Extreme parkour with legged robots

X Cheng, K Shi, A Agarwal… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Humans can perform parkour by traversing obstacles in a highly dynamic fashion requiring
precise eye-muscle coordination and movement. Getting robots to do the same task requires …

Legged locomotion in challenging terrains using egocentric vision

A Agarwal, A Kumar, J Malik… - Conference on robot …, 2023 - proceedings.mlr.press
Animals are capable of precise and agile locomotion using vision. Replicating this ability
has been a long-standing goal in robotics. The traditional approach has been to decompose …

Deep whole-body control: learning a unified policy for manipulation and locomotion

Z Fu, X Cheng, D Pathak - Conference on Robot Learning, 2023 - proceedings.mlr.press
An attached arm can significantly increase the applicability of legged robots to several
mobile manipulation tasks that are not possible for the wheeled or tracked counterparts. The …

Neural volumetric memory for visual locomotion control

R Yang, G Yang, X Wang - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Legged robots have the potential to expand the reach of autonomy beyond paved roads. In
this work, we consider the difficult problem of locomotion on challenging terrains using a …

Coupling vision and proprioception for navigation of legged robots

Z Fu, A Kumar, A Agarwal, H Qi… - Proceedings of the …, 2022 - openaccess.thecvf.com
We exploit the complementary strengths of vision and proprioception to develop a point-goal
navigation system for legged robots, called VP-Nav. Legged systems are capable of …

Advanced skills by learning locomotion and local navigation end-to-end

N Rudin, D Hoeller, M Bjelonic… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
The common approach for local navigation on challenging environments with legged robots
requires path planning, path following and locomotion, which usually requires a locomotion …

Next generation legged robot locomotion: A review on control techniques

SS Kotha, N Akter, SH Abhi, SK Das, MR Islam, MF Ali… - Heliyon, 2024 - cell.com
The next generation of autonomous-legged robots will herald a new era in the fields of
manufacturing, healthcare, terrain exploration, and surveillance. We can expect significant …

Visual cpg-rl: Learning central pattern generators for visually-guided quadruped locomotion

G Bellegarda, M Shafiee… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
We present a framework for learning visually-guided quadruped locomotion by integrating
exteroceptive sensing and central pattern generators (CPGs), ie systems of coupled …

Learning torque control for quadrupedal locomotion

S Chen, B Zhang, MW Mueller, A Rai… - 2023 IEEE-RAS 22nd …, 2023 - ieeexplore.ieee.org
Reinforcement learning (RL) has become a promising approach to developing controllers
for quadrupedal robots. Conventionally, an RL design for locomotion follows a position …

Hybrid internal model: Learning agile legged locomotion with simulated robot response

J Long, Z Wang, Q Li, L Cao, J Gao… - The Twelfth International …, 2024 - openreview.net
Robust locomotion control depends on accurate state estimations. However, the sensors of
most legged robots can only provide partial and noisy observations, making the estimation …