@InProceedings{SiravenhaCarv:2015:ExUsLe,
author = "Siravenha, Ana Carolina Quintao and Carvalho, Schubert Ribeiro",
affiliation = "{Federal University of Para} and {Vale Institute of Technology}",
title = "Exploring the Use of Leaf Shape Frequencies for Plant
Classification",
booktitle = "Proceedings...",
year = "2015",
editor = "Papa, Jo{\~a}o Paulo and Sander, Pedro Vieira and Marroquim,
Ricardo Guerra and Farrell, Ryan",
organization = "Conference on Graphics, Patterns and Images, 28. (SIBGRAPI)",
publisher = "IEEE Computer Society",
address = "Los Alamitos",
keywords = "Plants classification, Shape features, Fourier transform, Feature
selection.",
abstract = "Plant identification and classification play an important role in
ecology, but the manual process is cumbersome even for
experimented taxonomists. Technological advances allows the
development of strategies to make these tasks easily and faster.
In this context, this paper describes a methodology for plant
identification and classification based on leaf shapes, that
explores the discriminative power of the contour-centroid distance
in the Fourier frequency domain in which some invariance (e.g.
rotation and scale) are guaranteed. In addition, it is also
investigated the influence of feature selection techniques
regarding classification accuracy. Our results show that by
combining a set of features vectors - in the principal components
space - and a feedforward neural network, an accuracy of 97.45%
was achieved.",
conference-location = "Salvador, BA, Brazil",
conference-year = "26-29 Aug. 2015",
doi = "10.1109/SIBGRAPI.2015.36",
url = "http://dx.doi.org/10.1109/SIBGRAPI.2015.36",
language = "en",
ibi = "8JMKD3MGPBW34M/3JMRSNH",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3JMRSNH",
targetfile = "example_v3.pdf",
urlaccessdate = "2024, May 06"
}