• Ms.Zareen Shaikh
• Deivat Chavan
• Deven Mhabdi

Signature verification is a procedure aimed at confirming the authenticity of a signature. Handwritten signatures are used extensively for individual authentication in administrative and financial organizations Each individual's signature is an individual sequence of symbols and strokes typical of his or her handwriting style Signatures are legal forms of authentication. Signature verification software compares a questionable signature (e.g., on paper) against prior provided signatures of the same individual It authenticates, eliminating human errors in the process and decreasing fraud possibility. The software returns an amount of confidence that indicates how similar the signature is to the comparison signatures. This software uses technologies like: Sensor Technology, Online and offline signatures, Implementation of Deep Learning modules, Extraction of images from real world documents. Benefits of Signature Verification System: Non-invasive, Forgery reduced, Cost saving, Automation and efficiency.

Verifiation of Signature using ML

"Signature Verification System using CNN", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.12, Issue 2, page no.f495-f499, February-2025, Available :http://www.jetir.org/papers/JETIR2502569.pdf

"Signature Verification System using CNN", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.12, Issue 2, page no. ppf495-f499, February-2025, Available at : http://www.jetir.org/papers/JETIR2502569.pdf