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Automatic monitoring of tree plantations plays a crucial role in agriculture. Flawless monitoring of tree health helps farmers make informed decisions regarding their management by taking appropriate action. Use of drone images for…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Yashwanth Karumanchi , Gudala Laxmi Prasanna , Snehasis Mukherjee , Nagesh Kolagani

Polyculture farming has environmental advantages but requires substantially more pruning than monoculture farming. We present novel hardware and algorithms for automated pruning. Using an overhead camera to collect data from a physical…

Soft-growing robots are innovative devices that feature plant-inspired growth to navigate environments. Thanks to their embodied intelligence of adapting to their surroundings and the latest innovation in actuation and manufacturing, it is…

机器人学 · 计算机科学 2025-01-24 Fabio Stroppa

Large-scale orchard production requires timely and precise disease monitoring, yet routine manual scouting is labor-intensive and financially impractical at the scale of modern operations. As a result, disease outbreaks are often detected…

机器人学 · 计算机科学 2026-03-25 Hayden Feddock , Francisco Yandun , Srđan Aćimović , Abhisesh Silwal

With the advent of multispectral imagery and AI, there have been numerous works on automatic plant segmentation for purposes such as counting, picking, health monitoring, localized pesticide delivery, etc. In this paper, we tackle the…

计算机视觉与模式识别 · 计算机科学 2024-04-24 Fabrice Mayran de Chamisso , Loïc Cotten , Valentine Dhers , Thomas Lompech , Florian Seywert , Arnaud Susset

Over the past few years, total financial investment in the agricultural sector has increased substantially. Palm tree is important for many countries' economies, particularly in northern Africa and the Middle East. Monitoring in terms of…

计算机与社会 · 计算机科学 2022-09-13 Yosra Hajjaji , Wadii Boulila , Imed Riadh Farah

Selectively picking a target fruit surrounded by obstacles is one of the major challenges for fruit harvesting robots. Different from traditional obstacle avoidance methods, this paper presents an active obstacle separation strategy that…

机器人学 · 计算机科学 2020-04-21 Ya Xiong , Yuanyue Ge , Pål Johan From

In this research, a fully neural network based visual perception framework for autonomous apple harvesting is proposed. The proposed framework includes a multi-function neural network for fruit recognition and a Pointnet grasp estimation to…

计算机视觉与模式识别 · 计算机科学 2021-12-09 Hanwen Kang , Chao Chen

In the robotic crop harvesting environment, foreign objects intrusion in the gripper workspace is frequently occurring and unignorable, however, rarely addressed. This paper presents a novel intelligent robotic grasping method capable of…

机器人学 · 计算机科学 2021-10-19 Hongyu Zhou , Xing Wang , Hanwen Kang , Chao Chen

This study demonstrates a method to locate an ideal perch location on a tree for vision-guided autonomous tree-perching drones. Various image processing algorithms, including those used for machine learning, image segmentation and binary…

机器人学 · 计算机科学 2026-05-18 Alex Dunnett , Leonie Bottomley , Mirko Kovac , Basaran Bahadir Kocer

Automatic classification of trees using remotely sensed data has been a dream of many scientists and land use managers. Recently, Unmanned aerial vehicles (UAV) has been expected to be an easy-to-use, cost-effective tool for remote sensing…

计算机视觉与模式识别 · 计算机科学 2018-04-30 Masanori Onishi , Takeshi Ise

This research was a part of a project that developed mobile robots that performed targeted pollen spraying and automated harvesting in pergola structured kiwifruit orchards. Multiple kiwifruit detachment mechanisms were designed and field…

机器人学 · 计算机科学 2025-07-22 Jamie Bell

Manual pruning of radiata pine trees presents significant safety risks due to their substantial height and the challenging terrains in which they thrive. To address these risks, this research proposes the development of a drone-based…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Yida Lin , Bing Xue , Mengjie Zhang , Sam Schofield , Richard Green

This paper is part of a publication series from the For5G project that has the goal of creating digital twins of sweet cherry trees. At the beginning a brief overview of the revious work in this project is provided. Afterwards the focus…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Andreas Gilson , Peter Pietrzyk , Chiara Paglia , Annika Killer , Fabian Keil , Lukas Meyer , Dominikus Kittemann , Patrick Noack , Oliver Scholz

Machine vision is a critical subsystem for enabling robots to be able to perform a variety of tasks in orchard environments. However, orchards are highly visually complex environments, and computer vision algorithms operating in them must…

计算机视觉与模式识别 · 计算机科学 2022-03-01 Alexander You , Cindy Grimm , Joseph R. Davidson

In this letter, we present a new robotic harvester (Harvey) that can autonomously harvest sweet pepper in protected cropping environments. Our approach combines effective vision algorithms with a novel end-effector design to enable…

机器人学 · 计算机科学 2017-06-08 Chris Lehnert , Andrew English , Chris McCool , Adam Tow , Tristan Perez

This paper provides an overview of the current state-of-the-art in selective harvesting robots (SHRs) and their potential for addressing the challenges of global food production. SHRs have the potential to increase productivity, reduce…

Segmentation-based autonomous navigation has recently been presented as an appealing approach to guiding robotic platforms through crop rows without requiring perfect GPS localization. Nevertheless, current techniques are restricted to…

机器人学 · 计算机科学 2024-04-11 Alessandro Navone , Mauro Martini , Marco Ambrosio , Andrea Ostuni , Simone Angarano , Marcello Chiaberge

Tree fruit breeding is a long-term activity involving repeated measurements of various fruit quality traits on a large number of samples. These traits are traditionally measured by manually counting the fruits, weighing to indirectly…

计算机视觉与模式识别 · 计算机科学 2023-02-15 Ritayu Nagpal , Sam Long , Shahid Jahagirdar , Weiwei Liu , Scott Fazackerley , Ramon Lawrence , Amritpal Singh

Existing high-performance deep learning models require very intensive computing. For this reason, it is difficult to embed a deep learning model into a system with limited resources. In this paper, we propose the novel idea of the network…

机器学习 · 计算机科学 2019-02-13 Dae-Woong Jeong , Jaehun Kim , Youngseok Kim , Tae-Ho Kim , Myungsu Chae