期刊文献+

基于图像分析的植物叶片识别技术综述 被引量:40

Plant leaf recognition technology based on image analysis
下载PDF
导出
摘要 对近年来基于图像分析的叶片识别技术进行了广泛研究。首先阐述了基于图像分析的植物叶片识别技术的意义及研究现状;然后介绍了主要的叶片图像识别步骤,重点从基于关系结构匹配的识别、基于统计学的识别和基于机器学习的识别三类方法进行阐述,详细论述了各种识别技术的基本思想和主要公式;最后指出了叶片识别技术的不足和研究方向。 This paper surveyed the image analysis based plant leaf recognition technologies in recent years.Firstly,it proposed the significance of the plant leaf recognition technology based on the image analysis and its present research status.Then introduced the main steps of the plant leaf recognition technology,esp.to discuss three methods based on relational structure matching recognition,based on statistical recognition and based on machine learning recognition.Introduced several basic theories and mainly formulas in detail.Finally,it pointed out the deficiencies and research directions of the leaf recognition technology.
作者 张宁 刘文萍
出处 《计算机应用研究》 CSCD 北大核心 2011年第11期4001-4007,共7页 Application Research of Computers
基金 中央高校基本科研业务费专项资金资助项目(YX2011-28) 国家"973"计划资助项目(2009CB421105)
关键词 数字图像分析 植物叶片识别 图像模板匹配 统计学 机器学习理论 digital image analysis plant leaf recognition image template matching statistics machine learning
  • 相关文献

参考文献51

  • 1INGROUILLE M J, LAIRD S M. A quantitative approach to oak variability in some north London woodlands [ J ]. London Naturalist, 1986,65:35-46.
  • 2GUYER D E, MILES G E, GAULTNEY L D, et al. Application of machine to shape analysis in leaf and plant identification [ J ]. Trans of the ASAE ,1993,36( 1 ) :163-171.
  • 3YONEKAWA S, SAKAI N, KITANI O. Identification of idealized leaf types using simple dimensionless shape factors by image analysis [ J]. Trans of the ASAE, 1996,39(4) :1525-1533.
  • 4OSIKAR J O. Computer vision classification of leaves from Swedish trees [ D ]. Linkoping : Linkoping University, 2001.
  • 5WANG Xiao-feng, DU Ji-xiang, ZHANG Guo-jun. Recognition of leaf images based on shape features using a hypersphere classifier [ C ]//Advances in Intelligent Computing. Berlin/Heidelberg: Springer, 2005:87- 96.
  • 6王晓峰,黄德双,杜吉祥,张国军.叶片图像特征提取与识别技术的研究[J].计算机工程与应用,2006,42(3):190-193. 被引量:114
  • 7DU Ji-xiang, HUANG De-shuang, WANG Xiao-feng,et al. Computer-aided plant species identification ( CAPSI ) based on leaf shape matching technique [ J]. Trans of the Institute of Measurement and Control ,2006,28 ( 3 ) :275-285.
  • 8DU Ji-xiang, HUANG De-shuang, WANG Xiao-feng, et al. Shape recognition based on neural networks trained by differential evolution algorithm [ J ]. Neurocomputing,2007,70 (4- 6 ) : 896- 903.
  • 9MOKHTARIAN F, MACKWONH A K. Scale-based description and recognition of planar CHIVES and two-dimensional shapes[ J]. IEEE Yrans on Pattern Analysis and Machine Intelligence, 1986, 8 (1) :34-44.
  • 10ABBASI S, MOKHTARIAN F, KITRLER J. Curvature scale space image in shape similarity retrieval[ J]. Multimedia Systems, 1999, 7(6) :467-476.

二级参考文献180

共引文献871

同被引文献352

引证文献40

二级引证文献256

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部