2003 | OriginalPaper | Buchkapitel
Simplified Texture Unit: A~New Descriptor of the Local Texture in Gray-Level Images
verfasst von : Francisco J. Madrid-Cuevas, R. Medina Carnicer, M. Prieto Villegas, N. L. Fernández García, A. Carmona Poyato
Erschienen in: Pattern Recognition and Image Analysis
Verlag: Springer Berlin Heidelberg
Enthalten in: Professional Book Archive
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In this work we propose a new descriptor of the local texture in gray-level images, named Simplified Texture Unit (STU). This descriptor is a version, with a smaller computational cost as much in its obtaining as in its later use, of the well-known Texture Unit descriptor (TU) 6. We have carried out a comparative study of the capacity to describe the texture of a region with the capacity provided by the TU descriptor and two other versions of the same one, known as Local Binary Pattern (LBP) and Local Binary Pattern with Contrast (LBP/C) 11. The results of the experiment allow to affirm that the new descriptor has a greater performance with small region sizes, what makes it suitable for unsupervised texture segmentation since it could allow a greater accuracy in the localization of the frontiers between textured regions.