Agricultural robot dataset for plant classification, localization and mapping on sugar beet fields

N Chebrolu, P Lottes, A Schaefer… - … Journal of Robotics …, 2017 - journals.sagepub.com
There is an increasing interest in agricultural robotics and precision farming. In such
domains, relevant datasets are often hard to obtain, as dedicated fields need to be …

Fast and accurate crop and weed identification with summarized train sets for precision agriculture

C Potena, D Nardi, A Pretto - … Autonomous Systems 14: Proceedings of the …, 2017 - Springer
In this paper we present a perception system for agriculture robotics that enables an
unmanned ground vehicle (UGV) equipped with a multi spectral camera to automatically …

Automatic model based dataset generation for fast and accurate crop and weeds detection

M Di Cicco, C Potena, G Grisetti… - 2017 IEEE/RSJ …, 2017 - ieeexplore.ieee.org
Selective weeding is one of the key challenges in the field of agriculture robotics. To
accomplish this task, a farm robot should be able to accurately detect plants and to …

Effective vision‐based classification for separating sugar beets and weeds for precision farming

P Lottes, M Hörferlin, S Sander… - Journal of Field …, 2017 - Wiley Online Library
The use of robots in precision farming has the potential to reduce the reliance on herbicides
and pesticides through selectively spraying individual plants or through manual weed …

Crop rows and weeds detection in maize fields applying a computer vision system based on geometry

JM Guerrero, JJ Ruz, G Pajares - Computers and electronics in agriculture, 2017 - Elsevier
This paper proposes a new machine vision system, focused on crop row detection with three
main goals:(1) to achieve a correct orientation at the starting point in the field for each …

Semi-supervised online visual crop and weed classification in precision farming exploiting plant arrangement

P Lottes, C Stachniss - 2017 IEEE/RSJ International …, 2017 - ieeexplore.ieee.org
Precision farming robots offer a great potential for reducing the amount of agro-chemicals
that is required in the fields through a targeted, per-plant intervention. To achieve this, robots …

Comparative analysis of texture descriptors in maize fields with plants, soil and object discrimination

Y Campos, H Sossa, G Pajares - Precision agriculture, 2017 - Springer
Precision Agriculture aims to apply selective treatments and tasks at localized areas
concerning crop fields. Robotized and autonomous tractors, equipped with perception …

Determination of the most suitable color space for intelligent water stress discrimination for plants inside the greenhouse (Case Study: Coleus)

M Nadafzadeh, S Abdanan Mehdizadeh - Iranian Journal of Biosystems …, 2017 - ijbse.ut.ac.ir
A precise estimation of required water for plant depends on many factors, among which the
percentage of ground cover is a key parameter. Digital image processing and machine …

Detection of salient region of in-field rapeseed plant images based-on visual attention model

L Wu - 2017 2nd Asia-Pacific Conference on Intelligent Robot …, 2017 - ieeexplore.ieee.org
Detection of salient region of in-field plant based-on visual attention shift with human visual
perception was proposed in this study. Based on in-field condition, visual features such as …

Color image segmentation of disease infected plant images captured in an uncontrolled environment

T Verma, S Dubey, H Sabrol - International Conference on Next …, 2017 - Springer
In the field of an automated vision system for integrated disease control in plants, accurate
identification of plant diseases is very important. The symptoms of the occurrences of …