Journal ArticleDOI
Leaf shape analysis using the multiscale Minkowski fractal dimension, a new morphometric method: a study with Passiflora (Passifloraceae)
Rodrigo de Oliveira Plotze,Maurício Falvo,Juliano Gomes Pádua,Luís Carlos Bernacci,Maria Lucia Carneiro Vieira,Giancarlo Conde Xavier Oliveira,Odemir Martinez Bruno +6 more
TLDR
A small number of leaves per species was sufficient for establishing a characteristic pattern for each of them, which constitutes an important advantage of the method in the recognition and classification procedure.Abstract:
A new method is proposed for the extraction of morphometric characteristics of plant leaf structures. A sample of 10 species of the genus Passiflora (P. coriacea Juss., P. foetida L., P. miersii Ma...read more
Citations
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Proceedings ArticleDOI
A Leaf Recognition Algorithm for Plant Classification Using Probabilistic Neural Network
TL;DR: This paper employs probabilistic neural network (PNN) with image and data processing techniques to implement a general purpose automated leaf recognition for plant classification with an accuracy greater than 90%.
Journal ArticleDOI
Review: Plant species identification using digital morphometrics: A review
TL;DR: The main computational, morphometric and image processing methods that have been used in recent years to analyze images of plants are reviewed, introducing readers to relevant botanical concepts along the way.
Journal ArticleDOI
Fractal dimension applied to plant identification
TL;DR: Methods to identify plants by analysing leaf complexity based on estimating their fractal dimension, using a computational program to process, analyze and extract the features of leaf images, thereby allowing for automatic plant identification.
Journal ArticleDOI
Color texture analysis based on fractal descriptors
TL;DR: The proposed approach investigates the complexity in R, G and B color channels to characterize a texture sample and proposes to study all channels in combination, taking into consideration the correlations between them.
Journal ArticleDOI
Plant leaf identification based on volumetric fractal dimension
TL;DR: Texture is an important visual attribute used to describe the pixel organization in an image that is easily identified by humans, and its analysis process demands a high level of sophistic...
References
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Book
The Fractal Geometry of Nature
TL;DR: This book is a blend of erudition, popularization, and exposition, and the illustrations include many superb examples of computer graphics that are works of art in their own right.
Journal ArticleDOI
Pattern Classification and Scene Analysis.
Book
Pattern classification and scene analysis
Richard O. Duda,Peter E. Hart +1 more
TL;DR: In this article, a unified, comprehensive and up-to-date treatment of both statistical and descriptive methods for pattern recognition is provided, including Bayesian decision theory, supervised and unsupervised learning, nonparametric techniques, discriminant analysis, clustering, preprosessing of pictorial data, spatial filtering, shape description techniques, perspective transformations, projective invariants, linguistic procedures, and artificial intelligence techniques for scene analysis.
Book
Applied Multivariate Statistical Analysis
R. A. Johnson,Dean W. Wichern +1 more
TL;DR: In this article, the authors present an overview of the basic concepts of multivariate analysis, including matrix algebra and random vectors, as well as a strategy for analyzing multivariate models.
Journal ArticleDOI
Applied Multivariate Statistical Analysis.
TL;DR: In this article, the authors present an overview of the basic concepts of multivariate analysis, including matrix algebra and random vectors, as well as a strategy for analyzing multivariate models.