use of Micro-Aerial Vehicles (MAVs) equipped with odometry and depth sensors has become predominant for a wide variety of challenging industrial applications such as the autonomous exploration (i.e., digital mapping), and inspection (i.e., online surface reconstruction) of unknown facilities. However, despite the ongoing attention these topics receive, autonomous exploration systems still lack common evaluation grounds to assess their relative performance in terms of data and experimental tools. We address this deficit by introducing FLYBO, the first unified benchmark environment that focuses on the performance of such flying robots in terms of autonomous exploration and online sur- face reconstruction. It includes (i) 11 challenging realistic indoor and outdoor datasets of increasing complexity and size, with ground-truth, (ii) a comprehensive benchmark of 7 of the top-performing autonomous exploration algorithms including methods without publicly available code. (iii) A unified experimental system factorizes the routines shared by autonomous planners in order to fairly and accurately assess their exploration performance in a controlled envi- ronment.
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Dates et versions

hal-03380109 , version 1 (15-10-2021)

Identifiants

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Anthony Brunel, Amine Bourki, Olivier Strauss, Cédric Demonceaux. FLYBO: A Unified Benchmark Environment for Autonomous Flying Robots. 3DV 2021 - 9th International Conference on 3D Vision, Dec 2021, Virtual, United Kingdom. pp.1420-1431, ⟨10.1109/3DV53792.2021.00149⟩. ⟨hal-03380109⟩
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