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Related papers: ORCA: An Open-Source, Reliable, Cost-Effective, An…

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In-hand object reorientation is necessary for performing many dexterous manipulation tasks, such as tool use in less structured environments that remain beyond the reach of current robots. Prior works built reorientation systems assuming…

Robotics · Computer Science 2023-11-27 Tao Chen , Megha Tippur , Siyang Wu , Vikash Kumar , Edward Adelson , Pulkit Agrawal

Vision-Language-Action (VLA) models have recently become a central direction in embodied AI, but current systems are restricted to either dual-gripper control or single-arm dexterous hand manipulation. While low-dimensional gripper control…

This article investigates the challenge of achieving functional tool-use grasping with high-DoF anthropomorphic hands, with the aim of enabling anthropomorphic hands to perform tasks that require human-like manipulation and tool-use.…

Robotics · Computer Science 2023-04-03 Wei Wei , Peng Wang , Sizhe Wang

Recent advancements in teleoperation systems have enabled high-quality data collection for robotic manipulators, showing impressive results in learning manipulation at scale. This progress suggests that extending these capabilities to…

Dexterous robotic manipulation remains a challenging domain due to its strict demands for precision and robustness on both hardware and software. While dexterous robotic hands have demonstrated remarkable capabilities in complex tasks,…

Robotics · Computer Science 2024-08-22 Zilin Si , Kevin Lee Zhang , Zeynep Temel , Oliver Kroemer

In robotic hand research, minimizing the number of actuators while maintaining human-hand-consistent dimensions and degrees of freedom constitutes a fundamental challenge. Drawing bio-inspiration from human hand kinematic configurations and…

Robotics · Computer Science 2025-12-05 Haoqi Han , Yi Yang , Yifei Yu , Yixuan Zhou , Xiaohan Zhu , Hesheng Wang

Biological synergies have emerged as a widely adopted paradigm for dexterous hand design, enabling human-like manipulation with a small number of actuators. Nonetheless, excessive coupling tends to diminish the dexterity of hands. This…

Robotics · Computer Science 2025-12-01 Zelong Zhou , Wenrui Chen , Zeyun Hu , Qiang Diao , Qixin Gao , Yaonan Wang

Dexterous hand teleoperation plays a pivotal role in enabling robots to achieve human-level manipulation dexterity. However, current teleoperation systems often rely on expensive equipment and lack multi-modal sensory feedback, restricting…

Robotics · Computer Science 2025-02-12 Han Zhang , Songbo Hu , Zhecheng Yuan , Huazhe Xu

This paper introduces an anthropomorphic robot hand built entirely using LEGO MINDSTORMS: the Educational SoftHand-A, a tendon-driven, highly-underactuated robot hand based on the Pisa/IIT SoftHand and related hands. To be suitable for an…

Robotics · Computer Science 2025-10-20 Jared K. Lepora , Haoran Li , Efi Psomopoulou , Nathan F. Lepora

Concentric Tube Robots (CTRs) have garnered significant interest within the surgical robotics community because of their flexibility, dexterity, and ease of miniaturization. However, mastering the unique kinematics and design principles of…

Robotics · Computer Science 2024-07-10 Kalina Bonofiglio , Wenpeng Wang , Ethan R. Wilke , Adri Rajaraman , Loris Fichera

Capturing fine-grained hand-object interactions is challenging due to severe self-occlusion from closely spaced fingers and the subtlety of in-hand manipulation motions. Existing optical motion capture systems rely on expensive camera…

Graphics · Computer Science 2026-02-13 Yutong Liang , Shiyi Xu , Yulong Zhang , Bowen Zhan , He Zhang , Libin Liu

Dexterous manipulation is limited by both control and design, without consensus as to what makes manipulators best for performing dexterous tasks. This raises a fundamental challenge: how should we design and control robot manipulators that…

Current anthropomorphic robotic hands mainly focus on improving their dexterity by devising new mechanical structures and actuation systems. However, most of them rely on a single structure/system (e.g., bone-only) and ignore the fact that…

We introduce CRAFT hand, a tendon-driven anthropomorphic hand with hybrid hard-soft compliance for contact-rich manipulation. The design is based on a simple idea: contact is not uniform across the hand. Impacts concentrate at joints, while…

Robotics · Computer Science 2026-03-13 Leo Lin , Shivansh Patel , Jay Moon , Svetlana Lazebnik , Unnat Jain

Tactile sensing is crucial for robotic hands to achieve human-level dexterous manipulation, especially in scenarios with visual occlusion. However, its application is often hindered by the difficulty of collecting large-scale real-world…

Robotics · Computer Science 2025-12-30 Chi Zhang , Penglin Cai , Haoqi Yuan , Chaoyi Xu , Zongqing Lu

We present OCRA, an Object-Centric framework for video-based human-to-Robot Action transfer that learns directly from human demonstration videos to enable robust manipulation. Object-centric learning emphasizes task-relevant objects and…

Robotics · Computer Science 2026-03-17 Kuanning Wang , Ke Fan , Yuqian Fu , Siyu Lin , Hu Luo , Daniel Seita , Yanwei Fu , Yu-Gang Jiang , Xiangyang Xue

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…

Robotics · Computer Science 2026-03-23 Omar Rayyan , Maximilian Gilles , Yuchen Cui

To achieve human-like dexterity for anthropomorphic robotic hands, it is essential to understand the biomechanics and control strategies of the human hand, in order to reduce the number of actuators being used without loosing hand…

Robotics · Computer Science 2018-09-13 Zhong Zhang , Tao Han , Jia Pan , Zheng Wang

Most robotic hands and grippers rely on actuators with large gearboxes and force sensors for controlling gripping force. However, this might not be ideal for tasks which require the robot to interact with an unstructured and/or unknown…

Robotics · Computer Science 2023-08-22 Jay Best

High cost and lack of reliability has precluded the widespread adoption of dexterous hands in robotics. Furthermore, the lack of a viable tactile sensor capable of sensing over the entire area of the hand impedes the rich, low-level…