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Abstract: : In recent years, the remote-sensing community has became very interested in applying neural networks to image classification and in comparing neural networks performances with the ones of classical statistical methods. These experimental comparisons pointed out that no single classification algorithm can be regarded as a "panacea". In this paper, we propose the use of "ensembles" of neural networks as an alternative approach based on the exploitation of the complementary characteristics of... (Update)
Context of citations to this paper: More
.... in [21] Several strategies for combining classifiers were evaluated in order to combine the flat and structural approaches [13, 14, 23]. We firstly assessed the performance of simple and commonly used combination rules, namely, the majority voting rule and the linear...
.... [2, 3] Consequently, very recently, some researchers proposed combination mechanisms aimed at avoiding the independence assumption [4, 12]. Methods that identify and remove classifiers that are excessively correlated have also been proposed [10, 13] It is quite easy to...
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BibTeX entry: (Update)
G.Giacinto, and F.Roli, "Ensembles of Neural Networks for Soft Classification of Remote Sensing Images", Proc. of the European Symposium on Intelligent Techniques, March 20-21, 1997, Bari, Italy, pp.166-170 http://citeseer.ist.psu.edu/giacinto97ensembles.html More
@misc{ giacinto97ensembles,
author = "G. Giacinto and F. Roli",
title = "Ensembles of Neural Networks for Soft Classification of Remote Sensing
Images",
text = "G.Giacinto, and F.Roli, Ensembles of Neural Networks for Soft Classification
of Remote Sensing Images, Proc. of the European Symposium on Intelligent
Techniques, March 20-21, 1997, Bari, Italy, pp.166-170",
year = "1997",
url = "citeseer.ist.psu.edu/giacinto97ensembles.html" }
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14 Classification of multisensor remote-sensing images by struc.. (context) - Serpico, Roli - 1995
13 Neural network approaches versus statistical methods in clas.. (context) - Benediktsson, Swain et al. - 1990
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3 Multisource classification of complex rural areas by statist.. (context) - Bruzzone, Conese et al. - 1997
3 Integration of neural network and statistical image classifi.. (context) - Kanellopoulos - 1993
1 Neural Networks for Classification of Remotely Sensed Images (context) - IGARSS, pp et al. - 1996
1 Workshop on Soft Computing in Remote Sensing Data Analysis (context) - Editors, the - 1995
The graph only includes citing articles where the year of publication is known.
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