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 55
- Downloads 0
Named Entity Recognition (NER) System for Hindi Language Using Combination of Rule Based Approach and List Look Up Approach
amed Entity Recognition is a discipline for recognition of named entities in a document associating them with the proper typ es. Information Extraction is the main requirement of Named Entity Recognition (NER)...
Importance of Soft Skills in Project Management
Project management is one of the areas of business management, where a project manager has the sole responsibility to manage the project effectively. So, project manager needs a number of sk...
TQM practices in garments industry from the perspective of Bangladesh
The export - oriented RMG sector has made crucial contribution to this abovementioned transformation of theBangladesh economy. The export - oriented readymade garments (RMG) sector in Bangladesh started its...
Energy Efficient Clustering Techniques for Wireless Sensor Networks - A Review
The applications of Wireless Sensor Networks (WSNs) are growing at rapid pace and providing pervasive computing environments. Energy constraints is the most critical issue in sensor application s and that needs be optimi...
An Analytical Review On Solar Water Heater
Solar water heater has comprehensive variety of functions in homely as well as industrial category requirements of hot water. According to Renewable Energy Policy Network data (2011), more than...