A Novel Recognition Method for Nigeria Paper Currency Based on Support Vector Machine & Genetic Algorithms

被引：0
|
作者：
He, Jian-biao [1 ]
Zhang, Hua-min [1 ]
Jin, Ou
Hu, Zhi-Gang
Zhang, Jian
机构：
[1] Cent S Univ, Changsha, Hunan, Peoples R China
来源：
INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING BIOMEDICAL ENGINEERING, AND INFORMATICS (SPBEI 2013) | 2014年
关键词：
D O I：
暂无
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
This paper presents a novel recognition method for paper currency based on support vector machine(SVM) and genetic algorithm. Firstly the scaned original paper currency images are pre-processed by applying hough transform to obtain data sets of regulated samples, which are further divided into two collections with one as train sets and the other as test sets. The feature vectors are then extracted from the regulated images for the learning or verifying of SVM with radical basis function (RBF)[1]. Genetic algorithm is applied to optimize the parameters -c and -g of the classification model for better classifying performance. The proposed model has been used for the recognition of Nigeria paper currencies and shows promising results.
引用
收藏
页码：1087 / 1094
页数：8
相关论文
共 50 条
  • [21] Stability recognition of tunnel cavern foundation based on support vector machines with genetic algorithms
    College Civil and Hydraulic Engineering, Dalian University of Technology, Dalian 116024, China
    Liaoning Gongcheng Jishu Daxue Xuebao (Ziran Kexue Ban), 2007, 5 (703-705):
  • [22] Automatic Digital Modulation Recognition Based on Novel Features and Support Vector Machine
    Hassanpour, Salman
    Pezeshk, Amir Mansour
    Behnia, Fereidoon
    2016 12TH INTERNATIONAL CONFERENCE ON SIGNAL-IMAGE TECHNOLOGY & INTERNET-BASED SYSTEMS (SITIS), 2016, : 172 - 177
  • [23] A facial expression recognition approach based on novel support vector machine tree
    Xu, Qinzhen
    Zhang, Pinzheng
    Yang, Luxi
    Pei, Wenjiang
    He, Zhenya
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 374 - +
  • [24] Research on paper currency recognition based on neural networks and genetic algorithm
    Zhang, EH
    Jiang, B
    Zhang, ZG
    Hu, T
    Xue, YX
    ISTM/2005: 6TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-9, CONFERENCE PROCEEDINGS, 2005, : 1178 - 1181
  • [25] Recognition method of radar signal based on rough set and support vector machine
    Chen Ting
    Luo Jingqing
    2007 4TH INTERNATIONAL SYMPOSIUM ON ELECTROMAGNETIC COMPATIBILITY PROCEEDING: EMC 2007, 2007, : 486 - 490
  • [26] Face Recognition Method Based on Independent Component Analysis and Support Vector Machine
    Kong, Rui
    Zhang, Bing
    2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL I, 2011, : 118 - 121
  • [27] A simple method for Chinese license plate recognition based on Support Vector Machine
    Chi, Xiaojun
    Dong, Junyu
    Liu, Aihua
    Zhou, Huiyu
    2006 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1-4: VOL 1: SIGNAL PROCESSING, 2006, : 2141 - +
  • [28] Face recognition method based on support vector machine and particle swarm optimization
    Jin Wei
    Zhang Jian-qi
    Zhang Xiang
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (04) : 4390 - 4393
  • [29] Iris recognition method based on independent component analysis and support vector machine
    Wang, Yong
    Xu, Lu-Ping
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2007, 36 (03): : 583 - 586
  • [30] Face Recognition Method Based on Independent Component Analysis and Support Vector Machine
    Kong, Rui
    Zhang, Bing
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VI, 2010, : 120 - 123
12345