Handwritten signature verification using deep learning

E Alajrami, BAM Ashqar, BS Abu-Nasser, AJ Khalil… - 2020 - philpapers.org
… Offline signature verification is not efficient and slow for a large number of documents. To …
of offline signature verification, we have seen a growth in online biometric personal verification

Deep learning-based data augmentation method and signature verification system for offline handwritten signature

MM Yapıcı, A Tekerek, N Topaloğlu - Pattern Analysis and Applications, 2021 - Springer
… achieve quite unsuccessful results when applied to signature verification. In this study, a …
problem on signature verification. We also propose a novel signature verification system based …

DeepSign: Deep on-line signature verification

R Tolosana, R Vera-Rodriguez, J Fierrez… - … and Identity Science, 2021 - ieeexplore.ieee.org
… This article significantly improves [22] in the following aspects: i) we provide an in-depth
analysis of state-of-the-art deep learning approaches for on-line signature verification, ii) we …

A Recurrent Neural Network based deep learning model for offline signature verification and recognition system

R Ghosh - Expert Systems with Applications, 2021 - Elsevier
… various official documents through verifying the signatures of the concerned persons … RNN),
a deep learning network, based method to verify and recognize offline signatures of different …

DeepAirSig: End-to-end deep learning based in-air signature verification

J Malik, A Elhayek, S Guha, S Ahmed, A Gillani… - IEEE …, 2020 - ieeexplore.ieee.org
… for verification. Keeping in view the significant advancement in deep learning, we present
a more accurate deep learning … to reconstruct the signature of each subject. Thereafter, the …

[PDF][PDF] On-line handwritten signature verification using machine learning techniques with a deep learning approach

B Drott, T Hassan-Reza - Master's Theses in Mathematical Sciences, 2015 - lup.lub.lu.se
signature verification methods, where digital tablets have been used. The focus in this project
will be on a deep learning … The deep learning model in this project is built on different non-…

Handwritten signature verification system using deep learning

DP Sudharshan, RN Vismaya - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
… handwritten signatures in this paper that is based on a deepDeep CNN retrieves features
from the images being analyzed… importance of deep learning in offline signature verification. …

OSVFuseNet: Online Signature Verification by feature fusion and depth-wise separable convolution based deep learning

CS Vorugunti, V Pulabaigari, RKSS Gorthi… - Neurocomputing, 2020 - Elsevier
Deep learning technologies resulted in the application of advanced deep learning techniques
to Online Signature Verification. … framework, in which signature verification is formulated as …

Design and implementation of deep learning strategy based smart signature verification system

K Tamilarasi - Microprocessors and Microsystems, 2020 - Elsevier
… using signature verification method to avoid forgery persons. The signature verification is
classified into the static method and the dynamic method. The static verification method is …

A light weight and hybrid deep learning model based online signature verification

P Mukherjee, P Viswanath - 2019 International Conference …, 2019 - ieeexplore.ieee.org
signature verification models are generally grouped into two types 1) Traditional feature
extraction based 2) Deep learning technique based verification … of a test signature is classified …