A Combined Method for On-Line Signature Verification

被引:2
|
作者
Boyadzhieva, Desislava [1 ]
Gluhchev, Georgi [1 ]
机构
[1] Inst Informat & Commun Technol, BG-1113 Sofia, Bulgaria
关键词
On-line signature verification; neural networks; feature selection; SUsig database; forgery signatures;
D O I
10.2478/cait-2014-0022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
combined method for on-line signature verification is presented in this paper. Moreover, all the necessary steps in developing a signature recognition system are described: signature data pre-processing, feature extraction and selection, verification and system evaluation. NNs are used for verification. The influence of the signature forgery type (random and skilled) over the verification results is investigated as well. The experiments are carried out on SUsig database which consists of genuine and forgery signatures of 89 users. The average accuracy is 98.46%.
引用
收藏
页码:92 / 97
页数:6
相关论文
共 50 条
  • [1] On-line signature verification
    Jain, AK
    Griess, FD
    Connell, SD
    PATTERN RECOGNITION, 2002, 35 (12) : 2963 - 2972
  • [2] The modified DTW method for on-line automatic signature verification
    Cho, DU
    Bae, YLJ
    Ko, IS
    NETWORK AND PARALLEL COMPUTING, PROCEEDINGS, 2005, 3779 : 335 - 342
  • [3] A Method of On-Line Signature Verification with Consistent Spectral Features
    Xia, Xinghua
    Luan, Fangjun
    Chen, Zhili
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON LOGISTICS, ENGINEERING, MANAGEMENT AND COMPUTER SCIENCE (LEMCS 2015), 2015, 117 : 801 - 805
  • [4] Automatic on-line signature verification
    Nalwa, VS
    PROCEEDINGS OF THE IEEE, 1997, 85 (02) : 215 - 239
  • [5] A Survey of On-line Signature Verification
    Zhang, Zhaoxiang
    Wang, Kaiyue
    Wang, Yunhong
    BIOMETRIC RECOGNITION: CCBR 2011, 2011, 7098 : 141 - 149
  • [6] Practical On-Line Signature Verification
    Pascual-Gaspar, J. M.
    Cardenoso-Payo, V.
    Vivaracho-Pascual, C. E.
    ADVANCES IN BIOMETRICS, 2009, 5558 : 1180 - 1189
  • [7] New method for the on-line signature verification based on horizontal partitioning
    Cpalka, Krzysztof
    Zalasinski, Marcin
    Rutkowski, Leszek
    PATTERN RECOGNITION, 2014, 47 (08) : 2652 - 2661
  • [8] Methods of Alignment for On-Line Signature Verification
    Xia, Xinghua
    Luan, Fangjun
    Wang, Shoujin
    Yang, Dafang
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON LOGISTICS, ENGINEERING, MANAGEMENT AND COMPUTER SCIENCE (LEMCS 2015), 2015, 117 : 1835 - 1838
  • [9] Template Selection for On-line Signature Verification
    Liu, Ningning
    Wang, Yunhong
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 1921 - 1924
  • [10] Novel Algorithm for the On-Line Signature Verification
    Zalasinski, Marcin
    Cpalka, Krzysztof
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II, 2012, 7268 : 362 - 367