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Comparison between 2D and 3D Local Binary Pattern Methods for Characterisation of Three-Dimensional Textures

Ludovic PaulhacContact Information, Pascal MakrisContact Information and Jean-Yves RamelContact Information

(1)  Laboratoire Informatique de, l’Université François Rabelais de Tours,  
Abstract
Our purpose is to extend the Local Binary Pattern method to three dimensions and compare it with the two-dimensional model for three-dimensional texture analysis. To compare these two methods, we made classification experiments using three databases of three-dimensional texture images having different properties. The first database is a set of three-dimensional images without any distorsion or transformation, the second contains additional gaussian noise. The last one contains similar textures as the first one but with random rotations according x, y and z axis. For each of these databases, the three-dimensional Local Binary Pattern method outperforms the two-dimensional approach which has more difficulties to provide correct classifications.

Keywords  Solid texture - Local Binary Pattern Method - Classification experiments


Contact Information Ludovic Paulhac
Email: ludovic.paulhac@univ-tours.fr

Contact Information Pascal Makris
Email: pascal.makris@univ-tours.fr

Contact Information Jean-Yves Ramel
Email: jean-yves.ramel@univ-tours.fr
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