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Dynamic balancing under uncertain disturbances is important for a humanoid robot, which requires a good capability of coordinating the entire body redundancy to execute multi tasks. Whole-body control (WBC) based on hierarchical…

机器人学 · 计算机科学 2021-08-10 Yan Xie , Jiajun Wang , Hao Dong , Xiaoyu Ren , Liqun Huang , Mingguo Zhao

In this report, we present HoloMotion-1, a humanoid motion foundation model for zero-shot whole-body motion tracking. A key innovation of HoloMotion-1 is to scale control-policy training with a large-scale hybrid motion corpus, where…

机器人学 · 计算机科学 2026-05-20 Maiyue Chen , Kaihui Wang , Bo Zhang , Xihan Ma , Zhiyuan Yang , Yi Ren , Qijun Huang , Zihao Zhu , Yucheng Wang , Zhizhong Su

Large-scale data has driven breakthroughs in robotics, from language models to vision-language-action models in bimanual manipulation. However, humanoid robotics lacks equally effective data collection frameworks. Existing humanoid…

机器人学 · 计算机科学 2025-11-05 Yanjie Ze , Siheng Zhao , Weizhuo Wang , Angjoo Kanazawa , Rocky Duan , Pieter Abbeel , Guanya Shi , Jiajun Wu , C. Karen Liu

The integration of imitation and reinforcement learning has enabled remarkable advances in humanoid whole-body control, facilitating diverse human-like behaviors. However, research on environment-dependent motions remains limited. Existing…

机器人学 · 计算机科学 2026-04-24 Yucheng Xin , Jiacheng Bao , Haoran Yang , Wenqiang Que , Dong Wang , Junbo Tan , Xueqian Wang , Bin Zhao , Xuelong Li

How can we teach humanoids to climb staircases and sit on chairs using the surrounding environment context? Arguably, the simplest way is to just show them-casually capture a human motion video and feed it to humanoids. We introduce…

Virtual reality (VR) teleoperation has emerged as a promising approach for controlling humanoid robots in complex manipulation tasks. However, traditional teleoperation systems rely on inverse kinematics (IK) solvers and hand-tuned PD…

机器人学 · 计算机科学 2025-11-18 Sanjar Atamuradov

A significant bottleneck in humanoid policy learning is the acquisition of large-scale, diverse datasets, as collecting reliable real-world data remains both difficult and cost-prohibitive. To address this limitation, we introduce…

机器人学 · 计算机科学 2025-10-06 Rui Zhong , Yizhe Sun , Junjie Wen , Jinming Li , Chuang Cheng , Wei Dai , Zhiwen Zeng , Huimin Lu , Yichen Zhu , Yi Xu

Achieving autonomous and versatile whole-body loco-manipulation remains a central barrier to making humanoids practically useful. Yet existing approaches are fundamentally constrained: retargeted data are often scarce or low-quality;…

机器人学 · 计算机科学 2026-03-04 Xialin He , Sirui Xu , Xinyao Li , Runpei Dong , Liuyu Bian , Yu-Xiong Wang , Liang-Yan Gui

Real robot data collection for imitation learning has led to significant advancements in robotic manipulation. However, the requirement for robot hardware in the process fundamentally constrains the scale of the data. In this paper, we…

This article propose a whole-body impedance coordinative control framework for a wheel-legged humanoid robot to achieve adaptability on complex terrains while maintaining robot upper body stability. The framework contains a bi-level control…

机器人学 · 计算机科学 2024-11-18 Lei Shi , Xinghua Yu , Cheng Zhou , Wanxin Jin , Wanchao Chi , Shenghao Zhang , Dongsheng Zhang , Xiong Li , Zhengyou Zhang

Humans learn locomotion through visual observation, interpreting visual content first before imitating actions. However, state-of-the-art humanoid locomotion systems rely on either curated motion capture trajectories or sparse text…

Safe and trustworthy Human Robot Interaction (HRI) requires robots not only to complete tasks but also to regulate impedance and speed according to scene context and human proximity. We present SafeHumanoid, an egocentric vision pipeline…

Achieving expressive and generalizable whole-body motion control is essential for deploying humanoid robots in real-world environments. In this work, we propose UniTracker, a three-stage training framework that enables robust and scalable…

Current approaches to humanoid control generally fall into two paradigms: perceptive locomotion, which handles terrain well but is limited to pedal gaits, and general motion tracking, which reproduces complex skills but ignores…

机器人学 · 计算机科学 2026-01-13 Ziwen Zhuang , Shaoting Zhu , Mengjie Zhao , Hang Zhao

This paper tackles the challenge of enabling real-world humanoid robots to perform expressive and dynamic whole-body motions while maintaining overall stability and robustness. We propose Advanced Expressive Whole-Body Control (Exbody2), a…

机器人学 · 计算机科学 2025-03-13 Mazeyu Ji , Xuanbin Peng , Fangchen Liu , Jialong Li , Ge Yang , Xuxin Cheng , Xiaolong Wang

From loco-motion to dextrous manipulation, humanoid robots have made remarkable strides in demonstrating complex full-body capabilities. However, the majority of current robot learning datasets and benchmarks mainly focus on stationary…

机器人学 · 计算机科学 2025-10-13 Zhenyu Zhao , Hongyi Jing , Xiawei Liu , Jiageng Mao , Abha Jha , Hanwen Yang , Rong Xue , Sergey Zakharor , Vitor Guizilini , Yue Wang

The deployment of humanoid robots in unstructured, human-centric environments requires navigation capabilities that extend beyond simple locomotion to include robust perception, provable safety, and socially aware behavior. Current…

机器人学 · 计算机科学 2025-08-12 Zifan Wang , Xun Yang , Jianzhuang Zhao , Jiaming Zhou , Teli Ma , Ziyao Gao , Arash Ajoudani , Junwei Liang

Imitation learning from human demonstrations offers a promising approach for robot skill acquisition, but egocentric human data introduces fundamental challenges due to the embodiment gap. During manipulation, humans actively coordinate…

机器人学 · 计算机科学 2026-03-11 Justin Yu , Yide Shentu , Di Wu , Pieter Abbeel , Ken Goldberg , Philipp Wu

We present OmniH2O (Omni Human-to-Humanoid), a learning-based system for whole-body humanoid teleoperation and autonomy. Using kinematic pose as a universal control interface, OmniH2O enables various ways for a human to control a full-sized…

机器人学 · 计算机科学 2024-06-14 Tairan He , Zhengyi Luo , Xialin He , Wenli Xiao , Chong Zhang , Weinan Zhang , Kris Kitani , Changliu Liu , Guanya Shi

Whole-body humanoid teleoperation enables humans to remotely control humanoid robots, serving as both a real-time operational tool and a scalable engine for collecting demonstrations for autonomous learning. Despite recent advances,…

机器人学 · 计算机科学 2026-03-17 Yixuan Li , Le Ma , Yutang Lin , Yushi Du , Mengya Liu , Kaizhe Hu , Jieming Cui , Yixin Zhu , Wei Liang , Baoxiong Jia , Siyuan Huang