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Humans possess a large reachable space in the 3D world, enabling interaction with objects at varying heights and distances. However, realizing such large-space reaching on humanoids is a complex whole-body control problem and requires the…

Robotics · Computer Science 2025-12-19 Zhikai Zhang , Chao Chen , Han Xue , Jilong Wang , Sikai Liang , Yun Liu , Zongzhang Zhang , He Wang , Li Yi

Handing objects to humans is an essential capability for collaborative robots. Previous research works on human-robot handovers focus on facilitating the performance of the human partner and possibly minimising the physical effort needed to…

In the robot follow-ahead task, a mobile robot is tasked to maintain its relative position in front of a moving human actor while keeping the actor in sight. To accomplish this task, it is important that the robot understand the full 3D…

Robotics · Computer Science 2024-03-21 Qingyuan Jiang , Burak Susam , Jun-Jee Chao , Volkan Isler

Balancing and push-recovery are essential capabilities enabling humanoid robots to solve complex locomotion tasks. In this context, classical control systems tend to be based on simplified physical models and hard-coded strategies. Although…

Endowing humanoid robots with the ability to perform highly dynamic motions akin to human-level acrobatics has been a long-standing challenge. Successfully performing these maneuvers requires close consideration of the underlying physics in…

Robotics · Computer Science 2025-08-13 Gerald Brantner

Existing human Motion Capture (MoCap) methods mostly focus on the visual similarity while neglecting the physical plausibility. As a result, downstream tasks such as driving virtual human in 3D scene or humanoid robots in real world suffer…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Shenghao Ren , Yi Lu , Jiayi Huang , Jiayi Zhao , He Zhang , Tao Yu , Qiu Shen , Xun Cao

This paper presents a solution to controlling humanoid robotic systems. The robot can be programmed to execute certain complex actions based on basic motion primitives. The humanoid robot is programmed using a PC. The software running on…

Robotics · Computer Science 2014-01-20 Cosmin Basca , Mihai Talos , Remus Brad

Humanoid robots have received significant research interests and advancements in recent years. Despite many successes, due to their morphology, dynamics and limitation of control policy, humanoid robots are prone to fall as compared to…

Robotics · Computer Science 2025-12-02 Diyuan Shi , Shangke Lyu , Donglin Wang

Can we learn robot manipulation for everyday tasks, only by watching videos of humans doing arbitrary tasks in different unstructured settings? Unlike widely adopted strategies of learning task-specific behaviors or direct imitation of a…

Robotics · Computer Science 2023-02-07 Homanga Bharadhwaj , Abhinav Gupta , Shubham Tulsiani , Vikash Kumar

Visual imitation learning provides a framework for learning complex manipulation behaviors by leveraging human demonstrations. However, current interfaces for imitation such as kinesthetic teaching or teleoperation prohibitively restrict…

Robotics · Computer Science 2020-08-12 Sarah Young , Dhiraj Gandhi , Shubham Tulsiani , Abhinav Gupta , Pieter Abbeel , Lerrel Pinto

Social navigation is the capability of an autonomous agent, such as a robot, to navigate in a 'socially compliant' manner in the presence of other intelligent agents such as humans. With the emergence of autonomously navigating mobile…

Humanoid robots are well suited for human habitats due to their morphological similarity, but developing controllers for them is a challenging task that involves multiple sub-problems, such as control, planning and perception. In this…

Robotics · Computer Science 2023-10-11 K. Niranjan Kumar , Irfan Essa , Sehoon Ha

Motion mimicking, i.e., encouraging the control policy to mimic human motion, facilitates the learning of complex tasks via reinforcement learning (RL) for humanoid robots. Although standard RL frameworks demonstrate impressive locomotion…

Robotics · Computer Science 2026-03-10 Ludwig Chee-Ying Tay , I-Chia Chang , Yan Gu

In this paper, we consider the problem of learning object manipulation tasks from human demonstration using RGB or RGB-D cameras. We highlight the key challenges in capturing sufficiently good data with no tracking devices - starting from…

Human-Computer Interaction · Computer Science 2019-01-25 Radoslav Skoviera , Karla Stepanova , Michael Tesar , Gabriela Sejnova , Jiri Sedlar , Michal Vavrecka , Robert Babuska , Josef Sivic

Learning a locomotion controller for a musculoskeletal system is challenging due to over-actuation and high-dimensional action space. While many reinforcement learning methods attempt to address this issue, they often struggle to learn…

Robotics · Computer Science 2024-07-17 Henri-Jacques Geiß , Firas Al-Hafez , Andre Seyfarth , Jan Peters , Davide Tateo

Moving large objects, such as furniture or appliances, is a critical capability for robots operating in human environments. This task presents unique challenges, including whole-body coordination to avoid collisions and managing the…

Robotics · Computer Science 2025-05-15 Tianyu Li , Joanne Truong , Jimmy Yang , Alexander Clegg , Akshara Rai , Sehoon Ha , Xavier Puig

Humanoids have the potential to be the ideal embodiment in environments designed for humans. Thanks to the structural similarity to the human body, they benefit from rich sources of demonstration data, e.g., collected via teleoperation,…

Robotics · Computer Science 2024-11-05 Oleg Kaidanov , Firas Al-Hafez , Yusuf Suvari , Boris Belousov , Jan Peters

We investigate the use of prior knowledge of human and animal movement to learn reusable locomotion skills for real legged robots. Our approach builds upon previous work on imitating human or dog Motion Capture (MoCap) data to learn a…

Generating sequences of human-like motions for humanoid robots presents challenges in collecting and analyzing reference human motions, synthesizing new motions based on these reference motions, and mapping the generated motion onto…

Robotics · Computer Science 2025-08-19 Rhea Malhotra , William Chong , Catie Cuan , Oussama Khatib

The rapid advancement of humanoid robotics has intensified the need for robust and adaptable controllers to enable stable and efficient locomotion across diverse platforms. However, developing such controllers remains a significant…

Robotics · Computer Science 2025-12-02 Yunfeng Lin , Minghuan Liu , Yufei Xue , Ming Zhou , Yong Yu , Jiangmiao Pang , Weinan Zhang
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