期刊文献+

Research on SVM Plant Leaf Identification Method Based on CSA

下载PDF
导出
摘要 In view of the longer training and recognition time of plant leaf classifier,this paper proposes a method of blade recognition based on the combination of clonal selection algorithm and support vector machine.The method uses the blade geometry and texture features as the identification feature,building a blade recognition classifier based on support vector machine,in order to obtain the optimal kernel function parameter and the penalty factor,using cross validation characteristics of immune clonal selection algorithm to optimize the kernel function parameter and the penalty factor.Experimental results show that compared with BP neural network and other two methods,the proposed method has a higher recognition accuracy and training speed.
出处 《国际计算机前沿大会会议论文集》 2016年第2期48-49,共2页 International Conference of Pioneering Computer Scientists, Engineers and Educators(ICPCSEE)
  • 相关文献

参考文献7

二级参考文献82

  • 1傅弘,池哲儒,常杰,傅承新.基于人工神经网络的叶脉信息提取——植物活体机器识别研究Ⅰ[J].植物学通报,2004,21(4):429-436. 被引量:40
  • 2朱静,田兴军,陈彬,吕劲紫.植物叶形的计算机识别系统[J].植物学通报,2005,22(5):599-604. 被引量:42
  • 3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
  • 4吴凤凰.模式识别在植物叶片识别中的应用[J].安徽农业科学,2007,35(1):285-285. 被引量:11
  • 5陈国良 王煦法 等.遗传算法及其应用[M].北京:人民邮电出版社,1999,5.433.
  • 6Farzin Mokhtarlan , Sadegh Abhasi. Matching Shapes With Serf-Intersections: Application to Leaf Classification[J]. IEEE transaction on image processing, vol,13, no.5, may 2004.
  • 7C. Im, H. Nishida. T.L Kunii,Recognizing plant species by leaf shapes-a case study of the Acer family[J]. Proc. Fuzzy Systems, 1 : 372-377.
  • 8Cheng H D, Jiang X H, Sun Y, and Wang J. Color image segmentation: aadvances and prospects[J]. Pattern Recognition, 2001, 34(12): 2259-2281.
  • 9Trussel H J, Saber E, and Vrhel M. Color image processing: basics and special issue overview[J]. IEEE Signal Processing Magazine, 2005, 22(1): 14-22.
  • 10Kurugollu F, Sankur B, and Harmanci A E. Color image segmentation using histogram multithresholding and fusion[J]. Image and Vision Computing, 2001, 19(13): 915-928.

共引文献99

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