Evaluation of the off-line signature verification by the hybrid model

被引:0
|
作者
Hoguro, M [1 ]
Umezaki, T [1 ]
Sugiura, M [1 ]
机构
[1] Nagoya Inst Technol, Grad Sch Engn, Nagoya, Aichi, Japan
关键词
off-line signature verification; PCA; DP matching and hybrid model;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we present an off-line signature verification method which combines three different algorithms for improving precision. Firstly, we got average error rate 19.0[%] as a result of DP matching with Gaussian filter, and 20.75[%] with thinning. A principal analysis method got an average error rate 23.5[%] in case of dividing to nine regions. We propose the system which extracts the individual characteristics of signatures by thinning and the Gaussian filtering. Furthermore, we combine it with legacy principal component analysis methods. We got 9.0[%] as a result of proposed method.
引用
收藏
页码:122 / 125
页数:4
相关论文
共 50 条
  • [41] Generation of Duplicated Off-Line Signature Images for Verification Systems
    Diaz, Moises
    Ferrer, Miguel A.
    Eskander, George S.
    Sabourin, Robert
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2017, 39 (05) : 951 - 964
  • [42] Off-line signature verification using generated training samples
    Fang, B
    Leung, CH
    Tang, YY
    OPTICAL INFORMATION PROCESSING TECHNOLOGY, 2002, 4929 : 388 - 397
  • [43] Learning strategies and classification methods for off-line signature verification
    Srihari, SN
    Xu, AH
    Kalera, MK
    NINTH INTERNATIONAL WORKSHOP ON FRONTIERS IN HANDWRITING RECOGNITION, PROCEEDINGS, 2004, : 161 - 166
  • [44] Off-line signature verification based on the modified direction feature
    Armand, Stephane
    Blumenstein, Michael
    Muthukkumarasamy, Vallipuram
    Leedham, Graham
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, PROCEEDINGS, 2006, : 509 - +
  • [45] Off-line signature verification -: Comparison of stroke extraction methods
    Kovari, Bence
    Horvath, Aron
    Kertesz, Zsolt
    Illes, Csaba
    ICSOFT 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL PL/DPS/KE/MUSE, 2007, : 270 - +
  • [46] Tracking of feature and stroke positions for off-line signature verification
    Fang, B
    2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2002, : 965 - 968
  • [47] Learning Discriminative Feature Hierarchies for Off-line Signature Verification
    Lai, Songxuan
    Jin, Lianwen
    PROCEEDINGS 2018 16TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR), 2018, : 175 - 180
  • [48] Off-line signature verification by the tracking of feature and stroke positions
    Fang, B
    Leung, CH
    Tang, YY
    Tse, KW
    Kwok, PCK
    Wong, YK
    PATTERN RECOGNITION, 2003, 36 (01) : 91 - 101
  • [49] A comparison of SVM and HMM classifiers in the off-line signature verification
    Justino, EJR
    Bortolozzi, F
    Sabourin, R
    PATTERN RECOGNITION LETTERS, 2005, 26 (09) : 1377 - 1385
  • [50] Off-line signature verification by local granulometric size distributions
    Sabourin, R
    Genest, G
    Preteux, FJ
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (09) : 976 - 988