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An Offline Signature Verification using Adaptive Resonance Theory 1 (ART1)
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 94 - Number 2 |
| Year of Publication: 2014 |
| Authors: Charu Jain, Priti Singh, Aarti Chugh |
10.5120/16313-5542
|
Charu Jain, Priti Singh, Aarti Chugh . An Offline Signature Verification using Adaptive Resonance Theory 1 (ART1). International Journal of Computer Applications. 94, 2 ( May 2014), 8-11. DOI=10.5120/16313-5542
Abstract
Automatic signature verification is a well-established and an active area of research with numerous applications such as bank check verification, ATM access, etc. This paper proposes a novel approach to the problem of automatic off-line signature verification and forgery detection. We have designed offline signature verification and recognition system (SVRS) using Adaptive Resonance Theory-1(ART 1). In this paper a standard database of 250 signatures is used for calculating the performance of SVRS. The training of our system is done using ART-1 that uses global features as input vector and the verification and recognition phase uses a two step process. In first step, the input vector is matched with stored reference vector which was used as training set & in second step cluster formation takes place. If our given pattern matches with the stored pattern, it is accepted otherwise new cluster is formed. The presented approach achieved a classification ratio of 97. 9% . The false acceptance rate (FAR) and false rejection rate (FRR) for given sample signatures is 2. 7% and 3. 9%.
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