Plant Leaf Identification Using Gabor Wavelets
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
20/10/2012
20/10/2012
2009
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Resumo |
This article presents a novel method of plant classification using Gabor wavelet filters to extract texture filters in a foliar surface. The aim of this promising method is to add to the results obtained by other leaf attributes (such as shape, contour, color, among others), increasing, therefore, the percentage of classification of plant species. To corroborate the efficiency of the technique, an experiment using 20 species from Brazilian flora was done and discussed. The results are also compared with texture Fourier descriptors and cooccurrence matrices. (C) 2009 Wiley Periodicals, Inc. Int J Imaging Syst Technol, 19, 236-243, 2009; Published online in Wiley InterScience (www.interscience.wiley.com). DOI 10.1002/ima.20201 Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) CNPq (National Council for Scientific and Technological Development, Brazil)[306628/2007-4] Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) CNPq (National Council for Scientific and Technological Development, Brazil)[135251/2006] FAPESP (The State of Sao Paulo Research Foundation)[2006/53972-6] Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) FAPESP (The State of Sao Paulo Research Foundation)[2008/57313-2] |
Identificador |
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, v.19, n.3, p.236-243, 2009 0899-9457 http://producao.usp.br/handle/BDPI/29746 10.1002/ima.20201 |
Idioma(s) |
eng |
Publicador |
JOHN WILEY & SONS INC |
Relação |
International Journal of Imaging Systems and Technology |
Direitos |
restrictedAccess Copyright JOHN WILEY & SONS INC |
Palavras-Chave | #Gabor wavelet filters #plant identification #texture analysis #plant taxonomy #FRACTAL DIMENSION #TEXTURE #CLASSIFICATION #RETRIEVAL #FILTERS #Engineering, Electrical & Electronic #Optics #Imaging Science & Photographic Technology |
Tipo |
article original article publishedVersion |