Signature Verification Using Support VectorMachine(SVM)
Journal Title: International Journal of Scientific Research and Management - Year 2017, Vol 5, Issue 5
Abstract
Automated signature verificationhas many applications in our daily lifelikeBank-cheque processing,document authentication, ATM access etc. Handwritten signatures have proved to be important inauthenticating a person's identity, who is signing the document.In this paper we present an off-linesignature verification and recognition system using the global, directional and grid features of signatures.Support vector machine (SVM) was used to verify and classify the signatures.As there are unique andimportant variations in the feature elements of each signature, so in orderto match a particular signaturewith the database, the structural parameters of the signatures along with the local variations in thesignature characteristics are used.The artificial neural networks are trained by these characteristic. Thesystem uses the features extracted from the signatures such as centroid, height–width ratio, total area,first and second order derivatives, quadrant areas etc. After the verification of the signature the anglefeatures are used in fuzzy logic based system for forgerydetection and theperformance is increasesapproximately (80%) when usingSVM as a classifier
Authors and Affiliations
Ravinder kumar
Keywords
Related Articles
- EP ID EP312937
- DOI -
- Views 63
- Downloads 0
Impact of Poor Implementation of Welfare Policies on Training and Development on the Performance of Academic Staff in Selecte d Federal Universities in South - South Nigeria
The study on impact of poor implementation of welfare policies on training and development on the pe rformance of academic staff in selected federal Universities in South - South Nigeria was carried out to examine the ex...
Interaction of Satisfaction level, work Life Balance and Work Environment by motivation in Higher Education professionals, in National Capital Region of Delhi
Higher education to service quality education institutes by professionals in Delhi & NCR Region, The data were collected in two phases and are based on the 285 samples collected from selected...
A Generalized Andre Plane of order
A translation plane of order 3 4 is constructed. It is shown that the plane is a generalized Andre plane and computed the translation complement of the plane .It is fo u nd to be o f order 6400
Family Business Management in Small and Medium Enterprises at Nellore District
Family businesses constitute most businesses in India. Economic liberalization and rapid expansion in the industrial base in recent years have not only created growth opportunities for many but also have tested their...
Is there a r ole of CT in the evaluation of Proptosis
OBJECTIVES : To a ssess the role of Computed Tomography in the evaluation of proptosis . MATERIAL AND METHODS : 80 patients presenting with proptosis were evaluated for CT scan Orbits. Role of CT was evaluated in c...