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Resilient Legged Local Navigation: Learning to Traverse with Compromised Perception End-to-End

  Рет қаралды 4,129

Robotic Systems Lab: Legged Robotics at ETH Zürich

Robotic Systems Lab: Legged Robotics at ETH Zürich

Күн бұрын

Under review for: ICRA2024
Paper: arxiv.org/pdf/...
WebPage: bit.ly/45NBTuh
Jin Jin* and Chong Zhang*, Jonas Frey, Nikita Rudin, Matías Mattamala, Cesar Cadena, Marco Hutter
(*EQUAL contribution, contact: jinjin@ethz.ch, chozhang@ethz.ch)

Пікірлер: 6
@user-ti2ni8dg7t
@user-ti2ni8dg7t 9 ай бұрын
so amazing!!For me, who is being reconstructed by a three-dimensional quadruped robot to navigate the terrain, this work provides me with new enlightening ideas.
@user-wi5go1op6g
@user-wi5go1op6g 8 ай бұрын
we can discuss privately and see whether we can get more insights
@TikiShootah
@TikiShootah 9 ай бұрын
Would be kind of funny if the solution to corrupted perception, is add feeler antene to the robot. Come full circle to *bug*
@MichaelMaravgakis
@MichaelMaravgakis 9 ай бұрын
Great work and excellent video! I am wondering how the trained policy would react to a sudden change in the slope of the terrain (before the projected gravity changes). For example walking on flat surface and then encountering a slope of 20 degrees (or stairs). Would this be treated as an obstacle if the exteroceptive information is excluded?
@user-es2zs4br2k
@user-es2zs4br2k 9 ай бұрын
depends on the locomotion policy and what you simulated. ofc there exists a certain threshold as you can imagine to trigger the "obstacle mode" :P
@user-wi5go1op6g
@user-wi5go1op6g 9 ай бұрын
depends on your simulated training environment. The policy actually learning the proprioceptive patterns.
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