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Release of Aerial Navigation Benchmark AirPlayground

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Rangya Zhang et al. proposed and released AirPlayground, a training and evaluation benchmark for aerial navigation, comprising 94 photorealistic 3DGS-reconstructed environments covering indoor, urban outdoor, and vegetation scenes, along with aligned collision geometry, producing 94K flight demonstrations and 46.5 million 50Hz synchronized observation-state-action samples. The benchmark evaluated 7 baselines under 4 policy paradigms across 3 navigation settings and in seen and unseen environments. The authors report that after expanding ACT's training scenes from 5 to 70, median success rates in seen and unseen environments increased from 30.6% and 16.8% to 41.2% and 29.4%, respectively.

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  1. AirPlayground: A Benchmark for Aerial Navigation across Diverse Reconstructed Environments

    AirPlayground is a unified benchmark for training and evaluating aerial navigation policies, built on 94 photorealistic 3D Gaussian Splatting (3DGS) environments spanning indoor, urban outdoor, and vegetation settings, with aligned collision geometry.

    arXiv cs.RO ·

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