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 …

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 …

Enhancing visual autonomous navigation in row-based crops with effective synthetic data generation

M Martini, M Ambrosio, A Navone, B Tuberga… - Precision …, 2024 - Springer
Introduction Service robotics is recently enhancing precision agriculture enabling many
automated processes based on efficient autonomous navigation solutions. However, data …

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 …

Computer-Vision Based Real Time Waypoint Generation for Autonomous Vineyard Navigation with Quadruped Robots

L Milburn, J Gamba, M Fernandes… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The VINUM project seeks to address the shortage of skilled labor in modern vineyards by
introducing a cutting-edge mobile robotic solution. Leveraging the capabilities of the …

[HTML][HTML] Non-standard map robot path planning approach based on ant colony algorithms

F Li, YC Kim, B Xu - Sensors, 2023 - mdpi.com
Robot path planning is an important component of ensuring the robots complete work tasks
effectively. Nowadays, most maps used for robot path planning obtain relevant coordinate …

[HTML][HTML] GPS-free autonomous navigation in cluttered tree rows with deep semantic segmentation

A Navone, M Martini, M Ambrosio, A Ostuni… - Robotics and …, 2025 - Elsevier
Segmentation-based autonomous navigation has recently been presented as an appealing
approach to guiding robotic platforms through crop rows without requiring perfect GPS …