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Task-oriented grasping, which involves grasping specific parts of objects based on their functions, is crucial for developing advanced robotic systems capable of performing complex tasks in dynamic environments. In this paper, we propose a…

机器人学 · 计算机科学 2024-10-15 Haosheng Li , Weixin Mao , Weipeng Deng , Chenyu Meng , Rui Zhang , Fan Jia , Tiancai Wang , Haoqiang Fan , Hongan Wang , Xiaoming Deng

We present a new dataset for 6-DoF pose estimation of known objects, with a focus on robotic manipulation research. We propose a set of toy grocery objects, whose physical instantiations are readily available for purchase and are…

机器人学 · 计算机科学 2022-12-19 Stephen Tyree , Jonathan Tremblay , Thang To , Jia Cheng , Terry Mosier , Jeffrey Smith , Stan Birchfield

In warehouse environments, robots require robust picking capabilities to manage a wide variety of objects. Effective deployment demands minimal hardware, strong generalization to new products, and resilience in diverse settings. Current…

机器人学 · 计算机科学 2024-10-01 Soofiyan Atar , Yi Li , Markus Grotz , Michael Wolf , Dieter Fox , Joshua Smith

Robotic grasping of arbitrary objects even in completely known environments still remains a challenging problem. Most previously developed algorithms had focused on fingertip grasp, failing to solve the problem even for fully actuated…

机器人学 · 计算机科学 2019-07-23 IA Sainul , Sankha Deb , AK Deb

Given the task of learning robotic grasping solely based on a depth camera input and gripper force feedback, we derive a learning algorithm from an applied point of view to significantly reduce the amount of required training data. Major…

机器人学 · 计算机科学 2019-03-04 Lars Berscheid , Thomas Rühr , Torsten Kröger

Rehabilitation of aging pipes requires accurate condition assessment and mapping far into the pipe interiors. Soft growing vine robot systems are particularly promising for navigating confined, sinuous paths such as in pipes, but are…

机器人学 · 计算机科学 2025-11-03 William E. Heap , Yimeng Qin , Kai Hammond , Anish Bayya , Haonon Kong , Allison M. Okamura

Recent 3D-based manipulation methods either directly predict the grasp pose using 3D neural networks, or solve the grasp pose using similar objects retrieved from shape databases. However, the former faces generalizability challenges when…

机器人学 · 计算机科学 2023-10-03 Luobin Wang , Runlin Guo , Quan Vuong , Yuzhe Qin , Hao Su , Henrik Christensen

We present a self-contained, soft robotic hand composed of soft pneumatic actuator modules that are equipped with strain and pressure sensing. We show how this data can be used to discern whether a grasp was successful. Co-locating sensing…

机器人学 · 计算机科学 2016-05-03 Nicholas Farrow , Yang Li , Nikolaus Correll

This paper studies robustness in planar grasping from a geometric perspective. By treating grasping as a process that shapes the free-space of an object over time, we can define three types of certificates to guarantee success of a grasp:…

机器人学 · 计算机科学 2019-09-10 Bernardo Aceituno-Cabezas , José Ballester , Alberto Rodriguez

We consider the problem of detecting robotic grasps in an RGB-D view of a scene containing objects. In this work, we apply a deep learning approach to solve this problem, which avoids time-consuming hand-design of features. This presents…

机器学习 · 计算机科学 2014-08-22 Ian Lenz , Honglak Lee , Ashutosh Saxena

How should a robot direct active vision so as to ensure reliable grasping? We answer this question for the case of dexterous grasping of unfamiliar objects. By dexterous grasping we simply mean grasping by any hand with more than two…

机器人学 · 计算机科学 2019-07-03 Ermano Arruda , Jeremy Wyatt , Marek Kopicki

This paper proposes a novel method for randomized bin-picking based on learning. When a two-fingered gripper tries to pick an object from the pile, a finger often contacts a neighboring object. Even if a finger contacts a neighboring…

机器人学 · 计算机科学 2016-07-12 Kensuke Harada , Weiwei Wan , Tokuo Tsuji , Kohei Kikuchi , Kazuyuki Nagata , Hiromu Onda

The tomato is one of the most important fruits on earth. It plays an important and useful role in the agricultural production of any country. This research propose a novel smart technique for early detection of late blight diseases in…

计算机视觉与模式识别 · 计算机科学 2024-07-25 Yousef Alhwaiti , Muhammad Ishaq , Muhammad Hameed Siddiqi , Muhammad Waqas , Madallah Alruwaili , Saad Alanazi , Asfandyar Khan , Faheem Khan

With the increasing deployment of agricultural robots, the traditional manual spray of liquid fertilizer and pesticide is gradually being replaced by agricultural robots. For robotic precision spray application in vegetable farms, accurate…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Nan Hu , Daobilige Su , Shuo Wang , Xuechang Wang , Huiyu Zhong , Zimeng Wang , Yongliang Qiao , Yu Tan

This study presents a vision-guided robotic control system for automated fruit tree pruning applications. Traditional pruning practices are labor-intensive and limit agricultural efficiency and scalability, highlighting the need for…

机器人学 · 计算机科学 2025-06-09 Dawood Ahmed , Basit Muhammad Imran , Martin Churuvija , Manoj Karkee

This work presents a perception system applied to robotic manipulation, that is able to assist in navigation, household waste classification and collection in outdoor environments. This system is made up of optical tactile sensors, RGBD…

Object dropping may occur when the robotic arm grasps objects with uneven mass distribution due to additional moments generated by objects' gravity. To solve this problem, we present a novel work that does not require extra wrist and…

机器人学 · 计算机科学 2022-05-03 Shang Liu , Xiaobao Wei , Lulu Wang , Jing Zhang , Boyu Li , Haosong Yue

Suction cups offer a useful gripping solution, particularly in industrial robotics and warehouse applications. Vision-based grasp algorithms, like Dex-Net, show promise but struggle to accurately perceive dark or reflective objects,…

机器人学 · 计算机科学 2024-01-15 Jungpyo Lee , Sebastian D. Lee , Tae Myung Huh , Hannah S. Stuart

The ability of a robot to pick an object, known as robot grasping, is crucial for several applications, such as assembly or sorting. In such tasks, selecting the right target to pick is as essential as inferring a correct configuration of…

机器人学 · 计算机科学 2024-04-22 Leonardo Barcellona , Alberto Bacchin , Matteo Terreran , Emanuele Menegatti , Stefano Ghidoni

Robotic grasping is an essential and fundamental task and has been studied extensively over the past several decades. Traditional work analyzes physical models of the objects and computes force-closure grasps. Such methods require…

机器人学 · 计算机科学 2023-05-25 Yuwei Wu , Weixiao Liu , Zhiyang Liu , Gregory S. Chirikjian
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