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Communication Dans Un Congrès Année : 2008

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

Résumé

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.
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Dates et versions

hal-00709247 , version 1 (18-06-2012)

Identifiants

  • HAL Id : hal-00709247 , version 1

Citer

Ludovic Paulhac, Pascal Makris, Jean-Yves Ramel. Comparison between 2D and 3D Local Binary Pattern Methods for Characterisation of Three-Dimensional Textures. International Conference Image Analysis and Recognition, Jun 2008, Portugal. pp.670-679. ⟨hal-00709247⟩
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