THE RESEARCH OF VEHICLE RECOGNITION BASED ON SVM

被引:0
作者
Tong, Gang [1 ]
Qin, Kesheng [1 ]
Zhai, Min [1 ]
机构
[1] Qingdao Univ Sci & Technol, Coll Automat & Elect Engn, Qingdao 266042, Peoples R China
来源
3RD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE (ITCS 2011), PROCEEDINGS | 2011年
关键词
Support Vector Machine; Vehicle Recognition; Freeman Chain Code; MOMENT INVARIANTS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A kind of image recognition algorithms for recognizing automobile type based on the Supporting Vector Machine (SVM) is studied in the article. "Toll Road Vehicle Classification Passing Charge" is adopted in this dissertation as the vehicle classification standard. First, the vehicle image was extracted from video image using target tracking algorithm. Then this article describes image pretreatment and feature extraction which contains geometry and moment invariant feature based on Freeman Chain Code.Finally the type of the vehicle was obtained using SVM classifier. Besides, comparing with the traditional algorithm, this algorithm utilizes less core functions, has smaller calculate amount, and can resolve such problems as minor sample book,nonlinearity and part fairly good minimal point well. The experiment indicates that the algorithm owing to the Supporting Vector Machine has much better functions.
引用
收藏
页码:331 / 334
页数:4
相关论文
共 6 条
  • [1] VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS
    HU, M
    [J]. IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02): : 179 - &
  • [2] FAST COMPUTATION OF MOMENT INVARIANTS
    LI, BC
    JUN, S
    [J]. PATTERN RECOGNITION, 1991, 24 (08) : 807 - 813
  • [3] Mingyuan Bian, 2001, J WUHAN UNIV TECHNOL, P67
  • [4] Naiyang Deng, 2009, THEORY ALGORITHM EXP, P51
  • [5] Yujin Zhang, IMAGE PROJECT IMAGE, P206
  • [6] Using moment invariants and HMM in facial expression recognition
    Zhu, Y
    De Silva, LC
    Ko, CC
    [J]. PATTERN RECOGNITION LETTERS, 2002, 23 (1-3) : 83 - 91