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The exploration of robotic dexterous hands utilizing tools has recently attracted considerable attention. A significant challenge in this field is the precise awareness of a tool's pose when grasped, as occlusion by the hand often degrades…

机器人学 · 计算机科学 2024-09-13 Yunlong Wang , Lei Zhang , Yuyang Tu , Hui Zhang , Kaixin Bai , Zhaopeng Chen , Jianwei Zhang

This paper proposes a common interface for real-time low-level motion planning of collaborative robotic arms, aimed at enabling broader applicability and improved portability across heterogeneous hardware platforms. In previous work, we…

机器人学 · 计算机科学 2026-04-13 Yue Feng , Weicheng Huang , I-Ming Chen

It is challenging for humans -- particularly those living with physical disabilities -- to control high-dimensional, dexterous robots. Prior work explores learning embedding functions that map a human's low-dimensional inputs (e.g., via a…

机器人学 · 计算机科学 2021-05-04 Siddharth Karamcheti , Albert J. Zhai , Dylan P. Losey , Dorsa Sadigh

Exoskeletons open up a unique interaction space that seamlessly integrates users' body movements with robotic actuation. Despite its potential, human-exoskeleton interaction remains an underexplored area in HCI, largely due to the lack of…

人机交互 · 计算机科学 2025-02-19 Marie Muehlhaus , Alexander Liggesmeyer , Jürgen Steimle

Robotic dexterous grasping is a challenging problem due to the high degree of freedom (DoF) and complex contacts of multi-fingered robotic hands. Existing deep reinforcement learning (DRL) based methods leverage human demonstrations to…

机器人学 · 计算机科学 2023-10-18 Qingtao Liu , Yu Cui , Qi Ye , Zhengnan Sun , Haoming Li , Gaofeng Li , Lin Shao , Jiming Chen

Teleoperation offers a promising solution for enabling hands-on learning in remote education, particularly in environments requiring interaction with real-world equipment. However, such remote experiences can be costly or non-intuitive. To…

机器人学 · 计算机科学 2025-09-09 Ziling Chen , Yeo Jung Yoon , Rolando Bautista-Montesano , Zhen Zhao , Ajay Mandlekar , John Liu

Robotic skill learning has been increasingly studied but the demonstration collections are more challenging compared to collecting images/videos in computer vision and texts in natural language processing. This paper presents a skill…

机器人学 · 计算机科学 2023-11-14 Xiangyu Chu , Yunxi Tang , Lam Him Kwok , Yuanpei Cai , Kwok Wai Samuel Au

We propose a technique for multi-task learning from demonstration that trains the controller of a low-cost robotic arm to accomplish several complex picking and placing tasks, as well as non-prehensile manipulation. The controller is a…

机器学习 · 计算机科学 2018-04-24 Rouhollah Rahmatizadeh , Pooya Abolghasemi , Ladislau Bölöni , Sergey Levine

Reaching-and-grasping is a fundamental skill for robotic manipulation, but existing methods usually train models on a specific gripper and cannot be reused on another gripper. In this paper, we propose a novel method that can learn a…

机器人学 · 计算机科学 2025-02-04 Qijin She , Shishun Zhang , Yunfan Ye , Ruizhen Hu , Kai Xu

Teleoperation is a valuable tool for robotic manipulators in highly unstructured environments. However, finding an intuitive mapping between a human hand and a non-anthropomorphic robot hand can be difficult, due to the hands' dissimilar…

机器人学 · 计算机科学 2020-10-30 Cassie Meeker , Maximilian Haas-Heger , Matei Ciocarlie

We describe a learning-based approach to hand-eye coordination for robotic grasping from monocular images. To learn hand-eye coordination for grasping, we trained a large convolutional neural network to predict the probability that…

机器学习 · 计算机科学 2016-08-30 Sergey Levine , Peter Pastor , Alex Krizhevsky , Deirdre Quillen

Aiming to replicate human-like dexterity, perceptual experiences, and motion patterns, we explore learning from human demonstrations using a bimanual system with multifingered hands and visuotactile data. Two significant challenges exist:…

机器人学 · 计算机科学 2024-05-24 Toru Lin , Yu Zhang , Qiyang Li , Haozhi Qi , Brent Yi , Sergey Levine , Jitendra Malik

Hand-eye calibration is the problem of solving the transformation from the end-effector of a robot to the sensor attached to it. Commonly employed techniques, such as AXXB or AXZB formulations, rely on regression methods that require…

机器人学 · 计算机科学 2024-10-22 Yihao Liu , Jiaming Zhang , Zhangcong She , Amir Kheradmand , Mehran Armand

Generating realistic human grasps is crucial yet challenging for object manipulation in computer graphics and robotics. Current methods often struggle to generate detailed and realistic grasps with full finger-object interaction, as they…

机器人学 · 计算机科学 2025-01-13 Mengshi Qi , Zhe Zhao , Huadong Ma

We introduce a teleoperation system that integrates a 5 DOF actuated neck, designed to replicate natural human head movements and perception. By enabling behaviors like peeking or tilting, the system provides operators with a more intuitive…

机器人学 · 计算机科学 2024-11-04 Bipasha Sen , Michelle Wang , Nandini Thakur , Aditya Agarwal , Pulkit Agrawal

Teleoperation interfaces are essential tools for enabling human control of robotic systems. Although a wide range of interfaces has been developed, a persistent gap remains between the level of performance humans can achieve through these…

机器人学 · 计算机科学 2026-01-21 Aliyah Smith , Monroe Kennedy

Building a low-latency humanoid teleoperation system is essential for collecting diverse reactive and dynamic demonstrations. However, existing approaches rely on heavily pre-processed human-to-humanoid motion retargeting and position-only…

机器人学 · 计算机科学 2026-03-31 Ziyan Xiong , Lixing Fang , Junyun Huang , Kashu Yamazaki , Hao Zhang , Chuang Gan

The teleoperation of robotic hands is limited by the high costs of depth cameras and sensor gloves, commonly used to estimate hand relative joint positions (XYZ). We present a novel, cost-effective approach using three webcams for…

机器人学 · 计算机科学 2026-03-17 Alex Huang , Akshay Karthik

Dexterous manipulation, particularly adept coordinating and grasping, constitutes a fundamental and indispensable capability for robots, facilitating the emulation of human-like behaviors. Integrating this capability into robots empowers…

机器人学 · 计算机科学 2024-04-04 Apan Dastider , Hao Fang , Mingjie Lin

Imitation learning from human hand motion data presents a promising avenue for imbuing robots with human-like dexterity in real-world manipulation tasks. Despite this potential, substantial challenges persist, particularly with the…

机器人学 · 计算机科学 2024-07-08 Chen Wang , Haochen Shi , Weizhuo Wang , Ruohan Zhang , Li Fei-Fei , C. Karen Liu