PLANT LEAF IDENTIFICATION BASED ON VOLUMETRIC FRACTAL DIMENSION
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
20/10/2012
20/10/2012
2009
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Resumo |
Texture is an important visual attribute used to describe the pixel organization in an image. As well as it being easily identified by humans, its analysis process demands a high level of sophistication and computer complexity. This paper presents a novel approach for texture analysis, based on analyzing the complexity of the surface generated from a texture, in order to describe and characterize it. The proposed method produces a texture signature which is able to efficiently characterize different texture classes. The paper also illustrates a novel method performance on an experiment using texture images of leaves. Leaf identification is a difficult and complex task due to the nature of plants, which presents a huge pattern variation. The high classification rate yielded shows the potential of the method, improving on traditional texture techniques, such as Gabor filters and Fourier analysis. Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) CNPq National Council for Scientific and Technological Development, Brazil National Council for Scientific and Technological Development, Brazil[306628/2007-4] FAPESP[2006/54367-9] Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) FAPESP[2006/53972-6] FAPESP State of Sao Paulo Research Foundation[2006/54367-9] Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) FAPESP State of Sao Paulo Research Foundation[2006/53972-6] |
Identificador |
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, v.23, n.6, p.1145-1160, 2009 0218-0014 http://producao.usp.br/handle/BDPI/29678 10.1142/S0218001409007508 |
Idioma(s) |
eng |
Publicador |
WORLD SCIENTIFIC PUBL CO PTE LTD |
Relação |
International Journal of Pattern Recognition and Artificial Intelligence |
Direitos |
restrictedAccess Copyright WORLD SCIENTIFIC PUBL CO PTE LTD |
Palavras-Chave | #Volumetric fractal dimension #texture analysis #plant identification #TEXTURE CLASSIFICATION #IMAGE RETRIEVAL #SEGMENTATION #FILTERS #Computer Science, Artificial Intelligence |
Tipo |
article original article publishedVersion |