DocumentCode :
2335325
Title :
Validation of a virtual agronomic image modelling
Author :
Jones, G. ; Gée, C. ; Villette, S. ; Truchetet, F.
Author_Institution :
AgroSup Dijon, Dijon, France
fYear :
2010
fDate :
7-10 July 2010
Firstpage :
517
Lastpage :
520
Abstract :
In Precision Agriculture, remote sensors such as imaging systems are commonly used to manage site-specific weeds. Although there are several algorithms using spatial information, few tests proving their efficiency have been performed on relevant database. In this paper we propose an innovative approach based on a simple model that simulates virtual crops to evaluate the robustness and efficiency of any crop/weed discrimination algorithm. A two-dimensional statistical and spatial crop field model is presented: it allows the design of virtual crops with given characteristics (plant size, inter-row width...) for various species (wheat, sunflower, maize...). The Weed Infestation Rate is set on demand at three different spatial distributions (point, aggregate, or a mixture) providing the diversity of the resulting simulated field. The spatial realism of the model is validated by two spatial descriptors (nearest neighbor method and Besag´s function) at different scales through a pair of real/virtual pictures.
Keywords :
agriculture; crops; image sensors; pattern classification; solid modelling; statistical analysis; virtual reality; Besag function; crop-weed discrimination algorithm; imaging systems; nearest neighbor method; precision agriculture; remote sensors; site-specific weeds; spatial crop field model; spatial information; statistical model; virtual agronomic image modelling; virtual crops; weed infestation rate; Adaptation model; Aggregates; Agriculture; Biological system modeling; Cameras; Data models; Pixel;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing Theory Tools and Applications (IPTA), 2010 2nd International Conference on
Conference_Location :
Paris
ISSN :
2154-5111
Print_ISBN :
978-1-4244-7247-5
Type :
conf
DOI :
10.1109/IPTA.2010.5586743
Filename :
5586743
Link To Document :
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