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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

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

Teleoperation is a key approach for collecting high-quality, physically consistent demonstrations for robotic manipulation. However, teleoperation for dexterous manipulation remains constrained by: (i) inaccurate hand-robot motion mapping,…

机器人学 · 计算机科学 2026-03-31 Feiyu Jia , Xiaojie Niu , Sizhe Yang , Qingwei Ben , Tao Huang , Feng zhao , Jingbo Wang , Jiangmiao Pang

Intuitive Teleoperation interfaces are essential for mobile manipulation robots to ensure high quality data collection while reducing operator workload. A strong sense of embodiment combined with minimal physical and cognitive demands not…

In hazardous and remote environments, robotic systems perform critical tasks demanding improved safety and efficiency. Among these, quadruped robots with manipulator arms offer mobility and versatility for complex operations. However,…

Warehouse robotic systems equipped with vacuum grippers must reliably grasp a diverse range of objects from densely packed shelves. However, these environments present significant challenges, including occlusions, diverse object…

机器人学 · 计算机科学 2025-03-13 Paolo Torrado , Joshua Levin , Markus Grotz , Joshua Smith

Tool use is essential for enabling robots to perform complex real-world tasks, but learning such skills requires extensive datasets. While teleoperation is widely used, it is slow, delay-sensitive, and poorly suited for dynamic tasks. In…

机器人学 · 计算机科学 2025-09-16 Haonan Chen , Cheng Zhu , Shuijing Liu , Yunzhu Li , Katherine Driggs-Campbell

Many order fulfillment applications in logistics, such as packing, involve picking objects from unstructured piles before tightly arranging them in bins or shipping containers. Desirable robotic solutions in this space need to be low-cost,…

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

Handheld paradigms offer an efficient and intuitive way for collecting large-scale demonstration of robot manipulation. However, achieving contact-rich bimanual manipulation through these methods remains a pivotal challenge, which is…

机器人学 · 计算机科学 2026-04-09 Longyan Wu , Jieji Ren , Chenghang Jiang , Junxi Zhou , Shijia Peng , Ran Huang , Guoying Gu , Li Chen , Hongyang Li

Haptic feedback is essential for humans to successfully perform complex and delicate manipulation tasks. A recent rise in tactile sensors has enabled robots to leverage the sense of touch and expand their capability drastically. However,…

机器人学 · 计算机科学 2024-03-26 Martina Lippi , Michael C. Welle , Maciej K. Wozniak , Andrea Gasparri , Danica Kragic

Enabling robots with contact-rich manipulation remains a pivotal challenge in robot learning, which is substantially hindered by the data collection gap, including its inefficiency and limited sensor setup. While prior work has explored…

机器人学 · 计算机科学 2026-03-10 Longyan Wu , Checheng Yu , Jieji Ren , Li Chen , Yufei Jiang , Ran Huang , Guoying Gu , Hongyang Li

The swiftly expanding retail sector is increasingly adopting autonomous mobile robots empowered by artificial intelligence and machine learning algorithms to gain an edge in the competitive market. However, these autonomous robots encounter…

Accurate and high-fidelity demonstration data acquisition is a critical bottleneck for deploying robot Imitation Learning (IL) systems, particularly when dealing with heterogeneous robotic platforms. Existing teleoperation systems often…

机器人学 · 计算机科学 2025-10-17 Xu Chi , Chao Zhang , Yang Su , Lingfeng Dou , Fujia Yang , Jiakuo Zhao , Haoyu Zhou , Xiaoyou Jia , Yong Zhou , Shan An

This paper investigates humanoid whole-body dexterous manipulation, where the efficient collection of high-quality demonstration data remains a central bottleneck. Existing teleoperation systems often suffer from limited portability,…

机器人学 · 计算机科学 2026-03-16 Liang Heng , Yihe Tang , Jiajun Xu , Henghui Bao , Di Huang , Yue Wang

Despite increasing dataset scale and model capacity, robot manipulation policies still struggle to generalize beyond their training distributions. As a result, deploying state-of-the-art policies in new environments, tasks, or robot…

机器人学 · 计算机科学 2026-03-23 Omar Rayyan , Maximilian Gilles , Yuchen Cui

Employing a teleoperation system for gathering demonstrations offers the potential for more efficient learning of robot manipulation. However, teleoperating a robot arm equipped with a dexterous hand or gripper, via a teleoperation system…

机器人学 · 计算机科学 2024-10-22 Shengcheng Luo , Quanquan Peng , Jun Lv , Kaiwen Hong , Katherine Rose Driggs-Campbell , Cewu Lu , Yong-Lu Li

This paper presents a novel teleoperation system with force feedback, utilizing consumer-grade HTC Vive Trackers 2.0. The system integrates a custom-built controller, a UR3 robotic arm, and a Robotiq gripper equipped with custom-designed…

机器人学 · 计算机科学 2025-10-02 S. Satsevich , A. Bazhenov , S. Egorov , A. Erkhov , M. Gromakov , A. Fedoseev , D. Tsetserukou

Sharing autonomy between robots and human operators could facilitate data collection of robotic task demonstrations to continuously improve learned models. Yet, the means to communicate intent and reason about the future are disparate…

Teleoperation can transfer human perception and cognition to a slave robot to cope with some complex tasks, in which the agility and flexibility of the interface play an important role in mapping human intention to the robot. In this paper,…

机器人学 · 计算机科学 2024-10-22 Jianhang Jia , Hao Zhou , Xin Zhang
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