Offline signature verification system using Hidden Markov Model in MATLAB environment

被引：0
|
作者：
Ahmad, Sharifah Mumtazah Syed [1 ]
Shakil, Asma [1 ]
Balbed, Mustafa Agil Muhamad [1 ]
机构：
[1] UNITEN, Coll Informat Technol, KM 7, Kajang 43009, Selangor, Malaysia
来源：
WSEAS: ADVANCES ON APPLIED COMPUTER AND APPLIED COMPUTATIONAL SCIENCE | 2008年
关键词：
offline signature verification; Hidden Markov Model (HMM); Z-score analysis; AMTLAB; image processing;
D O I：
暂无
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
This paper describes the design and development of a reliable offline signature verification system developed in MATLAB environment. The preprocessing methods, the feature extraction mechanism, the HMM modeling technique and the decision making algorithm used in the system are presented. The training and testing phases are also discussed in detail with testing having been carried out rigorously on Sigma [1] database - which reflects testing results in an actual application environment.
引用
收藏
页码：536 / +
页数：2
相关论文
共 50 条
  • [21] A new system for offline signature identification and verification
    Ghandali, Samaneh
    Moghaddam, Mohsen Ebrahimi
    Khosravi, Mohammad Javad
    INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2012, 5 (02) : 123 - 131
  • [22] Offline Handwritten Signature Verification System Using Random Forest Classifier
    Thenuwara, Maduhansi
    Nagahamulla, Harshani R. K.
    2017 17TH INTERNATIONAL CONFERENCE ON ADVANCES IN ICT FOR EMERGING REGIONS (ICTER) - 2017, 2017, : 191 - 196
  • [23] Identification and verification system of offline handwritten signature using fractal approach
    Zouari, Ramzi
    Mokni, Raouia
    Kherallah, Monji
    2014 FIRST INTERNATIONAL IMAGE PROCESSING, APPLICATIONS AND SYSTEMS CONFERENCE (IPAS), 2014,
  • [24] An Automated System for Offline Signature Verification and Identification Using Delaunay Triangulation
    Jan, Zahoor
    Muhammad, Hayat
    Rafiq, Muhammad
    Zada, Noor
    NEW CONTRIBUTIONS IN INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 1, PT 1, 2015, 353 : 653 - 663
  • [25] Offline signature verification using shape correspondence
    Narwade P.N.
    Sawant R.R.
    Bonde S.V.
    Narwade, Pradeep N. (narwade.pradeep@gmail.com), 2018, Inderscience Publishers (10) : 272 - 289
  • [26] Offline Signature Verification using Clustering Technique
    Pandya, Varun
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE (PRAI 2019), 2019, : 92 - 95
  • [27] Offline Signature Verification Using Shape Dissimilarities
    Narayan, Narwade Pradeep
    Bonde, S. V.
    Doye, D. D.
    2015 International Conference on Communication, Information & Computing Technology (ICCICT), 2015,
  • [28] Offline Signature Verification using the Trace Transform
    Kumar, M. Manoj
    Puhan, N. B.
    SOUVENIR OF THE 2014 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2014, : 1066 - 1070
  • [29] Offline signature verification using shape correspondence
    Narwade, Pradeep N.
    Sawant, Rajendra R.
    Bonde, Sanjiv, V
    INTERNATIONAL JOURNAL OF BIOMETRICS, 2018, 10 (03) : 272 - 289
  • [30] Offline Signature Verification Using Textural Descriptors
    Hadjadj, Ismail
    Gattal, Abdeljalil
    Djeddi, Chawki
    Ayad, Mouloud
    Siddiqi, Imran
    Abass, Faycel
    PATTERN RECOGNITION AND IMAGE ANALYSIS, IBPRIA 2019, PT II, 2019, 11868 : 177 - 188
12345