A computer vision approach to quantify leaf anatomical plasticity: A case study on gochnatia polymorpha (less.) cabrera
Contribuinte(s) |
Universidade Estadual Paulista (UNESP) |
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Data(s) |
27/05/2014
27/05/2014
01/05/2013
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Resumo |
Inferences about leaf anatomical characteristics had largely been made by manually measuring diverse leaf regions, such as cuticle, epidermis and parenchyma to evaluate differences caused by environmental variables. Here we tested an approach for data acquisition and analysis in ecological quantitative leaf anatomy studies based on computer vision and pattern recognition methods. A case study was conducted on Gochnatia polymorpha (Less.) Cabrera (Asteraceae), a Neotropical savanna tree species that has high phenotypic plasticity. We obtained digital images of cross-sections of its leaves developed under different light conditions (sun vs. shade), different seasons (dry vs. wet) and in different soil types (oxysoil vs. hydromorphic soil), and analyzed several visual attributes, such as color, texture and tissues thickness in a perpendicular plane from microscopic images. The experimental results demonstrated that computational analysis is capable of distinguishing anatomical alterations in microscope images obtained from individuals growing in different environmental conditions. The methods presented here offer an alternative way to determine leaf anatomical differences. © 2013 Elsevier B.V. |
Formato |
34-43 |
Identificador |
http://dx.doi.org/10.1016/j.ecoinf.2013.02.007 Ecological Informatics, v. 15, p. 34-43. 1574-9541 http://hdl.handle.net/11449/75207 10.1016/j.ecoinf.2013.02.007 WOS:000319793400005 2-s2.0-84876043410 |
Idioma(s) |
eng |
Relação |
Ecological Informatics |
Direitos |
closedAccess |
Palavras-Chave | #Computer vision #Gochnatia polymorpha #Image analysis #Leaf anatomy #Phenotypic plasticity #anatomy #computer vision #data acquisition #environmental conditions #experimental study #image analysis #leaf #light availability #microscopy #Neotropical Region #pattern recognition #phenotypic plasticity #quantitative analysis #savanna #soil type #species diversity |
Tipo |
info:eu-repo/semantics/article |