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Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane

Zunino, Luciano José et al · Pergamon-Elsevier Science Ltd · 2016

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Author / responsible party
Zunino, Luciano José et al
Publisher
Pergamon-Elsevier Science Ltd
Year
2016
ISSN
0960-0779
ISSN
0960-0779
Language
English

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The aim of this paper is to further explore the usefulness of the two-dimensional complexity-entropy causality plane as a texture image descriptor. A multiscale generalization is introduced in order to distinguish between different roughness features of images at small and large spatial scales. Numerically generated two-dimensional structures are initially considered for illustrating basic concepts in a controlled framework. Then, more realistic situations are studied. Obtained results allow us to confirm that intrinsic spatial correlations of images are successfully unveiled by implementing this multiscale symbolic information-theory approach. Consequently, we conclude that the proposed representation space is a versatile and practical tool for identifying, characterizing and discriminating image textures. Fil: Zunino, Luciano José. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Centro de Investigaciones Ópticas. Provincia de Buenos Aires. Gobernación. Comisión de Investigaciones Científicas. Centro de Investigaciones Ópticas. Universidad Nacional de La Plata. Centro de Investigaciones Ópticas; Argentina. Universidad Nacional de La Plata. Facultad de Ingeniería. Departamento de Ciencias Básicas; Argentina Fil: Ribeiro, Haroldo V.. Universidade Estadual de Maringá; Brasil

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APA 7

Zunino, L. J. E. A. (2016). Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane. http://hdl.handle.net/11336/49263

MLA

Zunino, Luciano José et al. "Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane." 2016. http://hdl.handle.net/11336/49263.

Chicago

Zunino, Luciano José et al. 2016. "Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane.". http://hdl.handle.net/11336/49263.

Harvard

Zunino, L. J. E. A. 2016, Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane, Pergamon-Elsevier Science Ltd, available at: http://hdl.handle.net/11336/49263 [Accessed 7 Aug. 2026].

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Title
Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane
Author / contributors
Zunino, Luciano José et al
Publisher
Pergamon-Elsevier Science Ltd
Publication year
2016
ISSN
0960-0779
ISSN
0960-0779
Language
English

Subjects

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Complexity; Entropy; Multiscale Analysis; Ordinal Patterns Probabilities; Roughness; Texture Images; https://purl.org/becyt/ford/1.3; https://purl.org/becyt/ford/1
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