Parent Signature Verification System Using Deep Learning
Abstract & Details
Research Area
Computer Technology
Keywords
Signature Verification techniques
Convolution Neural Network
Decision Making
Image resizing
open CV.
Abstract
Ever since dawn of time, the practice of documentation verification has been crucially significant. Throughout centuries, emblems and other official markings have indeed been employed, but a signature having emerged being one of the most potent and well recognized means of verification, even currently. Distinctive signatures are one of the most valuable biometric traits and among the most often used kinds of documentation or transactional verification. Manual validation are some of the most time-consuming and inefficient methods of verification. As a result, an accurate and effective strategy has been described in this article to optimize the process that allows for quicker and more precise validation. The devised approach utilizes Convolutional Neural Networks to attain the signature verification after rigorous training using the leading signature datasets. The approach has been evaluated for its errors through in-depth assessment using experimentations that resulted in an acceptable performance.
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Ms.Kokate Sakshi Navnath | P.Dr.V.Vikhe Patil Institute of Technology and Engineering (Polytechnic),Loni |
| 2 | Ms.Dixit Aarti Lemkant | P.Dr.V.Vikhe Patil Institute of Technology and Engineering (Polytechnic),Loni |
| 3 | Ms.Dhokane Satyaki Sitaram | P.Dr.V.Vikhe Patil Institute of Technology and Engineering (Polytechnic),Loni |
| 4 | Ms.Shinde Divya Ambadas | P.Dr.V.Vikhe Patil Institute of Technology and Engineering (Polytechnic),Loni |
| 5 | Mr.Asharfali Shaikh | P.Dr.V.Vikhe Patil Institute of Technology and Engineering (Polytechnic),Loni |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Navnath, Ms.Kokate Sakshi, Lemkant, Ms.Dixit Aarti, Sitaram, Ms.Dhokane Satyaki, Ambadas, Ms.Shinde Divya, & Shaikh, Mr.Asharfali (2024). Parent Signature Verification System Using Deep Learning. International Journal of Advance Research and Innovative Ideas In Education, 10(2), 2892-2898.
MLA Style
Navnath, Ms.Kokate Sakshi, et al. "Parent Signature Verification System Using Deep Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, 2024, pp. 2892-2898.
IEEE Style
Ms.Kokate Sakshi Navnath, Ms.Dixit Aarti Lemkant, Ms.Dhokane Satyaki Sitaram, Ms.Shinde Divya Ambadas, and Mr.Asharfali Shaikh, "Parent Signature Verification System Using Deep Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, pp. 2892-2898, 2024.
Vancouver Style
Navnath Ms.Kokate Sakshi, Lemkant Ms.Dixit Aarti, Sitaram Ms.Dhokane Satyaki, Ambadas Ms.Shinde Divya, Shaikh Mr.Asharfali. Parent Signature Verification System Using Deep Learning. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(2):2892-2898.
Harvard Style
Navnath, Ms.Kokate Sakshi, Lemkant, Ms.Dixit Aarti, Sitaram, Ms.Dhokane Satyaki, Ambadas, Ms.Shinde Divya, & Shaikh, Mr.Asharfali (2024) 'Parent Signature Verification System Using Deep Learning', International Journal of Advance Research and Innovative Ideas In Education, 10(2), pp. 2892-2898.
Chicago Style
Navnath, Ms.Kokate Sakshi, et al. "Parent Signature Verification System Using Deep Learning." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 2892-2898.
Turabian Style
Navnath, Ms.Kokate Sakshi, et al. "Parent Signature Verification System Using Deep Learning." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 2892-2898.
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