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Related papers: MOVE: Multi-skill Omnidirectional Legged Locomotio…

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Legged robots are physically capable of navigating a diverse variety of environments and overcoming a wide range of obstructions. For example, in a search and rescue mission, a legged robot could climb over debris, crawl through gaps, and…

Robotics · Computer Science 2024-07-04 Annie S. Chen , Alec M. Lessing , Andy Tang , Govind Chada , Laura Smith , Sergey Levine , Chelsea Finn

Legged robots with egocentric forward-facing depth cameras can couple exteroception and proprioception to achieve robust forward agility on complex terrain. When these robots walk backward, the forward-only field of view provides no…

Robotics · Computer Science 2026-03-04 Shixin Luo , Songbo Li , Yuan Hao , Yaqi Wang , Jun Zheng , Jun Wu , Qiuguo Zhu

Wheeled-legged robots hold promise for traversing complex terrains and offer superior mobility compared to legged robots. However, wheeled-legged robots must effectively balance both wheeled driving and legged control. Furthermore, due to…

Robotics · Computer Science 2026-05-14 Yuqi Li , Peng Zhai , Yueqi Zhang , Xiaoyi Wei , Quancheng Qian , Zhengxu He , Qianxiang Yu , Lihua Zhang

(Simplified Abstract) To accomplish breakthroughs in dynamic whole-body locomotion, legged robots have to be terrain aware. Terrain-Aware Locomotion (TAL) implies that the robot can perceive the terrain with its sensors, and can take…

Robotics · Computer Science 2022-12-02 Shamel Fahmi

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 single forward-facing depth camera. Due to the partial…

Robotics · Computer Science 2023-04-04 Ruihan Yang , Ge Yang , Xiaolong Wang

Salamander-like quadruped robots are designed inspired by the skeletal structure of their biological counterparts. However, existing controllers cannot fully exploit these morphological features and largely rely on predefined gait patterns…

Robotics · Computer Science 2025-11-12 Zhiang Liu , Yang Liu , Yongchun Fang , Xian Guo

Legged robots have significant potential to operate in highly unstructured environments. The design of locomotion control is, however, still challenging. Currently, controllers must be either manually designed for specific robots and tasks,…

Robotics · Computer Science 2021-07-19 Mathias Thor , Poramate Manoonpong

Legged robots are physically capable of traversing a wide range of challenging environments, but designing controllers that are sufficiently robust to handle this diversity has been a long-standing challenge in robotics. Reinforcement…

Robotics · Computer Science 2021-10-12 Laura Smith , J. Chase Kew , Xue Bin Peng , Sehoon Ha , Jie Tan , Sergey Levine

In this paper, we propose a robust controller that achieves natural and stably fast locomotion on a real blind quadruped robot. With only proprioceptive information, the quadruped robot can move at a maximum speed of 10 times its body…

Robotics · Computer Science 2022-07-05 Xu Chang , Zhitong Zhang , Honglei An , Hongxu Ma , Qing Wei

Humanoid robots can, in principle, use their legs to go almost anywhere. Developing controllers capable of traversing diverse terrains, however, remains a considerable challenge. Classical controllers are hard to generalize broadly while…

Robotics · Computer Science 2024-10-07 Ilija Radosavovic , Sarthak Kamat , Trevor Darrell , Jitendra Malik

In this paper, we present a framework rooted in control and planning that enables quadrupedal robots to traverse challenging terrains with discrete footholds using visual feedback. Navigating discrete terrain is challenging for quadrupeds…

Robotics · Computer Science 2022-03-07 Ayush Agrawal , Shuxiao Chen , Akshara Rai , Koushil Sreenath

Parkour presents a highly challenging task for legged robots, requiring them to traverse various terrains with agile and smooth locomotion. This necessitates comprehensive understanding of both the robot's own state and the surrounding…

Robotics · Computer Science 2024-09-04 Shixin Luo , Songbo Li , Ruiqi Yu , Zhicheng Wang , Jun Wu , Qiuguo Zhu

Accurate proprioceptive odometry is fundamental for legged robot navigation in GPS-denied and visually degraded environments where conventional visual odometry systems fail. Current approaches face critical limitations: analytical filtering…

Robotics · Computer Science 2025-11-25 Changsheng Luo , Yushi Wang , Wenhan Cai , Mingguo Zhao

Parkour poses a significant challenge for legged robots, requiring navigation through complex environments with agility and precision based on limited sensory inputs. In this work, we introduce a novel method for training end-to-end visual…

Robotics · Computer Science 2024-09-23 Elliot Chane-Sane , Joseph Amigo , Thomas Flayols , Ludovic Righetti , Nicolas Mansard

Autonomous robots must navigate reliably in unknown environments even under compromised exteroceptive perception, or perception failures. Such failures often occur when harsh environments lead to degraded sensing, or when the perception…

Robotics · Computer Science 2023-10-06 Jin Jin , Chong Zhang , Jonas Frey , Nikita Rudin , Matias Mattamala , Cesar Cadena , Marco Hutter

In this paper we propose a novel bipedal locomotion controller that uses noisy exteroception to traverse a wide variety of terrains. Building on the cutting-edge advancements in attention based belief encoding for quadrupedal locomotion,…

Robotics · Computer Science 2023-04-17 Bart van Marum , Matthia Sabatelli , Hamidreza Kasaei

In this paper, we present an active visual SLAM approach for omnidirectional robots. The goal is to generate control commands that allow such a robot to simultaneously localize itself and map an unknown environment while maximizing the…

Robotics · Computer Science 2022-04-08 Elia Bonetto , Pascal Goldschmid , Michael Pabst , Michael J. Black , Aamir Ahmad

Learning-based methods have achieved strong performance for quadrupedal locomotion. However, several challenges prevent quadrupeds from learning helpful indoor skills that require interaction with environments and humans: lack of…

Robotics · Computer Science 2024-10-02 Qi Wu , Zipeng Fu , Xuxin Cheng , Xiaolong Wang , Chelsea Finn

Legged robots leverage ground contacts and the reaction forces they provide to achieve agile locomotion. However, uncertainty coupled with contact discontinuities can lead to failure, especially in real-world environments with unexpected…

Robotics · Computer Science 2023-09-11 Yanhao Yang , Joseph Norby , Justin K. Yim , Aaron M. Johnson

Quadrupedal robots have emerged as versatile agents capable of locomoting and manipulating in complex environments. Traditional designs typically rely on the robot's inherent body parts or incorporate top-mounted arms for manipulation…

Robotics · Computer Science 2024-10-21 Changyi Lin , Xingyu Liu , Yuxiang Yang , Yaru Niu , Wenhao Yu , Tingnan Zhang , Jie Tan , Byron Boots , Ding Zhao