Texture analysis based on maximum contrast walker


Autoria(s): BACKES, Andre Ricardo; MARTINEZ, Alexandre Souto; BRUNO, Odemir Martinez
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

20/10/2012

20/10/2012

2010

Resumo

Recently, the deterministic tourist walk has emerged as a novel approach for texture analysis. This method employs a traveler visiting image pixels using a deterministic walk rule. Resulting trajectories provide clues about pixel interaction in the image that can be used for image classification and identification tasks. This paper proposes a new walk rule for the tourist which is based on contrast direction of a neighborhood. The yielded results using this approach are comparable with those from traditional texture analysis methods in the classification of a set of Brodatz textures and their rotated versions, thus confirming the potential of the method as a feasible texture analysis methodology. (C) 2010 Elsevier B.V. All rights reserved.

FAPESP[2006/54367-9]

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

CNPq[306628/2007-4]

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

CNPq[484474/2007-3]

CNPq[303990/2007-4]

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

CNPq[476862/2007-8]

Identificador

PATTERN RECOGNITION LETTERS, v.31, n.12, Special Issue, p.1701-1707, 2010

0167-8655

http://producao.usp.br/handle/BDPI/29866

10.1016/j.patrec.2010.05.022

http://dx.doi.org/10.1016/j.patrec.2010.05.022

Idioma(s)

eng

Publicador

ELSEVIER SCIENCE BV

Relação

Pattern Recognition Letters

Direitos

restrictedAccess

Copyright ELSEVIER SCIENCE BV

Palavras-Chave #Texture analysis #Image analysis #Deterministic walk #Agents #Tourist walk #DETERMINISTIC TOURIST WALKS #RANDOM-ENVIRONMENTS #GABOR FILTERS #Computer Science, Artificial Intelligence
Tipo

article

original article

publishedVersion