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Whole-body humanoid motion represents a fundamental challenge in robotics, requiring balance, coordination, and adaptability to enable human-like behaviors. However, existing methods typically require multiple training samples per motion,…

机器人学 · 计算机科学 2026-04-08 Hao Huang , Geeta Chandra Raju Bethala , Shuaihang Yuan , Congcong Wen , Mengyu Wang , Anthony Tzes , Yi Fang

Recently, robotics has advanced significantly through the integration of larger models and large-scale datasets. However, challenges remain in applying these models to 3D spatial interactions and managing data collection costs. To address…

机器人学 · 计算机科学 2025-11-05 Feng Yan , Fanfan Liu , Liming Zheng , Yufeng Zhong , Yiyang Huang , Zechao Guan , Chengjian Feng , Lin Ma

The evolution from motion capture and teleoperation to robot skill learning has emerged as a hotspot and critical pathway for advancing embodied intelligence. However, existing systems still face a persistent gap in simultaneously achieving…

机器人学 · 计算机科学 2025-03-14 Rui Zhong , Chuang Cheng , Junpeng Xu , Yantong Wei , Ce Guo , Daoxun Zhang , Wei Dai , Huimin Lu

Vision-language instruction-tuning models have recently achieved significant performance improvements. In this work, we discover that large-scale 3D parallel training on those models leads to an imbalanced computation load across different…

人工智能 · 计算机科学 2025-10-14 Yongqiang Yao , Jingru Tan , Feizhao Zhang , Jiahao Hu , Yazhe Niu , Xin Jin , Bo Li , Pengfei Liu , Ruihao Gong , Dahua Lin , Ningyi Xu

Magnetic Resonance Imaging (MRI) is indispensable in clinical practice but remains constrained by fragmented, multi-stage workflows encompassing acquisition, reconstruction, segmentation, detection, diagnosis, and reporting. While deep…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Xingxin He , Aurora Rofena , Ruimin Feng , Haozhe Liao , Zhaoye Zhou , Albert Jang , Fang Liu

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…

The increasing demand for healthcare workers, driven by aging populations and labor shortages, presents a significant challenge for hospitals. Humanoid robots have the potential to alleviate these pressures by leveraging their human-like…

Humans possess delicate dynamic balance mechanisms that enable them to maintain stability across diverse terrains and under extreme conditions. However, despite significant advances recently, existing locomotion algorithms for humanoid…

机器人学 · 计算机科学 2025-03-03 Weiji Xie , Chenjia Bai , Jiyuan Shi , Junkai Yang , Yunfei Ge , Weinan Zhang , Xuelong Li

Open-sourced, user-friendly tools form the bedrock of scientific advancement across disciplines. The widespread adoption of data-driven learning has led to remarkable progress in multi-fingered dexterity, bimanual manipulation, and…

机器人学 · 计算机科学 2024-03-13 Aadhithya Iyer , Zhuoran Peng , Yinlong Dai , Irmak Guzey , Siddhant Haldar , Soumith Chintala , Lerrel Pinto

The embodied learning of human motor control requires whole-body neuro-actuated musculoskeletal dynamics, while the internal muscle-driven processes underlying movement remain inaccessible to direct measurement. Computational modeling…

机器人学 · 计算机科学 2026-04-01 Yunyue Wei , Chenhui Zuo , Shanning Zhuang , Haixin Gong , Yaming Liu , Yanan Sui

We present a feasibility-driven teleoperation framework designed to generate humanoid multi-contact maneuvers for use in unstructured environments. Our framework is designed for motions with arbitrary contact modes and postures. The…

机器人学 · 计算机科学 2023-11-14 Stephen McCrory , Sylvain Bertrand , Achintya Mohan , Duncan Calvert , Jerry Pratt , Robert Griffin

Humanoid robots are promising to acquire various skills by imitating human behaviors. However, existing algorithms are only capable of tracking smooth, low-speed human motions, even with delicate reward and curriculum design. This paper…

机器人学 · 计算机科学 2025-10-28 Weiji Xie , Jinrui Han , Jiakun Zheng , Huanyu Li , Xinzhe Liu , Jiyuan Shi , Weinan Zhang , Chenjia Bai , Xuelong Li

Teleoperating humanoid robots in a whole-body manner marks a fundamental step toward developing general-purpose robotic intelligence, with human motion providing an ideal interface for controlling all degrees of freedom. Yet, most current…

机器人学 · 计算机科学 2025-05-06 Yanjie Ze , Zixuan Chen , João Pedro Araújo , Zi-ang Cao , Xue Bin Peng , Jiajun Wu , C. Karen Liu

We propose OmniPose, a single-pass, end-to-end trainable framework, that achieves state-of-the-art results for multi-person pose estimation. Using a novel waterfall module, the OmniPose architecture leverages multi-scale feature…

计算机视觉与模式识别 · 计算机科学 2021-03-19 Bruno Artacho , Andreas Savakis

Teleoperation of humanoid robots has long been a challenging domain, necessitating advances in both hardware and software to achieve seamless and intuitive control. This paper presents an integrated solution based on several elements:…

Despite the rise of billion-parameter foundation models trained across thousands of GPUs, similar scaling gains have not been shown for humanoid control. Current neural controllers for humanoids remain modest in size, target a limited set…

Can we enable humanoid robots to generate rich, diverse, and expressive motions in the real world? We propose to learn a whole-body control policy on a human-sized robot to mimic human motions as realistic as possible. To train such a…

机器人学 · 计算机科学 2024-03-07 Xuxin Cheng , Yandong Ji , Junming Chen , Ruihan Yang , Ge Yang , Xiaolong Wang

Wheel-legged robots with integrated manipulators hold great promise for mobile manipulation in logistics, industrial automation, and human-robot collaboration. However, unified control of such systems remains challenging due to the…

机器人学 · 计算机科学 2025-09-18 Zong Chen , Shaoyang Li , Ben Liu , Min Li , Zhouping Yin , Yiqun Li

Laparoscope-holding robots can provide surgeons with a stable laparoscopic field of view (FOV) and reduce the burden on human assistants. To maintain an ideal intraoperative FOV, the robot must continuously adjust the laparoscope pose…

机器人学 · 计算机科学 2026-05-07 Xiaojian Li , Jin Fang , Yudong Shi , Xilin Xiao , Kai Yan , Kang Min , Ling Li , Hua Tang , Hangjie Mo

Ensuring safe and effective collaboration between humans and autonomous legged robots is a fundamental challenge in shared autonomy, particularly for teleoperated systems navigating cluttered environments. Conventional shared-control…