Signature verification using siamese neural network one-shot learning

MV Arısoy - International Journal of Engineering and Innovative …, 2021 - dergipark.org.tr
With the acceleration of digitalization in all areas of our lives, the need for biometric
verification methods is increasing. The fact that biometric data is unique and biometric …

[PDF][PDF] A comparative study of transfer learning models for offline signature verification and forgery detection

KS Sharvari - Journal of University of Shanghai for Science and …, 2021 - jusst.org
Recognising one's identity to enter a system is called authentication. This process can take
various forms where users input the system with a set of identifying credentials to access the …

Offline handwritten signature forgery verification using deep learning methods

PD Hung, PS Bach, BT Vinh, NH Tien… - Smart Trends in Computing …, 2022 - Springer
Offline signature verification is one of the most challenging tasks in biometric authentication.
Despite recent advances in this field using image recognition and deep learning, there are …

Siamese network for learning genuine and forged offline signature verification

AB Jagtap, DD Sawat, RS Hegadi… - Recent Trends in Image …, 2019 - Springer
This work aims to use a Siamese network to verify between genuine and forged signatures
by making signature embeddings more robust. Currently, the Siamese network is most …

Handwritten signature verification using deep learning

E Alajrami, BAM Ashqar, BS Abu-Nasser, AJ Khalil… - 2020 - philpapers.org
Every person has his/her own unique signature that is used mainly for the purposes of
personal identification and verification of important documents or legal transactions. There …

Verification of genuine and forged offline signatures using Siamese Neural Network (SNN)

AB Jagtap, DD Sawat, RS Hegadi… - Multimedia Tools and …, 2020 - Springer
Deep learning plays very important role in almost all domains and application areas of AI
like computer vision, biometrics, NLP, Healthcare etc. However, when there is lack of …

[PDF][PDF] A Review-Signature Verification System Using Deep Learning: A Challenging Problem

P Patil, B Patil - International Journal of Scientific Research in …, 2021 - academia.edu
One of the challenging and effective way of identifying person through biometric techniques
is Signature verification as compared to traditional handcrafted system, where a forger has …

[PDF][PDF] An enhanced artificial neural network based offline signature verification and recognition system

S Adke, PAP Khekar - International Journal of Engineering Research …, 2013 - academia.edu
Today's society has placed biometrics at the vital position to cater the needs of security
requirements. Handwritten signature is one such biometric behavioural characteristic which …

DeepSignature: fine-tuned transfer learning based signature verification system

S Naz, K Bibi, R Ahmad - Multimedia Tools and Applications, 2022 - Springer
With the rapid advancement in computer science and information technology, the demand
for authentication of a person in different organizations, institutions, banks or online trading …

Deep Learning Approach to Offline Signature Forgery Prevention

P Blessy, K Kathiresan… - 2023 9th International …, 2023 - ieeexplore.ieee.org
Image analytics solutions are very crucial for not only security, but also for authentication
purposes. One such intriguing new Deep Learning application is automatic signature …