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Authors: Joaquín Torres-Sospedra and Patricio Nebot

Affiliation: Universitat Jaume I, Spain

ISBN: 978-989-8425-75-1

Keyword(s): Outdoor mobile robotics, Agricultural environments, Visual path planner, Ensembles of neural networks.

Related Ontology Subjects/Areas/Topics: Image Processing ; Informatics in Control, Automation and Robotics ; Mobile Robots and Autonomous Systems ; Robotics and Automation ; Vehicle Control Applications ; Vision, Recognition and Reconstruction

Abstract: One of the most important system to deploy for a robot navigating in an outdoor scenario, as can be an orange grove, is the navigation system. In this paper, a path planner in orange groves for an autonomous robotic system is presented. This path planner is based on a previous classification of the image that the robot gets from its visual sensory system. One of the most important technique used to generate accurate classifiers is based on training an ensemble of neural networks. Here, a simple ensemble of neural networks is used to classify images from an orange grove using wavelets features. With the classification image obtained, the most important lines of the land are extracted with the Hough transform. The final path line is determined with these lines. The purpose of this paper is to determine if the ensemble approach can be useful in the procedure to design an accurate path planner for outdoor autonomous robots in orange groves. The published results show that ensembles can be considered for this type of applications. (More)

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Paper citation in several formats:
Torres-Sospedra, J. and Nebot, P. (2011). VISUAL OUTDOOR PATH PLANNER FOR ORANGE GROVES BASED ON ENSEMBLES OF NEURAL NETWORKS.In Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO, ISBN 978-989-8425-75-1, pages 223-228. DOI: 10.5220/0003537602230228

@conference{icinco11,
author={Joaquín Torres{-}Sospedra. and Patricio Nebot.},
title={VISUAL OUTDOOR PATH PLANNER FOR ORANGE GROVES BASED ON ENSEMBLES OF NEURAL NETWORKS},
booktitle={Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,},
year={2011},
pages={223-228},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003537602230228},
isbn={978-989-8425-75-1},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO,
TI - VISUAL OUTDOOR PATH PLANNER FOR ORANGE GROVES BASED ON ENSEMBLES OF NEURAL NETWORKS
SN - 978-989-8425-75-1
AU - Torres-Sospedra, J.
AU - Nebot, P.
PY - 2011
SP - 223
EP - 228
DO - 10.5220/0003537602230228

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