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Domain generalization for crop segmentation with standardized ensemble knowledge distillation
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 …
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
Expensive sensors and inefficient algorithmic pipelines significantly affect the overall cost of
autonomous machines. However, affordable robotic solutions are essential to practical …
autonomous machines. However, affordable robotic solutions are essential to practical …
Enhancing visual autonomous navigation in row-based crops with effective synthetic data generation
Introduction Service robotics is recently enhancing precision agriculture enabling many
automated processes based on efficient autonomous navigation solutions. However, data …
automated processes based on efficient autonomous navigation solutions. However, data …
Autonomous navigation in rows of trees and high crops with deep semantic segmentation
Segmentation-based autonomous navigation has recently been proposed as a promising
methodology to guide robotic platforms through crop rows without requiring precise GPS …
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
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 …
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 …
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
Segmentation-based autonomous navigation has recently been presented as an appealing
approach to guiding robotic platforms through crop rows without requiring perfect GPS …
approach to guiding robotic platforms through crop rows without requiring perfect GPS …
Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation
S Angarano, M Martini, A Navone… - ar** an advanced autonomous navigation system for a rover operating within row …