Title
Vine Trunk Detector for a Reliable Robot Localization System
Abstract
Develop ground robots for crop monitoring and harvesting in steep slope vineyards is a complex challenge due to two main reasons: harsh condition of the terrain and unstable localization accuracy got from Global Positioning Systems (GPS). For this context, a reliable localization system requires a high density of natural/artificial features and an accurate detector. This paper presents a novel visual detector for Vineyards Trunks and Masts (ViTruDe). The ViTruDe detector was developed considering the constrains of a cost-effective robot to carry-out crop monitoring tasks in steep slope vineyard environment. The obtained results with real data shows an accuracy higher than 95% for all tested configurations. The training and test data are made public for future research work. This approach is a contribution for an accurate and reliable localization system that is GPS-free.
Year
DOI
Venue
2016
10.1109/ICARSC.2016.68
2016 International Conference on Autonomous Robot Systems and Competitions (ICARSC)
Keywords
Field
DocType
vine trunk detector,reliable robot localization system,crop monitoring,global positioning systems,GPS,vineyard trunk and mast,ViTruDe detector,cost-effective robot,steep slope vineyard environment,crop harvesting
Terrain,Remote sensing,Support vector machine,Feature extraction,Real-time computing,Global Positioning System,Test data,Engineering,Simultaneous localization and mapping,Robot,Detector
Conference
ISSN
ISBN
Citations 
2573-9360
978-1-5090-2256-4
0
PageRank 
References 
Authors
0.34
0
5
Name
Order
Citations
PageRank
Jorge Mendes100.68
Filipe Neves dos Santos22312.24
Nuno Ferraz301.01
Pedro Couto41199.41
Raul Morais55613.00