Plant Leaf Identification Using Gabor Wavelets

被引：107

作者：

Casanova, Dalcimar ^{[1
]}

de Mesquita Sa Junior, Jarbas Joaci ^{[2
]}

Bruno, Odemir Martinez ^{[1
]}

机构：

[1] Univ Sao Paulo, IFSC, BR-13560970 Sao Carlos, SP, Brazil

[2] Univ Sao Paulo, ICMC, BR-13560970 Sao Carlos, SP, Brazil

来源：

INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY | 2009年 / 19卷 / 03期

基金：

巴西圣保罗研究基金会;

关键词：

Gabor wavelet filters; plant identification; texture analysis; plant taxonomy; FRACTAL DIMENSION; TEXTURE; CLASSIFICATION; RETRIEVAL; FILTERS;

D O I：

10.1002/ima.20201

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];

摘要：

This article presents a novel method of plant classification using Gabor wavelet filters to extract texture filters in a foliar surface. The aim of this promising method is to add to the results obtained by other leaf attributes (such as shape, contour, color, among others), increasing, therefore, the percentage of classification of plant species. To corroborate the efficiency of the technique, an experiment using 20 species from Brazilian flora was done and discussed. The results are also compared with texture Fourier descriptors and cooccurrence matrices. (C) 2009 Wiley Periodicals, Inc. Int J Imaging Syst Technol, 19, 236-243, 2009; Published online in Wiley InterScience (www.interscience.wiley.com). DOI 10.1002/ima.20201

引用

页码：236 / 243

页数：8

共 18 条

[1]

Texture classification using windowed Fourier filters [J].

Azencott, R ;

Wang, JP ;

Younes, L .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (02) :148-153

[2]

Fractal dimension applied to plant identification [J].

Bruno, Odemir Martinez ;

Plotze, Rodrigo de Oliveira ;

Falvo, Mauricio ;

de Castro, Mario .

INFORMATION SCIENCES, 2008, 178 (12) :2722-2733

[3]

Daugman J., 1995, The Handbook o fBrain Theory and Neural Networks, P414

[4]

STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].

HARALICK, RM .

PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804

[5]

HICKEY LJ, 1973, AM J BOT, V60, P17, DOI 10.2307/2441319

[6]

Texture classification using Gabor filters [J].

Idrissa, M ;

Acheroy, M .

PATTERN RECOGNITION LETTERS, 2002, 23 (09) :1095-1102

[7]

IOFFE S, 2006, EUR C COMP VIS, V4, P531

[8]

JAIN AK, 1991, PATTERN RECOGN, V24, P167

[9]

Fingerprint feature reduction by principal Gabor basis function [J].

Lee, CJ ;

Wang, SD .

PATTERN RECOGNITION, 2001, 34 (11) :2245-2248

[10]

Outcome following patent ductus arteriosus ligation in premature infants: A retrospective cohort analysis [J].

Lee L.C.L. ;

Tillett A. ;

Tulloh R. ;

Yates R. ;

Kelsall W. .

BMC Pediatrics, 6 (1)

← 1 2 →