Title :
On Automatic Authenticity Verification of Printed Security Documents
Author :
Garain, Utpal ; Halder, Biswajit
Author_Institution :
India Stat. Inst., Kolkata
Abstract :
This paper presents a pioneering effort to involve machine in checking document authenticity. A particular class of security documents has been considered for the present experiment. Bank cheques, several kinds of tickets like lottery tickets, air tickets, etc., legal deeds, certificates, mark sheets, postal stamps, etc. all these documents fall under the same class as far as security is concerned. Criminalspsila efforts for generating fraudulent version of such documents are on the rise. This study attempts to develop a general framework for automatic authenticity verification of such security documents. The proposed method first computationally extracts the security features from the document images and then the notion of authenticity vs. duplicity is defined in the feature space. Bank cheques are taken as a reference for conducting experiment. Support vector machines (SVMs) are used to verify authenticity of these cheques. Non-linear kernel functions are used to conduct this experiment. Results show that a polynomial kernel based SVM gives about 99.5% accuracy discriminating duplicate cheques from genuine ones. This strongly attests the viability of the proposed approach for machine authentication of printed security documents.
Keywords :
document image processing; feature extraction; formal verification; security of data; support vector machines; automatic authenticity verification; document images; fraudulent version; machine authentication; nonlinear kernel functions; printed security documents; security features; support vector machines; Authentication; Computer vision; Feature extraction; Forensics; Kernel; Law; Legal factors; Printing; Security; Support vector machines; authenticity verification; bank cheques; forensic document examination; security document;
Conference_Titel :
Computer Vision, Graphics & Image Processing, 2008. ICVGIP '08. Sixth Indian Conference on
Conference_Location :
Bhubaneswar
Print_ISBN :
978-0-7695-3476-3
Electronic_ISBN :
978-0-7695-3476-3
DOI :
10.1109/ICVGIP.2008.67