A computer vision approach to quantify leaf anatomical plasticity: A case study on gochnatia polymorpha (less.) cabrera


Autoria(s): Sá Junior, Jarbas Joaci de Mesquita; Rossatto, Davi Rodrigo; Kolb, Rosana Marta; Bruno, Odemir Martinez
Contribuinte(s)

Universidade Estadual Paulista (UNESP)

Data(s)

27/05/2014

27/05/2014

01/05/2013

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