Automated Signature Verification for Academic Records: Enhancing Document Integrity and Administrative Efficiency

Adith D S, Shyma Kareem

Abstract: The Signature Verification System is designed to enhance the security and integrity of document - related documents by providing a reliable solution for verifying signatures. This system aims to reduce the risk of forgery and ensure the authenticity of signatures on important documents, such as admission forms, exam papers, transcripts, and certificates. By integrating this system into the existing college administration processes, we aim to streamline and automate the verification process, thus improving efficiency and reducing the need for manual effort.

Keywords: Deep learning models, Forgery detection, Pattern Recognition, Image preprocessing, Feature extraction, Signature classification, Behavioral signature analysis, Anomaly detection, Signature region localization, Document authenticity checking