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相关论文: SONIC: Supersizing Motion Tracking for Natural Hum…

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Existing visual trackers mainly operate in a non-interactive, fire-and-forget manner, making them impractical for real-world scenarios that require human-in-the-loop adaptation. To overcome this limitation, we introduce Interactive…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Yuqing Huang , Guotian Zeng , Zhenqiao Yuan , Zhenyu He , Xin Li , Yaowei Wang , Ming-Hsuan Yang

This article explores human-like movement from a fresh perspective on motion planning. We analyze the coordinated and compliant movement mechanisms of the human body from the perspective of biomechanics. Based on these mechanisms, we…

机器人学 · 计算机科学 2024-10-22 Lei Shi , Qichao Liu , Cheng Zhou , Wentao Gao , Haotian Wu , Yu Zheng , Xiong Li

We present a new online approach to track human whole-body motion from motion capture data, i.e., positions of labeled markers attached to the human body. Tracking in noisy data can be effectively performed with the aid of well-established…

系统与控制 · 计算机科学 2015-11-16 Jannik Steinbring , Christian Mandery , Nikolaus Vahrenkamp , Tamim Asfour , Uwe D. Hanebeck

Recent advances in data-driven reinforcement learning and motion tracking have substantially improved humanoid locomotion, yet critical practical challenges remain. In particular, while low-level motion tracking and trajectory-following…

机器人学 · 计算机科学 2026-02-25 Chenxi Han , Yuheng Min , Zihao Huang , Ao Hong , Hang Liu , Yi Cheng , Houde Liu

As the embodiment gap between a robot and a human narrows, new opportunities arise to leverage datasets of humans interacting with their surroundings for robot learning. We propose a novel technique for training sensorimotor policies with…

机器人学 · 计算机科学 2025-08-27 Himanshu Gaurav Singh , Pieter Abbeel , Jitendra Malik , Antonio Loquercio

This article takes a step to provide humanoid robots with adaptive morphology abilities. We present a systematic approach for enabling robotic covers to morph their shape, with an overall size fitting the anthropometric dimensions of a…

机器人学 · 计算机科学 2022-07-06 Fabio Bergonti , Gabriele Nava , Luca Fiorio , Giuseppe L'Erario , Daniele Pucci

This paper presents an integrated model-based framework for generating and executing dynamic whole-body dance motions on humanoid robots. The framework operates in two stages: offline motion generation and online motion execution, both…

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…

Humanoid robots deployed in industrial environments are required to perform load-carrying transportation tasks that tightly couple locomotion and manipulation. However, achieving stable and robust locomotion under varying payloads and…

机器人学 · 计算机科学 2026-03-17 Lequn Fu , Yijun Zhong , Xiao Li , Yibin Liu , Zhiyuan Xu , Jian Tang , Shiqi Li

We introduce LHM-Humanoid, a benchmark and learning framework for long-horizon whole-body humanoid loco-manipulation in diverse, cluttered scenes. In our setting, multiple objects are displaced from their intended locations and may obstruct…

机器人学 · 计算机科学 2026-03-06 Haozhuo Zhang , Jingkai Sun , Michele Caprio , Jian Tang , Shanghang Zhang , Qiang Zhang , Wei Pan

We present a new trainable system for physically plausible markerless 3D human motion capture, which achieves state-of-the-art results in a broad range of challenging scenarios. Unlike most neural methods for human motion capture, our…

计算机视觉与模式识别 · 计算机科学 2021-05-04 Soshi Shimada , Vladislav Golyanik , Weipeng Xu , Patrick Pérez , Christian Theobalt

Reinforcement learning has shown great promise for synthesizing realistic human behaviors by learning humanoid control policies from motion capture data. However, it is still very challenging to reproduce sophisticated human skills like…

机器人学 · 计算机科学 2020-10-23 Ye Yuan , Kris Kitani

The recent surge of interest in agile humanoid robots achieving dynamic tasks like jumping and flipping necessitates the concurrent design of a robot platform that combines exceptional hardware performance with effective control algorithms.…

机器人学 · 计算机科学 2024-08-05 Yan Ning , Song Liu , Taiwen Yang , Liang Zheng , Ling Shi

Human motion generation has emerged as a critical technology with transformative potential for real-world applications. However, existing vision-language-motion models (VLMMs) face significant limitations that hinder their practical…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Bin Cao , Sipeng Zheng , Ye Wang , Lujie Xia , Qianshan Wei , Qin Jin , Jing Liu , Zongqing Lu

Humanoid robots hold great promise in assisting humans in diverse environments and tasks, due to their flexibility and adaptability leveraging human-like morphology. However, research in humanoid robots is often bottlenecked by the costly…

机器人学 · 计算机科学 2024-06-21 Carmelo Sferrazza , Dun-Ming Huang , Xingyu Lin , Youngwoon Lee , Pieter Abbeel

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

We tackle the problem of developing humanoid loco-manipulation skills with deep imitation learning. The difficulty of collecting task demonstrations and training policies for humanoids with a high degree of freedom presents substantial…

机器人学 · 计算机科学 2023-11-21 Mingyo Seo , Steve Han , Kyutae Sim , Seung Hyeon Bang , Carlos Gonzalez , Luis Sentis , Yuke Zhu

Point tracking models often struggle to generalize to real-world videos because large-scale training data is predominantly synthetic$\unicode{x2014}$the only source currently feasible to produce at scale. Collecting real-world annotations,…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Inès Hyeonsu Kim , Seokju Cho , Jahyeok Koo , Junghyun Park , Jiahui Huang , Honglak Lee , Joon-Young Lee , Seungryong Kim

Stylized models of the neurodynamics that underpin sensory motor control in animals are proposed and studied. The voluntary motions of animals are typically initiated by high level intentions created in the primary cortex through a…

系统与控制 · 电气工程与系统科学 2021-10-12 John Baillieul , Zexin Sun

Physical interactive robotics, ranging from wearable devices to collaborative humanoid robots, require close coordination between mechanical design and control. However, evaluating interactive dynamics is challenging due to complex human…

机器人学 · 计算机科学 2026-03-11 Chenhui Zuo , Jinhao Xu , Michael Qian Vergnolle , Yanan Sui