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
  • [11] An HMM on-line signature verification algorithm
    Muramatsu, D
    Matsumoto, T
    AUDIO-BASED AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2003, 2688 : 233 - 241
  • [12] On-line Signature Verification Using ANFIS
    Dehghani, Elaheh
    Moghaddam, Mohsen Ebrahimi
    2009 PROCEEDINGS OF 6TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2009), 2009, : 546 - 549
  • [13] Threshold equalization for on-line signature verification
    Nakanishi, Isao
    Sakamoto, Hiroyuki
    Itoh, Yoshio
    Fukui, Yutaka
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2008, E91A (08): : 2244 - 2247
  • [14] DeepSign: Deep On-Line Signature Verification
    Tolosana R.
    Vera-Rodriguez R.
    Fierrez J.
    Ortega-Garcia J.
    IEEE Transactions on Biometrics, Behavior, and Identity Science, 2021, 3 (02): : 229 - 239
  • [15] Threshold equalization for on-line signature verification
    Graduate School of Engineering, Tottori University, Tottori-shi, 680-8552, Japan
    IEICE Trans Fund Electron Commun Comput Sci, 2008, 8 (2244-2247):
  • [16] Prolog to automatic on-line signature verification
    Esch, J
    PROCEEDINGS OF THE IEEE, 1997, 85 (02) : 213 - 214
  • [17] Signature alignment based on GMM for on-line signature verification
    Xia, Xinghua
    Chen, Zhili
    Luan, Fangjun
    Song, Xiaoyu
    PATTERN RECOGNITION, 2017, 65 : 188 - 196
  • [18] On-line signature verification using vertical signature partitioning
    Cpalka, Krzysztof
    Zalasinski, Marcin
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (09) : 4170 - 4180
  • [19] Robust on-line signature verification by new segmentation method and fusion model
    Ryu, SY
    Lee, DJ
    Lee, SJ
    Chun, MG
    SICE 2003 ANNUAL CONFERENCE, VOLS 1-3, 2003, : 1590 - 1595
  • [20] On-line signature verification method utilizing feature extraction based on DWT
    Nakanishi, I
    Nishiguchi, N
    Itoh, Y
    Fukui, Y
    PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL IV: DIGITAL SIGNAL PROCESSING-COMPUTER AIDED NETWORK DESIGN-ADVANCED TECHNOLOGY, 2003, : 73 - 76