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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

A major challenge in humanoid robotics is designing a unified interface for commanding diverse whole-body behaviors, from precise footstep sequences to partial-body mimicry and joystick teleoperation. We introduce the Masked Humanoid…

机器人学 · 计算机科学 2026-04-23 Pranay Dugar , Aayam Shrestha , Fangzhou Yu , Bart van Marum , Alan Fern

Humanoid robots hold significant potential in accomplishing daily tasks across diverse environments thanks to their flexibility and human-like morphology. Recent works have made significant progress in humanoid whole-body control and…

机器人学 · 计算机科学 2025-06-12 Yuxuan Kuang , Haoran Geng , Amine Elhafsi , Tan-Dzung Do , Pieter Abbeel , Jitendra Malik , Marco Pavone , Yue Wang

Teleoperation provides an effective way to collect robot data, which is crucial for learning from demonstrations. In this field, teleoperation faces several key challenges: user-friendliness for new users, safety assurance, and…

机器人学 · 计算机科学 2025-04-22 Jingxiang Guo , Jiayu Luo , Zhenyu Wei , Yiwen Hou , Zhixuan Xu , Xiaoyi Lin , Chongkai Gao , Lin Shao

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…

This paper presents the OmniRace approach to controlling a racing drone with 6-degree of freedom (DoF) hand pose estimation and gesture recognition. To our knowledge, it is the first-ever technology that allows for low-level control of…

机器人学 · 计算机科学 2024-10-22 Valerii Serpiva , Aleksey Fedoseev , Sausar Karaf , Ali Alridha Abdulkarim , Dzmitry Tsetserukou

We present a novel approach named OmniControl for incorporating flexible spatial control signals into a text-conditioned human motion generation model based on the diffusion process. Unlike previous methods that can only control the pelvis…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Yiming Xie , Varun Jampani , Lei Zhong , Deqing Sun , Huaizu Jiang

Recent advances in teleoperation have demonstrated robots performing complex manipulation tasks. However, existing works rarely support whole-body joint-level teleoperation for humanoid robots, limiting the diversity of tasks that can be…

机器人学 · 计算机科学 2025-09-25 Noboru Myers , Obin Kwon , Sankalp Yamsani , Joohyung Kim

Generalizable humanoid loco-manipulation poses significant challenges, requiring coordinated whole-body control and precise, contact-rich object manipulation. To address this, this paper introduces HOMIE, a semi-autonomous teleoperation…

机器人学 · 计算机科学 2025-04-29 Qingwei Ben , Feiyu Jia , Jia Zeng , Junting Dong , Dahua Lin , Jiangmiao Pang

Teleoperation is a cornerstone of embodied-robot learning, and bimanual dexterous teleoperation in particular provides rich demonstrations that are difficult to obtain with fully autonomous systems. While recent studies have proposed…

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

Large language models (LLMs) have unified diverse linguistic tasks within a single framework, yet such unification remains unexplored in human motion generation. Existing methods are confined to isolated tasks, limiting flexibility for…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Wendong Bu , Kaihang Pan , Yuze Lin , Jiacheng Li , Kai Shen , Wenqiao Zhang , Juncheng Li , Jun Xiao , Siliang Tang

The Omnid human-collaborative mobile manipulators are an experimental platform for testing control architectures for autonomous and human-collaborative multirobot mobile manipulation. An Omnid consists of a mecanum-wheel omnidirectional…

机器人学 · 计算机科学 2022-12-13 Matthew L. Elwin , Billie Strong , Randy A. Freeman , Kevin M. Lynch

We present Human to Humanoid (H2O), a reinforcement learning (RL) based framework that enables real-time whole-body teleoperation of a full-sized humanoid robot with only an RGB camera. To create a large-scale retargeted motion dataset of…

机器人学 · 计算机科学 2024-03-08 Tairan He , Zhengyi Luo , Wenli Xiao , Chong Zhang , Kris Kitani , Changliu Liu , Guanya Shi

Locomotion is a fundamental skill for humanoid robots. However, most existing works make locomotion a single, tedious, unextendable, and unconstrained movement. This limits the kinematic capabilities of humanoid robots. In contrast, humans…

机器人学 · 计算机科学 2025-04-15 Yufei Xue , Wentao Dong , Minghuan Liu , Weinan Zhang , Jiangmiao Pang

Humanoid robots capable of autonomous operation in diverse environments have long been a goal for roboticists. However, autonomous manipulation by humanoid robots has largely been restricted to one specific scene, primarily due to the…

机器人学 · 计算机科学 2025-09-10 Yanjie Ze , Zixuan Chen , Wenhao Wang , Tianyi Chen , Xialin He , Ying Yuan , Xue Bin Peng , Jiajun Wu

Teleoperation serves as a powerful method for collecting on-robot data essential for robot learning from demonstrations. The intuitiveness and ease of use of the teleoperation system are crucial for ensuring high-quality, diverse, and…

机器人学 · 计算机科学 2024-07-09 Xuxin Cheng , Jialong Li , Shiqi Yang , Ge Yang , Xiaolong Wang

Automated machine learning (AutoML) seeks to build ML models with minimal human effort. While considerable research has been conducted in the area of AutoML in general, aiming to take humans out of the loop when building artificial…

This paper introduces OmniMotion-X, a versatile multimodal framework for whole-body human motion generation, leveraging an autoregressive diffusion transformer in a unified sequence-to-sequence manner. OmniMotion-X efficiently supports…

计算机视觉与模式识别 · 计算机科学 2025-10-23 Guowei Xu , Yuxuan Bian , Ailing Zeng , Mingyi Shi , Shaoli Huang , Wen Li , Lixin Duan , Qiang Xu

Embodied navigation presents a core challenge for intelligent robots, requiring the comprehension of visual environments, natural language instructions, and autonomous exploration. Existing models often fall short in offering a unified…

机器人学 · 计算机科学 2026-01-08 Xinda Xue , Junjun Hu , Minghua Luo , Shichao Xie , Jintao Chen , Zixun Xie , Kuichen Quan , Wei Guo , Mu Xu , Zedong Chu