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相关论文: A Wearable Robotic Hand for Hand-over-Hand Imitati…

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Leveraging human motion data to impart robots with versatile manipulation skills has emerged as a promising paradigm in robotic manipulation. Nevertheless, translating multi-source human hand motions into feasible robot behaviors remains…

机器人学 · 计算机科学 2025-09-03 Zhecheng Yuan , Tianming Wei , Langzhe Gu , Pu Hua , Tianhai Liang , Yuanpei Chen , Huazhe Xu

Data-driven dexterous hand manipulation requires large-scale, physically consistent demonstration data. Simulation and video-based methods suffer from sim-to-real gaps and retargeting problems, while MoCap glove-based teleoperation systems…

机器人学 · 计算机科学 2026-04-17 Joonho Koh , Haechan Jung , Nayoung Kim , Wook Ko , Changjoo Nam

Despite the potential benefits of collaborative robots, effective manipulation tasks with quadruped robots remain difficult to realize. In this paper, we propose a hierarchical control system that can handle real-world collaborative…

机器人学 · 计算机科学 2023-08-01 Mohsen Sombolestan , Quan Nguyen

In-hand pivoting is one of the important manipulation skills that leverage robot grippers' extrinsic dexterity to perform repositioning tasks to compensate for environmental uncertainties and imprecise motion execution. Although many…

机器人学 · 计算机科学 2023-03-07 Yaonan Zhu , Jacinto Colan , Tadayoshi Aoyama , Yasuhisa Hasegawa

Data scarcity remains a fundamental bottleneck for embodied intelligence. Existing approaches use large language models (LLMs) to automate gripper-based simulation generation, but they transfer poorly to dexterous manipulation, which…

机器人学 · 计算机科学 2025-11-04 Feng Chen , Zhuxiu Xu , Tianzhe Chu , Xunzhe Zhou , Li Sun , Zewen Wu , Shenghua Gao , Zhongyu Li , Yanchao Yang , Yi Ma

Tactile and kinesthetic perceptions are crucial for human dexterous manipulation, enabling reliable grasping of objects via proprioceptive sensorimotor integration. For robotic hands, even though acquiring such tactile and kinesthetic…

机器人学 · 计算机科学 2025-09-11 Ce Guo , Xieyuanli Chen , Zhiwen Zeng , Zirui Guo , Yihong Li , Haoran Xiao , Dewen Hu , Huimin Lu

Despite advances in hand-object interaction modeling, generating realistic dexterous manipulation data for robotic hands remains a challenge. Retargeting methods often suffer from low accuracy and fail to account for hand-object…

机器人学 · 计算机科学 2025-05-05 Xiaoyi Lin , Kunpeng Yao , Lixin Xu , Xueqiang Wang , Xuetao Li , Yuchen Wang , Miao Li

Imitation learning requires high-quality demonstrations consisting of sequences of state-action pairs. For contact-rich dexterous manipulation tasks that require dexterity, the actions in these state-action pairs must produce the right…

机器人学 · 计算机科学 2025-03-28 Claire Chen , Zhongchun Yu , Hojung Choi , Mark Cutkosky , Jeannette Bohg

Robotic in-hand manipulation has been a long-standing challenge due to the complexity of modelling hand and object in contact and of coordinating finger motion for complex manipulation sequences. To address these challenges, the majority of…

机器人学 · 计算机科学 2019-10-25 Tingguang Li , Krishnan Srinivasan , Max Qing-Hu Meng , Wenzhen Yuan , Jeannette Bohg

Dexterous in-hand manipulation (IHM) for arbitrary objects is challenging due to the rich and subtle contact process. Variable-friction manipulation is an alternative approach to dexterity, previously demonstrating robust and versatile 2D…

机器人学 · 计算机科学 2025-03-05 Qiyang Yan , Zihan Ding , Xin Zhou , Adam J. Spiers

Real time applications such as robotic require real time actions based on the immediate available data. Machine learning and artificial intelligence rely on high volume of training informative data set to propose a comprehensive and useful…

机器人学 · 计算机科学 2018-08-24 Masoud Baghbahari , Aman Behal

Dexterous manipulation is essential for real-world robot autonomy, mirroring the central role of human hand coordination in daily activity. Humans rely on rich multimodal perception--vision, sound, and language-guided intent--to perform…

In this article, we propose Echo, a novel joint-matching teleoperation system designed to enhance the collection of datasets for manual and bimanual tasks. Our system is specifically tailored for controlling the UR manipulator and features…

机器人学 · 计算机科学 2025-04-11 Artem Bazhenov , Sergei Satsevich , Sergei Egorov , Farit Khabibullin , Dzmitry Tsetserukou

Controlling hands in high-dimensional action space has been a longstanding challenge, yet humans naturally perform dexterous tasks with ease. In this paper, we draw inspiration from the concept of internal model exhibited in human behavior…

机器人学 · 计算机科学 2025-05-13 Tong Wu , Shoujie Li , Chuqiao Lyu , Kit-Wa Sou , Wang-Sing Chan , Wenbo Ding

Robots are required to autonomously respond to changing situations. Imitation learning is a promising candidate for achieving generalization performance, and extensive results have been demonstrated in object manipulation. However,…

机器人学 · 计算机科学 2021-01-21 Ayumu Sasagawa , Kazuki Fujimoto , Sho Sakaino , Toshiaki Tsuji

We present the PLATO Hand, a dexterous robotic hand with a hybrid fingertip that combines a rigid fingernail, embedded distal phalanx, and compliant pulp to shape contact behavior during manipulation. \rrev{By mechanically organizing how…

机器人学 · 计算机科学 2026-05-19 Dong Ho Kang , Aaron Kim , Mingyo Seo , Kazuto Yokoyama , Tetsuya Narita , Luis Sentis

Recent advancements in control of prosthetic hands have focused on increasing autonomy through the use of cameras and other sensory inputs. These systems aim to reduce the cognitive load on the user by automatically controlling certain…

机器人学 · 计算机科学 2025-09-16 Carlo Alessi , Federico Vasile , Federico Ceola , Giulia Pasquale , Nicolò Boccardo , Lorenzo Natale

Universal grasping with multi-fingered dexterous hands is a fundamental challenge in robotic manipulation. While recent approaches successfully learn closed-loop grasping policies using reinforcement learning (RL), the inherent difficulty…

机器人学 · 计算机科学 2025-09-29 Haoqi Yuan , Ziye Huang , Ye Wang , Chuan Mao , Chaoyi Xu , Zongqing Lu

Dexterity is often seen as a cornerstone of complex manipulation. Humans are able to perform a host of skills with their hands, from making food to operating tools. In this paper, we investigate these challenges, especially in the case of…

机器人学 · 计算机科学 2023-12-13 Aditya Kannan , Kenneth Shaw , Shikhar Bahl , Pragna Mannam , Deepak Pathak

Manipulating articulated tools, such as tweezers or scissors, has rarely been explored in previous research. Unlike rigid tools, articulated tools change their shape dynamically, creating unique challenges for dexterous robotic hands. In…

机器人学 · 计算机科学 2025-07-10 Wei Xu , Yanchao Zhao , Weichao Guo , Xinjun Sheng