Recognition of plant leaf image based on fractal dimension features

被引：75

作者：

Du, Ji-xiang ^{[1
]}

Zhai, Chuan-Min ^{[1
]}

Wang, Qing-Ping ^{[1
]}

机构：

[1] Huaqiao Univ, Dept Comp Sci & Technol, Xiamen 361021, Peoples R China

来源：

NEUROCOMPUTING | 2013年 / 116卷

基金：

美国国家科学基金会; 中国国家自然科学基金;

关键词：

Plant leaves classification; Fractal dimension; Ring projection wavelet fractal feature; PROBABILISTIC NEURAL-NETWORKS;

D O I：

10.1016/j.neucom.2012.03.028

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This work proposed a new method of describing the characteristics of plant leaves based on the outline fractal dimension and venation fractal dimension. First, using multiple threshold edge detection method to separate leaf edge and vein, and get multiple veins. Then, the two-dimensional fractal dimension of the leaf edge image and multiple vein images will be calculated, and a new ring projection wavelet fractal feature for leaf shape is also adopted. Finally, these two kinds' fractal dimension features are used to plant leaves classification and recognition. The experimental results demonstrated the effectiveness of the fractal dimension feature method. (C) 2012 Elsevier B.V. All rights reserved.

引用

页码：150 / 156

页数：7

共 17 条

[1] IMPROVED MOMENT INVARIANTS FOR SHAPE-DISCRIMINATION [J].

CHEN, CC .

PATTERN RECOGNITION, 1993, 26 (05) :683-686

[2]

Du Ji-Xiang, 2005, P 2005 IEEE INT C SW, P415

[3]

Hong F., 2004, CHIN B BOT, V21, P429

[4]

Huang D.S., 1996, SYSTEMATIC THEORY NE

[5] A Constructive Hybrid Structure Optimization Methodology for Radial Basis Probabilistic Neural Networks [J].

Huang, De-Shuang ;

Du, Ji-Xiang .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 2008, 19 (12) :2099-2115

[6]

Huang De-Shuang, 2006, COMPUT ENG APPL

[7] Radial basis probabilistic neural networks: Model and application [J].

Huang, DS .

INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 1999, 13 (07) :1083-1101

[8] Locally linear discriminant embedding: An efficient method for face recognition [J].

Li, Bo ;

Zheng, Chun-Hou ;

Huang, De-Shuang .

PATTERN RECOGNITION, 2008, 41 (12) :3813-3821

[9] Feature extraction using constrained maximum variance mapping [J].

Li, Bo ;

Huang, De-Shuang ;

Wang, Chao ;

Liu, Kun-Hong .

PATTERN RECOGNITION, 2008, 41 (11) :3287-3294

[10]

Mandelbrot B., 1977, Fractals, Form, Chance, and Dimension

← 1 2 →