On the Power of Feature Analyzer for Signature Verification

UIU Institutional Repository

    • Login
    View Item 
    •   UIU DSpace Home
    • School of Science and Engineering (SoSE)
    • Department of Computer Science and Engineering (CSE)
    • Faculty Publications
    • View Item
    •   UIU DSpace Home
    • School of Science and Engineering (SoSE)
    • Department of Computer Science and Engineering (CSE)
    • Faculty Publications
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    On the Power of Feature Analyzer for Signature Verification

    Thumbnail
    View/Open
    On the Power of Feature Analyzer for Signature Verification.pdf (234.9Kb)
    Date
    2012-12-06
    Author
    Rahman, Chowdhury Mofizur
    Mahmud, Jalal Uddin
    Metadata
    Show full item record
    Abstract
    This paper is concerned with verification of signatures using feature analysis and non linear classifier. Signatures are collected and scanned to obtain input image. Preprocessing involves removal of noise and making the input image size invariant. Feature analyzer can reduce the large domain of feature space and extract invariable information. Because of non linearity present in the input, a non linear classifier is used. Instead of using feed forward neural network, multiple feed forward neural networks are used which are trained in the form of ensemble. Using such ensemble makes the system more general than a regular single neural network based system. Resilient back propagation algorithm has been used for each neural network training to achieve faster recognition. Significant amount of training and testing has been performed using 10 fold cross validation and resultant impressive recognition accuracy (More than 90%) proves the effectiveness of the system.
    URI
    http://dspace.uiu.ac.bd/handle/52243/78
    Collections
    • Faculty Publications [10]

    Copyright 2003-2017 United International University
    Contact Us | Send Feedback
    Developed by UIU CITS
     

     

    Browse

    All of DSpaceCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

    My Account

    LoginRegister

    Copyright 2003-2017 United International University
    Contact Us | Send Feedback
    Developed by UIU CITS