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Signature Recognition System Using ML

Shivakumar C Chikkanaragund

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Paper Contents

Abstract

This project presents a Signature Recognition System using Machine Learning to automatically verify and identify handwritten signatures. The system processes signature images using preprocessing techniques such as noise removal and normalization, extracts distinctive features, and applies machine learning models to classify genuine and forged signatures. The proposed approach improves accuracy, reduces manual verification effort, and enhances security in applications like banking, document authentication, and access control.

Copyright

Copyright © 2025 Shivakumar C Chikkanaragund. This is an open access article distributed under the Creative Commons Attribution License.

Paper Details
Paper ID: IJPREMS51200031055
ISSN: 2321-9653
Publisher: ijprems
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The International Journal of Progressive Research in Engineering, Management and Science is a peer-reviewed, open access journal that publishes original research articles in engineering, management, and applied sciences.

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