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(Reference retrieved automatically from Web of Science through information on FAPESP grant and its corresponding number as mentioned in the publication by the authors.)

Texture analysis and classification using deterministic tourist walk

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Author(s):
Backes, Andre Ricardo [1] ; Goncalves, Wesley Nunes [1] ; Martinez, Alexandre Souto [2] ; Bruno, Odemir Martinez [3]
Total Authors: 4
Affiliation:
[1] Univ Sao Paulo, Inst Ciencias Matemat & Computacao, BR-13560970 Sao Carlos, SP - Brazil
[2] Univ Sao Paulo, Fac Filosofia Ciencias & Letras Ribeirao Preto, BR-14040901 Ribeirao Preto, SP - Brazil
[3] Univ Sao Paulo, Inst Fis Sao Carlos, BR-13560970 Sao Carlos, SP - Brazil
Total Affiliations: 3
Document type: Journal article
Source: PATTERN RECOGNITION; v. 43, n. 3, p. 685-694, MAR 2010.
Web of Science Citations: 59
Abstract

In this paper, we present a study on a deterministic partially self-avoiding walk (tourist walk), which provides a novel method for texture feature extraction. The method is able to explore an image on all scales simultaneously. Experiments were conducted using different dynamics concerning the tourist walk. A new strategy, based on histograms. to extract information from its joint probability distribution is presented. The promising results are discussed and compared to the best-known methods for texture description reported in the literature. (C) 2009 Elsevier Ltd. All rights reserved. (AU)

FAPESP's process: 08/03253-9 - Deterministic Walks in Complex Network applied in Computer Vision and Pattern Recognition
Grantee:Wesley Nunes Gonçalves
Support Opportunities: Scholarships in Brazil - Master