• DocumentCode
    813860
  • Title

    Offline geometric parameters for automatic signature verification using fixed-point arithmetic

  • Author

    Ferrer, Miguel A. ; Alonso, Jesús B. ; Travieso, Carlos M.

  • Author_Institution
    Departamento de Senales y Comunicaciones, De Las Palmas de Gran Canaria Univ., Spain
  • Volume
    27
  • Issue
    6
  • fYear
    2005
  • fDate
    6/1/2005 12:00:00 AM
  • Firstpage
    993
  • Lastpage
    997
  • Abstract
    This paper presents a set of geometric signature features for offline automatic signature verification based on the description of the signature envelope and the interior stroke distribution in polar and Cartesian coordinates. The features have been calculated using 16 bits fixed-point arithmetic and tested with different classifiers, such as hidden Markov models, support vector machines, and Euclidean distance classifier. The experiments have shown promising results in the task of discriminating random and simple forgeries.
  • Keywords
    feature extraction; fixed point arithmetic; handwriting recognition; hidden Markov models; support vector machines; Cartesian coordinates; Euclidean distance classifier; automatic signature verification; fixed-point arithmetic; geometric signature feature; hidden Markov model; interior stroke distribution; offline geometric parameters; polar coordinates; signature envelope; support vector machine; Euclidean distance; Fixed-point arithmetic; Forgery; Handwriting recognition; Hidden Markov models; Shape; Support vector machine classification; Support vector machines; Testing; Writing; Automatic Signature Verification (ASV); Hidden Markov Models (HMM); Support Vector Machines (SVM); fixed-point arithmetic.; Algorithms; Artificial Intelligence; Automatic Data Processing; Computer Graphics; Handwriting; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reading; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique; User-Computer Interface;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2005.125
  • Filename
    1432728