Recent advancements in agriculture robots: Benefits and challenges

C Cheng, J Fu, H Su, L Ren - Machines, 2023 - mdpi.com
In the development of digital agriculture, agricultural robots play a unique role and confer
numerous advantages in farming production. From the invention of the first industrial robots …

Position-agnostic autonomous navigation in vineyards with deep reinforcement learning

M Martini, S Cerrato, F Salvetti… - 2022 IEEE 18th …, 2022 - ieeexplore.ieee.org
Precision agriculture is rapidly attracting research to efficiently introduce automation and
robotics solutions to support agricultural activities. Robotic navigation in vineyards and …

Waypoint generation in row-based crops with deep learning and contrastive clustering

F Salvetti, S Angarano, M Martini, S Cerrato… - … Conference on Machine …, 2022 - Springer
The development of precision agriculture has gradually introduced automation in the
agricultural process to support and rationalize all the activities related to field management …

A deep learning driven algorithmic pipeline for autonomous navigation in row-based crops

S Cerrato, V Mazzia, F Salvetti, M Martini… - IEEE …, 2024 - ieeexplore.ieee.org
Expensive sensors and inefficient algorithmic pipelines significantly affect the overall cost of
autonomous machines. However, affordable robotic solutions are essential to practical …

[PDF][PDF] An autonomous pesticide sprayer robot with a color-based vision system

M Tahmasebi, M Gohari, A Emami - International Journal of Robotics …, 2022 - academia.edu
For many years' robotic systems have been widely employed for industrial production and in
warehouses. In horticulture and agriculture, research and projects on automatic driverless …

Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation

S Angarano, M Martini, A Navone… - Proceedings of the …, 2024 - openaccess.thecvf.com
In recent years precision agriculture has gradually oriented farming closer to automation
processes to support all the activities related to field management. Service robotics plays a …

Autonomous navigation in rows of trees and high crops with deep semantic segmentation

A Navone, M Martini, A Ostuni… - … on Mobile Robots …, 2023 - ieeexplore.ieee.org
Segmentation-based autonomous navigation has recently been proposed as a promising
methodology to guide robotic platforms through crop rows without requiring precise GPS …

Lavender autonomous navigation with semantic segmentation at the edge

A Navone, F Romanelli, M Ambrosio, M Martini… - arXiv preprint arXiv …, 2023 - arxiv.org
Achieving success in agricultural activities heavily relies on precise navigation in row crop
fields. Recently, segmentation-based navigation has emerged as a reliable technique when …

Enhancing navigation benchmarking and perception data generation for row-based crops in simulation

M Martini, A Eirale, B Tuberga, M Ambrosio… - Precision agriculture' …, 2023 - brill.com
Abstract Service robotics is recently enhancing precision agriculture enabling many
automated processes based on efficient autonomous navigation solutions. However, data …

Domain generalization for crop segmentation with knowledge distillation

S Angarano, M Martini, A Navone… - arXiv preprint arXiv …, 2023 - arxiv.org
In recent years, precision agriculture has gradually oriented farming closer to automation
processes to support all the activities related to field management. Service robotics plays a …