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A motion-based control interface promises flexible robot operations in dangerous environments by combining user intuitions with the robot's motor capabilities. However, designing a motion interface for non-humanoid robots, such as…

机器人学 · 计算机科学 2022-04-29 Sunwoo Kim , Maks Sorokin , Jehee Lee , Sehoon Ha

Throwing with a legged robot involves precise coordination of object manipulation and locomotion - crucial for advanced real-world interactions. Most research focuses on either manipulation or locomotion, with minimal exploration of tasks…

机器人学 · 计算机科学 2025-04-02 Humphrey Munn , Brendan Tidd , Peter Böhm , Marcus Gallagher , David Howard

Task-oriented grasping (TOG) is crucial for robots to accomplish manipulation tasks, requiring the determination of TOG positions and directions. Existing methods either rely on costly manual TOG annotations or only extract coarse grasping…

机器人学 · 计算机科学 2024-09-25 Wenlong Dong , Dehao Huang , Jiangshan Liu , Chao Tang , Hong Zhang

We use reinforcement learning (RL) to learn dexterous in-hand manipulation policies which can perform vision-based object reorientation on a physical Shadow Dexterous Hand. The training is performed in a simulated environment in which we…

Learning dexterous manipulation from human-object interaction (HOI) data is a scalable alternative to teleoperation, but HOI demonstrations are sparse and provide only kinematic motion that is not directly executable under embodiment…

机器人学 · 计算机科学 2026-05-08 Hyesung Lee , Hyunwoo Jung , Si-Hwan Heo , Sungwook Yang

We propose the Dexterous Manipulation Graph as a tool to address in-hand manipulation and reposition an object inside a robot's end-effector. This graph is used to plan a sequence of manipulation primitives so to bring the object to the…

机器人学 · 计算机科学 2018-03-02 Silvia Cruciani , Christian Smith , Danica Kragic , Kaiyu Hang

Robotic manipulation and control has increased in importance in recent years. However, state of the art techniques still have limitations when required to operate in real world applications. This paper explores Hindsight Experience Replay…

机器人学 · 计算机科学 2022-09-27 Francisco Roldan Sanchez , Stephen Redmond , Kevin McGuinness , Noel O'Connor

The ability to manipulate tools significantly expands the set of tasks a robot can perform. Yet, tool manipulation represents a challenging class of dexterity, requiring grasping thin objects, in-hand object rotations, and forceful…

机器人学 · 计算机科学 2026-02-25 Kushal Kedia , Tyler Ga Wei Lum , Jeannette Bohg , C. Karen Liu

Continuous in-hand manipulation is an important physical interaction skill, where tactile sensing provides indispensable contact information to enable dexterous manipulation of small objects. This work proposed a framework for end-to-end…

机器人学 · 计算机科学 2023-04-12 Wenbin Hu , Bidan Huang , Wang Wei Lee , Sicheng Yang , Yu Zheng , Zhibin Li

In-hand manipulation and grasping are fundamental yet often separately addressed tasks in robotics. For deriving in-hand manipulation policies, reinforcement learning has recently shown great success. However, the derived controllers are…

机器人学 · 计算机科学 2025-09-16 Lennart Röstel , Dominik Winkelbauer , Johannes Pitz , Leon Sievers , Berthold Bäuml

A key challenge in intelligent robotics is creating robots that are capable of directly interacting with the world around them to achieve their goals. The last decade has seen substantial growth in research on the problem of robot…

机器人学 · 计算机科学 2020-11-10 Oliver Kroemer , Scott Niekum , George Konidaris

Functional grasping is essential for humans to perform specific tasks, such as grasping scissors by the finger holes to cut materials or by the blade to safely hand them over. Enabling dexterous robot hands with functional grasping…

机器人学 · 计算机科学 2024-11-27 Linyi Huang , Hui Zhang , Zijian Wu , Sammy Christen , Jie Song

Human-like dexterous hands with multiple fingers offer human-level manipulation capabilities, but training control policies that can directly deploy on real hardware remains difficult due to contact-rich physics and imperfect actuation. We…

机器人学 · 计算机科学 2026-01-12 Zhe Zhao , Haoyu Dong , Zhengmao He , Yang Li , Xinyu Yi , Zhibin Li

Dexterous telemanipulation is crucial in advancing human-robot systems, especially in tasks requiring precise and safe manipulation. However, it faces significant challenges due to the physical differences between human and robotic hands,…

机器人学 · 计算机科学 2024-08-05 Haoyang Wang , He Bai , Xiaoli Zhang , Yunsik Jung , Michel Bowman , Lingfeng Tao

Transferring human motion to a mobile robotic manipulator and ensuring safe physical human-robot interaction are crucial steps towards automating complex manipulation tasks in human-shared environments. In this work, we present a novel…

机器人学 · 计算机科学 2021-10-26 Miguel Arduengo , Ana Arduengo , Adrià Colomé , Joan Lobo-Prat , Carme Torras

This work explores the effect of object weight on human motion and grip release during handovers to enhance the naturalness, safety, and efficiency of robot-human interactions. We introduce adaptive robotic strategies based on the analysis…

机器人学 · 计算机科学 2025-03-06 Parag Khanna , Mårten Björkman , Christian Smith

One of the first and foremost non-verbal interactions that humans perform is a handshake. It has an impact on first impressions as touch can convey complex emotions. This makes handshaking an important skill for the repertoire of a social…

机器人学 · 计算机科学 2021-03-29 Vignesh Prasad , Ruth Stock-Homburg , Jan Peters

Dexterous robot hand teleoperation allows for long-range transfer of human manipulation expertise, and could simultaneously provide a way for humans to teach these skills to robots. However, current methods struggle to reproduce the…

机器人学 · 计算机科学 2024-09-17 Patrick Naughton , Jinda Cui , Karankumar Patel , Soshi Iba

Dexterous manipulation tasks involving contact-rich interactions pose a significant challenge for both model-based control systems and imitation learning algorithms. The complexity arises from the need for multi-fingered robotic hands to…

机器学习 · 计算机科学 2023-09-08 Zheyuan Hu , Aaron Rovinsky , Jianlan Luo , Vikash Kumar , Abhishek Gupta , Sergey Levine

Dexterous robotic manipulation remains a longstanding challenge in robotics due to the high dimensionality of control spaces and the semantic complexity of object interaction. In this paper, we propose an object affordance-guided…