Writer-Independent Offline Signature Verification using LBP and NN

Kumar, Ashok; Rastogi, Rahul

doi:10.1109/com-it-con54601.2022.9850831

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Doi:1048047/ijfans/v11/i12/2041

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2023

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“…Offline signature verification could be approached in two ways: writer dependent and writer independent. The writer independent scenario is preferable to writer dependent techniques because a writer dependent system must be retrained with every new writer in order for it to work [7] . It costs a lot for a system that depends on people, like a bank, where new customers might open accounts every day.…”

Section: Doi:1048047/ijfans/v11/i12/204mentioning

confidence: 99%

A Siamese Network based Writer Independent Offline Signature Verification

2023

ijfans

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Signatures are frequently used for both personal authorization and verification. The signatures on numerous papers, including legal agreements and bank checks, must be verified. Offline signature verification is a type of authentication that examines the physical action of signing while measuring the characteristics of an user's handwriting. In the present paper, an offline signature verification method was developed utilising Convolutional Siamese Network of Deep Learning [4]. Convolutional Siamese networks, which are dual networks that shares parameters, can be developed to acquire a feature map. Thus, Convolutional Siamese network is employed to verify the person's signature to a input signature that is saved in the database. Research has been conducted with a dataset of signatures that includes 750 signatures from 30 different individuals. An Accuracy of 91.6% was attained by the proposed solution.

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Section: Doi:1048047/ijfans/v11/i12/204mentioning

confidence: 99%

A Siamese Network based Writer Independent Offline Signature Verification

2023

ijfans

View full text Add to dashboard Cite

show abstract

Writer-Independent Offline Signature Verification using LBP and NN

Cited by 1 publication

References 8 publications

A Siamese Network based Writer Independent Offline Signature Verification

A Siamese Network based Writer Independent Offline Signature Verification

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