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 …

Autonomous and safe navigation of mobile robots in vineyard with smooth collision avoidance

A Ravankar, AA Ravankar, A Rawankar, Y Hoshino - Agriculture, 2021 - mdpi.com
In recent years, autonomous robots have extensively been used to automate several
vineyard tasks. Autonomous navigation is an indispensable component of such field robots …

Local motion planner for autonomous navigation in vineyards with a RGB-D camera-based algorithm and deep learning synergy

D Aghi, V Mazzia, M Chiaberge - Machines, 2020 - mdpi.com
With the advent of agriculture 3.0 and 4.0, in view of efficient and sustainable use of
resources, researchers are increasingly focusing on the development of innovative smart …

Deep semantic segmentation at the edge for autonomous navigation in vineyard rows

D Aghi, S Cerrato, V Mazzia… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
Precision agriculture is a fast-growing field that aims at introducing affordable and effective
automation into agricultural processes. Nowadays, algorithmic solutions for navigation in …

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 …

Development of a low-cost semantic monitoring system for vineyards using autonomous robots

A Ravankar, A A. Ravankar, M Watanabe, Y Hoshino… - Agriculture, 2020 - mdpi.com
Many tasks involved in viticulture are labor intensive. Farmers frequently monitor the
vineyard to check grape conditions, damage due to infections from pests and insects, grape …

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 …

Vision-based vineyard navigation solution with automatic annotation

E Liu, J Monica, K Gold… - 2023 IEEE/RSJ …, 2023 - ieeexplore.ieee.org
Autonomous navigation is crucial for achieving the full automation of agricultural research
and production management using agricultural robots. In this paper, we present a vision …

Guidance, navigation and control for autonomous quadrotor flight in an agricultural field: The case of vineyards

A Mokrane, A Benallegue, A Choukchou-Braham… - Sensors, 2022 - mdpi.com
In this paper, we present a complete and efficient solution of guidance, navigation and
control for a quadrotor platform to accomplish 3D coverage flight missions in mapped …

[PDF][PDF] Rhoban hardware and software open source contributions for robocup humanoids

Q Rouxel, G Passault, L Hofer… - Proceedings of 10th …, 2015 - ais.uni-bonn.de
Three newly released hardware and software open source contributions are presented. The
first one is a new mechanical and electronics design for low cost stain gauge based foot …