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20212026
most citedPosition-Agnostic Autonomous Navigation in Vineyards with Deep Reinforcement Learning

46 citations · 145 across the 32 of their papers we have counts for

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Showing 2023Show all

5 papers · 1 filter

cs.RO2023★ 1 cited

Lavender Autonomous Navigation with Semantic Segmentation at the Edge

Alessandro Navone, Fabrizio Romanelli, Marco Ambrosio +3

Achieving success in agricultural activities heavily relies on precise navigation in row crop fields. Recently, segmentation-based navigation has emerged as a reliable technique wh…

cs.RO2023

Enhancing Navigation Benchmarking and Perception Data Generation for Row-based Crops in Simulation

Mauro Martini, Andrea Eirale, Brenno Tuberga +5

Service robotics is recently enhancing precision agriculture enabling many automated processes based on efficient autonomous navigation solutions. However, data generation and infi…

cs.RO2023★ 6 cited

Autonomous Navigation in Rows of Trees and High Crops with Deep Semantic Segmentation

Alessandro Navone, Mauro Martini, Andrea Ostuni +2

Segmentation-based autonomous navigation has recently been proposed as a promising methodology to guide robotic platforms through crop rows without requiring precise GPS localizati…

cs.CV2023★ 2 cited

Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation

Simone Angarano, Mauro Martini, Alessandro Navone +1

In recent years, precision agriculture has gradually oriented farming closer to automation processes to support all the activities related to field management. Service robotics pla…

cs.RO2023★ 5 cited

Online Learning of Wheel Odometry Correction for Mobile Robots with Attention-based Neural Network

Alessandro Navone, Mauro Martini, Simone Angarano +1

Modern robotic platforms need a reliable localization system to operate daily beside humans. Simple pose estimation algorithms based on filtered wheel and inertial odometry often f…