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

CS Vorugunti, V Pulabaigari, RKSS Gorthi… - Neurocomputing, 2020 - Elsevier
Abstract Online Signature Verification (OSV) techniques have been deployed in production
systems for decades, yet training the model for efficient classification of the test signature …

DeepFuseOSV: online signature verification using hybrid feature fusion and depthwise separable convolution neural network architecture

C Sekhar Vorugunti, V Pulabaigari, P Mukherjee… - IET …, 2020 - Wiley Online Library
Online signature verification (OSV) is a widely utilised technique in the medical, e‐
commerce and m‐commerce applications to lawfully bind the user. These high‐speed …

Online signature verification by few-shot separable convolution based deep learning

CS Vorugunti, RKS Gorthi… - … conference on document …, 2019 - ieeexplore.ieee.org
Online Signature Verification (OSV) is a widely used biometric feature for recognized and
authorized technique to authenticate a writers's distinctiveness and behavioral …

COMPOSV: Compound feature extraction and depthwise separable convolution-based online signature verification

CS Vorugunti, V Pulabaigari, P Mukherjee… - Neural Computing and …, 2022 - Springer
Online signature verification (OSV) is a predominantly used verification framework, which is
intended to authenticate the legitimacy of a test signature by learning the writer specific …

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

P Mukherjee, P Viswanath - 2019 International Conference …, 2019 - ieeexplore.ieee.org
The augmented usage of deep learning-based models for various AI related problems are
as a result of modern architectures of deeper length and the availability of voluminous …

[PDF][PDF] Forensic Examination of Dynamic Signatures

J Linden, F Taroni, C Champod, C Bird, T Dziedzic… - 2022 - serval.unil.ch
In recent years, our society has rapidly evolved and been digitalized. These deep-rooted
changes affect every citizen's life, be it through government and commerce, communication …

COMPOSV++: Light Weight Online Signature Verification Framework Through Compound Feature Extraction and Few-Shot Learning

CS Vorugunti, B Subramanian, P Mukherjee… - … Conference on Frontiers …, 2022 - Springer
Abstract Online Signature Verification (OSV) is a systematically used biometric characteristic
to endorse the genuineness of a user to access real time applications like healthcare, m …

COMPOSV++: Light Weight Online Signature Verification Framework Through Compound Feature Extraction and Few-Shot Learning

P Mukherjee, A Gautam - … 2022, Hyderabad, India, December 4–7 …, 2022 - books.google.com
Online Signature Verification (OSV) is a systematically used biometric characteristic to
endorse the genuineness of a user to access real time applications like healthcare, m …

Online Signature Verification Using Deep Learning Approach

M Leghari, S Memon, L Das Dhomeja… - International Workshop …, 2020 - Springer
With the advent of advanced technology and its availability at a low price nowadays the
biometric verification is getting a common method of person authentication. Online signature …

A Light weight and Hybrid Deep Learning Model based Online Signature Verification

A Doctor, P Mukherjee, V Pulabaigiri - arXiv preprint arXiv:1907.04061, 2019 - arxiv.org
The augmented usage of deep learning-based models for various AI related problems are
as a result of modern architectures of deeper length and the availability of voluminous …