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相关论文: Geometry-Aware Fruit Grasping Estimation for Robot…

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The advancement of agricultural robotics holds immense promise for transforming fruit harvesting practices, particularly within the apple industry. The accurate detection and localization of fruits are pivotal for the successful…

计算机视觉与模式识别 · 计算机科学 2024-05-13 Jiang Ziyue , Yin Bo , Lu Boyun

Robotic fruit harvesting holds potential in precision agriculture to improve harvesting efficiency. While ground mobile robots are mostly employed in fruit harvesting, certain crops, like avocado trees, cannot be harvested efficiently from…

机器人学 · 计算机科学 2024-08-20 Zhichao Liu , Jingzong Zhou , Caio Mucchiani , Konstantinos Karydis

This paper proposes a new approach to detecting grasp points on novel objects presented in clutter. The input to our algorithm is a point cloud and the geometric parameters of the robot hand. The output is a set of hand configurations that…

机器人学 · 计算机科学 2015-04-30 Andreas ten Pas , Robert Platt

Greenhouse production of fruits and vegetables in developed countries is challenged by labor 12 scarcity and high labor costs. Robots offer a good solution for sustainable and cost-effective 13 production. Acquiring accurate spatial…

计算机视觉与模式识别 · 计算机科学 2023-11-09 Jianchao Ci , Xin Wang , David Rapado-Rincón , Akshay K. Burusa , Gert Kootstra

Fruit monitoring plays an important role in crop management, and rising global fruit consumption combined with labor shortages necessitates automated monitoring with robots. However, occlusions from plant foliage often hinder accurate shape…

机器人学 · 计算机科学 2025-02-25 Shaoxiong Yao , Sicong Pan , Maren Bennewitz , Kris Hauser

Interest in agricultural robotics has increased considerably in recent years due to benefits such as improvement in productivity and labor reduction. However, current problems associated with unstructured environments make the development…

机器人学 · 计算机科学 2023-06-19 Ege Gursoy , Benjamin Navarro , Akansel Cosgun , Dana Kulić , Andrea Cherubini

To address the limitations inherent to conventional automated harvesting robots specifically their suboptimal success rates and risk of crop damage, we design a novel bot named AHPPEBot which is capable of autonomous harvesting based on…

机器人学 · 计算机科学 2024-05-14 Xingxu Li , Nan Ma , Yiheng Han , Shun Yang , Siyi Zheng

The global demand for medicinal plants, such as Damask roses, has surged with population growth, yet labor-intensive harvesting remains a bottleneck for scalability. To address this, we propose a novel 3D perception pipeline tailored for…

机器人学 · 计算机科学 2025-08-05 Taha Samavati , Mohsen Soryani , Sina Mansouri

In this paper, we present Segmentation-Based Grasp Detection Network (SGDN) to predict a feasible robotic grasping for a unsymmetrical three-finger robotic gripper using RGB images. The feasible grasping of a target should be a collection…

机器人学 · 计算机科学 2020-05-20 Dexin Wang

Robotic strawberry harvesting remains challenging under partial occlusion, where leaf interference introduces significant geometric uncertainty and renders grasp decisions based on a single deterministic shape estimate unreliable. From a…

机器人学 · 计算机科学 2026-03-03 Malak Mansour , Ali Abouzeid , Zezhou Sun , Qinbo Sun , Dezhen Song , Abdalla Swikir

Obtaining 3D sensor data of complete plants or plant parts (e.g., the crop or fruit) is difficult due to their complex structure and a high degree of occlusion. However, especially for the estimation of the position and size of fruits, it…

机器人学 · 计算机科学 2021-08-19 Tobias Zaenker , Chris Lehnert , Chris McCool , Maren Bennewitz

This paper presents an integrated system for performing precision harvesting missions using a legged harvester. Our harvester performs a challenging task of autonomous navigation and tree grabbing in a confined, GPS denied forest…

机器人学 · 计算机科学 2021-11-08 Edo Jelavic , Dominic Jud , Pascal Egli , Marco Hutter

We present an end-to-end computer vision system for mapping yield in an apple orchard using images captured from a single camera. Our proposed system is platform independent and does not require any specific lighting conditions. Our main…

计算机视觉与模式识别 · 计算机科学 2018-08-14 Pravakar Roy , Abhijeet Kislay , Patrick A. Plonski , James Luby , Volkan Isler

Agricultural applications such as yield prediction, precision agriculture and automated harvesting need systems able to infer the crop state from low-cost sensing devices. Proximal sensing using affordable cameras combined with computer…

计算机视觉与模式识别 · 计算机科学 2020-02-10 Thiago T. Santos , Leonardo L. de Souza , Andreza A. dos Santos , Sandra Avila

Perception-for-grasping is a challenging problem in robotics. Inexpensive range sensors such as the Microsoft Kinect provide sensing capabilities that have given new life to the effort of developing robust and accurate perception methods…

机器人学 · 计算机科学 2013-11-14 Andreas ten Pas , Robert Platt

Due to labor shortage and rising labor cost for the apple industry, there is an urgent need for the development of robotic systems to efficiently and autonomously harvest apples. In this paper, we present a system overview and algorithm…

机器人学 · 计算机科学 2022-11-08 Kaixiang Zhang , Kyle Lammers , Pengyu Chu , Nathan Dickinson , Zhaojian Li , Renfu Lu

The small scale of urban farms and the commercial availability of low-cost robots (such as the FarmBot) that automate simple tending tasks enable an accessible platform for plant phenotyping. We have used a FarmBot with a custom camera…

机器人学 · 计算机科学 2025-09-04 Harsh Muriki , Hong Ray Teo , Ved Sengupta , Ai-Ping Hu

In agricultural automation, inherent occlusion presents a major challenge for robotic harvesting. We propose a novel imitation learning-based viewpoint planning approach to actively adjust camera viewpoint and capture unobstructed images of…

机器人学 · 计算机科学 2025-03-14 Lun Li , Hamidreza Kasaei

Current agriculture and farming industries are able to reap advancements in robotics and automation technology to harvest fruits and vegetables using robots with adaptive grasping forces based on the compliance or softness of the fruit or…

机器人学 · 计算机科学 2024-12-24 Shahid Ansari , Mahendra Kumar Gohil , Bishakh Bhattacharya

Real-time robotic grasping, supporting a subsequent precise object-in-hand operation task, is a priority target towards highly advanced autonomous systems. However, such an algorithm which can perform sufficiently-accurate grasping with…

计算机视觉与模式识别 · 计算机科学 2021-11-12 Tuan-Tang Le , Trung-Son Le , Yu-Ru Chen , Joel Vidal , Chyi-Yeu Lin