Writer Specific Parameters for Online Signature Verification

被引:0
|
作者
Manjunatha, K. S. [1 ]
Manjunath, S. [2 ]
Guru, D. S. [1 ]
机构
[1] Univ Mysore, Dept Studies Comp Sci, Mysore 570006, Karnataka, India
[2] Cent Univ Kerala, Dept Comp Sci, Kasaragod 671316, India
关键词
Writer specific features; Writer dependent feature dimension; Symbolic representation; Online signature verification;
D O I
10.1007/978-981-10-3156-4_42
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we present a new model which is capable of handling variations in signatures for better representation by employing structure preserving feature selection method and representing the selected data in the form of interval representation scheme. The proposed model represents each writer with writer dependent dimension and authentication threshold. Decisions on the number of features to be used for each writer and the similarity threshold for deciding the authenticity of a given signature are arrived based on minimum equal error rate (EER) criteria. Based on the symbolic representation, a method of verification is proposed. The proposed model is tested for its effectiveness on benchmarking MCYT (DB1) and MCYT (DB2) datasets consisting of signatures of 100 and 330 writers respectively. The obtained results indicate the effectiveness of the proposed model.
引用
收藏
页码:407 / 416
页数:10
相关论文
共 50 条
  • [1] Online signature verification based on writer dependent features and classifiers
    Manjunatha, K. S.
    Manjunath, S.
    Guru, D. S.
    Somashekara, M. T.
    [J]. PATTERN RECOGNITION LETTERS, 2016, 80 : 129 - 136
  • [2] An Efficient Online Signature Verification Based on Feature Fusion and Interval Valued Representation of Writer Specific Features
    Vorugunti, Chandra Sekhar
    Guru, D. S.
    Pulabaigari, Viswanath
    [J]. 2019 5TH IEEE INTERNATIONAL CONFERENCE ON IDENTITY, SECURITY, AND BEHAVIOR ANALYSIS (ISBA 2019), 2019,
  • [3] High discriminant features for writer-independent online signature verification
    Jialin Long
    Chunzhi Xie
    Zhisheng Gao
    [J]. Multimedia Tools and Applications, 2023, 82 : 38447 - 38465
  • [4] High discriminant features for writer-independent online signature verification
    Long, Jialin
    Xie, Chunzhi
    Gao, Zhisheng
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (25) : 38447 - 38465
  • [5] Interval valued symbolic representation of writer dependent features for online signature verification
    Guru, D. S.
    Manjunatha, K. S.
    Manjunath, S.
    Somashekara, M. T.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2017, 80 : 232 - 243
  • [6] A two-tier ensemble approach for writer dependent online signature verification
    Bhowal, Pratik
    Banerjee, Debanshu
    Malakar, Samir
    Sarkar, Ram
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 13 (01) : 21 - 40
  • [7] A two-tier ensemble approach for writer dependent online signature verification
    Pratik Bhowal
    Debanshu Banerjee
    Samir Malakar
    Ram Sarkar
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 21 - 40
  • [8] Online Signature Verification: A Persian-Language Specific Approach
    Yahyatabar, M. E.
    Baleghi, Y.
    Karami, M. R.
    [J]. 2013 21ST IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2013,
  • [9] Writer-specific Dissimilarity Normalisation for Improved Writer-independent Off-line Signature Verification
    Swanepoel, Jacques
    Coetzer, Johannes
    [J]. 13TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR 2012), 2012, : 393 - 398
  • [10] Online Signature Verification System
    Julita, A.
    Fauziyah, S.
    Azlina, O.
    Mardiana, B.
    Hazura, H.
    Zahariah, A. M.
    [J]. CSPA: 2009 5TH INTERNATIONAL COLLOQUIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, PROCEEDINGS, 2009, : 8 - 12