Welcome to Journal of Beijing Institute of Technology
Volume 14Issue 4
.
Turn off MathJax
Article Contents
WANG Xiao-hua, WANG Xiao-guang. Improved Approach Based on SVM for License Plate Character Recognition[J]. JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2005, 14(4): 378-381.
Citation: WANG Xiao-hua, WANG Xiao-guang. Improved Approach Based on SVM for License Plate Character Recognition[J].JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2005, 14(4): 378-381.

Improved Approach Based on SVM for License Plate Character Recognition

  • Received Date:2004-04-22
  • An improved approach based on support vector machine (SVM) called the center distance ratio method is presented for license plate character recognition. First the support vectors are pre-extracted. A minimal set called the margin vector set, which contains all support vectors, is extracted. These margin vectors compose new training data and construct the classifier by using the general SVM optimized. The experimental results show that the improved SVM method does well at correct rate and training speed.
  • loading
  • [1]
    Vapnik V.T he nature of statistical lear ning theory[M]. New Yo rk:Springer V er lag, 1995.
    [2]
    Burg es C J C.A tutor ial on support v ector machines forpattern recognition[J]. Data M ining and KnowledgeDiscov er y, 1998, 2(2):1-47.
    [3]
    Smola A.Regr ession estimation with suppor t vectorlearning machines[D]. M unich:T echnology U niversityof M umchen, 1996.
    [4]
    Cortes C, V apnik V.Support vector networ ks[J]. M achine Learning, 1995, 20:273-197.
    [5]
    A mar i S, Wu S.Improv ing support vector machine classifier by modifying kernel function[J]. Neural Netwo rks, 1999, 12:783-789.
    [6]
    Osuna E, Freund R, G irosi F, et al.T raining suppor tv ector machines:an application to face detection[Z]. IEEE Conference on Computer Vision and P attern Recognition, Puer to Rico, 1997.
    [7]
    Osuna E, Freund R, Girosi F.Support vector machines:tr aining and application[R]. Cambridg e, MA:M assachusetts Institute of T echnology, AI L ab, 1997.
    [8]
    Jiao Licheng, Zhang L i.Pre ex tracting support vectorsfor support vector machine[J]. A cta Electr onica Sinica, 2001, 29(3):383-386.(in Chinese)
    [9]
    Huang Zhibin.Algorit hm of L quick binarization cater ingto license plate of vehicle[J]. Journal of Huaqiao U niversity(N atural Science), 2002, 23(4):427-430.(in Chinese)
  • 加载中

Catalog

    通讯作者:陈斌, bchen63@163.com
    • 1.

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (205) PDF downloads(2) Cited by()
    Proportional views
    Related

    /

      Return
      Return
        Baidu
        map