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Christine Largouët and Marie-Odile Cordier
Improving the Landcover Classification using Domain Knowledge
, Journal The European Journal on Artificial Intelligence
, AI Communication special issue on Environmental Sciences and Artificial Intelligence
, IOS Press
, Vol. 14
, No. 1
, 35-43
, 2001
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Abstract
This paper deals with the integration of domain knowledge to improve the landcover
classsification of a sequence of images. This new approach consists in representing the plot
of land as a dynamic system and in modelling its evolution (knowledge about crop cycles,
rotations and farmer practices) with the timed automata formalism. The main feature of this
work is to improve the classification provided by a traditional classification with data
resulting form the simulation of the plot evolution model. The aim of this paper is to focus
on the experiment carried out on a sequence of five images. The problem of classification refinement
and the model used to capture domain knowledge are first presented. The emphasis is then put on the results
and their interpretation that show the contribution of the method to improve the classification of images.
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