Online and Offline Signature Verification: A Combined Approach

被引:13
|
作者
Radhika, K. S. [1 ]
Gopika, S. [1 ]
机构
[1] Rajagiri Sch Engn & Technol, Dept Comp Sci & Engn, Kochi, Kerala, India
关键词
Dynamic time warping; Gradient feature; Pen tip tracking; Projection feature; Signature Verification; Support Vector Machine;
D O I
10.1016/j.procs.2015.02.089
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Handwritten signature verification is an emerging area. In this paper, an automatic signature verification system has been proposed. This work focuses on both online and offline features of handwritten signatures and aims at combining their results to verify the signature. Signatures are collected for both online and offline. Online data collected is the signing process captured using a webcam and offline data collected are the scanned signatures. Initially both data undergoes appropriate preprocessing steps. Then feature extraction is done where features based on pen tip tracking are used in case of online and gradient and projection based features are used in case of offline method. Later the online and offline method verifies the signature separately and finally their results are combined and the signature is verified using SVM. Paper also compares the results of online, offline and combined approach. (C) 2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1593 / 1600
页数:8
相关论文
共 50 条
  • [31] Efficient Batch Verification of Online/Offline Short Signature for a Multi-Signer Setting
    CHEN Zhide1
    2.School of Computer Science and Software Engineering
    [J]. Wuhan University Journal of Natural Sciences, 2011, 16 (06) : 481 - 486
  • [32] Glove-based approach to online signature verification
    Kamel, Nidal S.
    Sayeed, Shohel
    Ellis, Grant A.
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2008, 30 (06) : 1109 - 1113
  • [33] Online/Offline Ring Signature Scheme
    Liu, Joseph K.
    Au, Man Ho
    Susilo, Willy
    Zhou, Jianying
    [J]. INFORMATION AND COMMUNICATIONS SECURITY, PROCEEDINGS, 2009, 5927 : 80 - +
  • [34] Online/Offline Attribute Based Signature
    Zhang, Shaojun
    Chen, Peng
    Wang, Jianfeng
    [J]. 2014 NINTH INTERNATIONAL CONFERENCE ON BROADBAND AND WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS (BWCCA), 2014, : 566 - 571
  • [35] A combined feature extraction model using SIFT and LBP for offline signature verification system
    Thakare, Bhushan S.
    Deshmukh, Hemant R.
    [J]. 2018 3RD INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2018,
  • [36] Offline Handwritten Signature Verification System Using a Supervised Neural Network Approach
    Jarad, Mujahed
    Al-Najdawi, Nijad
    Tedmori, Sara
    [J]. 2014 6TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (CSIT), 2014, : 189 - 195
  • [37] Offline Signature Verification: An Approach Based on User-Dependent Features and Classifiers
    Manjunatha, K. S.
    Annapurna, H.
    Guru, D. S.
    [J]. DATA ANALYTICS AND LEARNING, 2019, 43 : 235 - 243
  • [38] Cubic Bezier Curve Approach for Automated Offline Signature Verification with Intrusion Identification
    Vijayaragavan, Arun
    Visumathi, J.
    Shunmuganathan, K. L.
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [39] FEATURE SELECTION METHOD FOR OFFLINE SIGNATURE VERIFICATION
    Zulkarnain, Zuraidasahana
    Rahim, Mohd Shafry Mohd
    Othman, Nur Zuraifah Syazrah
    [J]. JURNAL TEKNOLOGI, 2015, 75 (04): : 79 - 84
  • [40] Comparative analysis of offline signature verification system
    Yadav, Deepti
    Tyagi, Ranbeer
    [J]. International Journal of Signal Processing, Image Processing and Pattern Recognition, 2015, 8 (11) : 355 - 364