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相关论文: Enhancing Regrasping Efficiency Using Prior Graspi…

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For humans, the process of grasping an object relies heavily on rich tactile feedback. Most recent robotic grasping work, however, has been based only on visual input, and thus cannot easily benefit from feedback after initiating contact.…

A successful grasp requires careful balancing of the contact forces. Deducing whether a particular grasp will be successful from indirect measurements, such as vision, is therefore quite challenging, and direct sensing of contacts through…

机器人学 · 计算机科学 2025-03-06 Roberto Calandra , Andrew Owens , Manu Upadhyaya , Wenzhen Yuan , Justin Lin , Edward H. Adelson , Sergey Levine

In our daily life, we often encounter objects that are fragile and can be damaged by excessive grasping force, such as fruits. For these objects, it is paramount to grasp gently -- not using the maximum amount of force possible, but rather…

机器人学 · 计算机科学 2025-07-25 Ken Nakahara , Roberto Calandra

Learning the skill of human bimanual grasping can extend the capabilities of robotic systems when grasping large or heavy objects. However, it requires a much larger search space for grasp points than single-hand grasping and numerous…

机器人学 · 计算机科学 2024-04-16 Shiyao Wang , Xiuping Liu , Charlie C. L. Wang , Jian Liu

Grasping unknown objects has been an active research topic for decades. Approaches range from using various sensors (e.g. vision, tactile) to gain information about the object, to building passively compliant hands that react appropriately…

机器人学 · 计算机科学 2018-08-02 Tianjian Chen , Matei Ciocarlie

This paper presents a novel regrasp control policy that makes use of tactile sensing to plan local grasp adjustments. Our approach determines regrasp actions by virtually searching for local transformations of tactile measurements that…

机器人学 · 计算机科学 2018-10-10 Francois R. Hogan , Maria Bauza , Oleguer Canal , Elliott Donlon , Alberto Rodriguez

Reliably planning fingertip grasps for multi-fingered hands lies as a key challenge for many tasks including tool use, insertion, and dexterous in-hand manipulation. This task becomes even more difficult when the robot lacks an accurate…

机器人学 · 计算机科学 2022-12-19 Martin Matak , Tucker Hermans

Humans can steadily and gently grasp unfamiliar objects based on tactile perception. Robots still face challenges in achieving similar performance due to the difficulty of learning accurate grasp-force predictions and force control…

机器人学 · 计算机科学 2025-02-05 Mingxuan Li , Lunwei Zhang , Tiemin Li , Yao Jiang

Precisely grasping an object is a challenging task due to pose uncertainties. Conventional methods have used cameras and fixtures to reduce object uncertainty. They are effective but require intensive preparation, such as designing jigs…

机器人学 · 计算机科学 2025-07-01 Ryuta Nagahama , Weiwei Wan , Zhengtao Hu , Kensuke Harada

Enabling multi-fingered robots to grasp and manipulate objects with human-like dexterity is especially challenging during the dynamic, continuous hand-object interactions. Closed-loop feedback control is essential for dexterous hands to…

机器人学 · 计算机科学 2024-12-24 Dongying Tian , Xiangbo Lin , Yi Sun

Robust grasping represents an essential task in robotics, necessitating tactile feedback and reactive grasping adjustments for robust grasping of objects. Previous research has extensively combined tactile sensing with grasping, primarily…

机器人学 · 计算机科学 2024-11-22 Yueming Hu , Mengde Li , Songhua Yang , Xuetao Li , Sheng Liu , Miao Li

We present a proprioceptive teleoperation system that uses a reflexive grasping algorithm to enhance the speed and robustness of pick-and-place tasks. The system consists of two manipulators that use quasi-direct-drive actuation to provide…

机器人学 · 计算机科学 2022-08-10 Andrew SaLoutos , Elijah Stanger-Jones , Sangbae Kim

Robotic manipulation in industrial scenarios such as construction commonly faces uncertain observations in which the state of the manipulating object may not be accurately captured due to occlusions and partial observables. For example,…

机器人学 · 计算机科学 2025-05-23 Xiao Hu , Yang Ye

Regulating grasping force to reduce slippage during dynamic object interaction remains a fundamental challenge in robotic manipulation, especially when objects are manipulated by multiple rolling contacts, have unknown properties (such as…

机器人学 · 计算机科学 2025-12-25 Cheng-Yu Kuo , Hirofumi Shin , Takamitsu Matsubara

Properly handling delicate produce with robotic manipulators is a major part of the future role of automation in agricultural harvesting and processing. Grasping with the correct amount of force is crucial in not only ensuring proper grip…

机器人学 · 计算机科学 2026-02-05 Preston Fairchild , Claudia Chen , Xiaobo Tan

In this paper we propose an approach for efficient grasp selection for manipulation tasks of unknown objects. Even for simple tasks such as pick-and-place, a unique solution is rare to occur. Rather, multiple candidate grasps must be…

机器人学 · 计算机科学 2016-03-15 Ana Huaman Quispe , Heni Ben Amor , Henrik Christensen , Mike Stilman

Different manipulation tasks require different types of grasps. For example, holding a heavy tool like a hammer requires a multi-fingered power grasp offering stability, while holding a pen to write requires a multi-fingered precision grasp…

机器人学 · 计算机科学 2019-01-11 Qingkai Lu , Tucker Hermans

Accurate pre-contact grasp force selection is critical for safe and reliable robotic manipulation. Adaptive controllers regulate force after contact but still require a reasonable initial estimate. Starting a grasp with too little force…

机器人学 · 计算机科学 2026-03-10 Siqi Shang , Minchao Huang , Bill Fan , Lillian Chin

We present an adaptive grasping method that finds stable grasps on novel objects. The main contributions of this paper is in the computation of the probability of success of grasps in the vicinity of an already applied grasp. Our method…

机器人学 · 计算机科学 2017-04-20 Emil Hyttinen , Danica Kragic , Renaud Detry

Humans excel in grasping and manipulating objects because of their life-long experience and knowledge about the 3D shape and weight distribution of objects. However, the lack of such intuition in robots makes robotic grasping an…

计算机视觉与模式识别 · 计算机科学 2018-11-05 Ghazal Ghazaei , Iro Laina , Christian Rupprecht , Federico Tombari , Nassir Navab , Kianoush Nazarpour
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