Color fractal descriptors for adaxial epidermis texture classification
| dc.contributor.author | Backes, André R. | |
| dc.contributor.author | de Mesquita Sá Junior, Jarbas Joaci | |
| dc.contributor.author | Kolb, Rosana Marta [UNESP] | |
| dc.contributor.institution | Universidade Federal de Uberlândia (UFU) | |
| dc.contributor.institution | Departamento de Engenharia de Computação | |
| dc.contributor.institution | Universidade Estadual Paulista (Unesp) | |
| dc.date.accessioned | 2018-12-11T17:29:25Z | |
| dc.date.available | 2018-12-11T17:29:25Z | |
| dc.date.issued | 2015-01-01 | |
| dc.description.abstract | The leaves are an important plant organ and source of information for the traditional plant taxonomy. This study proposes a plant classification approach using the adaxial epidermis tissue, a specific cell layer that covers the leaf. To accomplish this task, we apply a high discriminative color texture analysis method based on the Bouligand- Minkowski fractal dimension. In an experimental comparison, the success rate obtained by our proposed approach (96.66%) was the highest among all the methods used, demonstrating that the Bouligand- Minkowski method is very suitable to extract discriminant features from the adaxial epidermis. Thus, this research can significantly contribute with other studies on plant classification by using computer vision. | en |
| dc.description.affiliation | Faculdade de Computação Universidade Federal de Uberlândia, Av. João Naves de Ávila, 2121 | |
| dc.description.affiliation | Departamento de Engenharia de Computação Campus de Sobral - Universidade Federal Do Ceará, Rua Estanislau Frota, S/N, Centro | |
| dc.description.affiliation | Departamento de Ciências Biológicas Faculdade de Ciências E Letras Universidade Estadual Paulista UNESP, Av. Dom Antônio, 2100 | |
| dc.description.affiliationUnesp | Departamento de Ciências Biológicas Faculdade de Ciências E Letras Universidade Estadual Paulista UNESP, Av. Dom Antônio, 2100 | |
| dc.description.sponsorship | Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) | |
| dc.description.sponsorshipId | CNPq: #301558/2012-4 | |
| dc.format.extent | 51-58 | |
| dc.identifier | http://dx.doi.org/10.1007/978-3-319-25751-8_7 | |
| dc.identifier.citation | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 9423, p. 51-58. | |
| dc.identifier.doi | 10.1007/978-3-319-25751-8_7 | |
| dc.identifier.issn | 1611-3349 | |
| dc.identifier.issn | 0302-9743 | |
| dc.identifier.scopus | 2-s2.0-84983656147 | |
| dc.identifier.uri | http://hdl.handle.net/11449/178233 | |
| dc.language.iso | eng | |
| dc.relation.ispartof | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | |
| dc.relation.ispartofsjr | 0,295 | |
| dc.rights.accessRights | Acesso aberto | |
| dc.source | Scopus | |
| dc.subject | Adaxial epidermis tissue | |
| dc.subject | Bouligand-Minkowski method | |
| dc.subject | Color | |
| dc.subject | Fractal dimension | |
| dc.subject | Texture analysis | |
| dc.title | Color fractal descriptors for adaxial epidermis texture classification | en |
| dc.type | Trabalho apresentado em evento |