this post was submitted on 27 Sep 2023
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robotics and AI

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Extreme Parkour with Legged Robots (extreme-parkour.github.io)
submitted 1 year ago* (last edited 1 year ago) by asuagar@lemmy.world to c/robotics_and_ai@mander.xyz
 

... In this paper, we take a similar approach to developing robot parkour on a small low-cost robot with imprecise actuation and a single front-facing depth camera for perception which is low-frequency, jittery, and prone to artifacts. We show how a single neural net policy operating directly from a camera image, trained in simulation with largescale RL, can overcome imprecise sensing and actuation to output highly precise control behavior end-to-end. We show our robot can perform a high jump on obstacles 2x its height, long jump across gaps 2x its length, do a handstand and run across tilted ramps, and generalize to novel obstacle courses with different physical properties.

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