Signature identification and verification techniques: state-of-the-art work

H Kaur, M Kumar - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
Signature identification and verification are some of the biometric systems used for personal
identification. Signatures can be considered as authentication of an individual by the …

Biometric signature authentication using machine learning techniques: Current trends, challenges and opportunities

K Bibi, S Naz, A Rehman - Multimedia Tools and Applications, 2020 - Springer
Biometric systems are playing a key role in the multitude of applications and placed at the
center of debate in the scientific research community. Among the numerous biometric …

Time-series averaging and local stability-weighted dynamic time warping for online signature verification

M Okawa - Pattern Recognition, 2021 - Elsevier
To meet the recent demands for automated security systems, this study proposes a novel
single-template strategy that uses mean templates and local stability-weighted dynamic time …

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 …

[Retracted] Deformation Adjustment with Single Real Signature Image for Biometric Verification Using CNN

R Kumar, M Saraswat, D Ather… - Computational …, 2022 - Wiley Online Library
Signature verification is the widely used biometric verification method for maintaining
individual privacy. It is generally used in legal documents and in financial transactions. A …

Handwritten signature verification method based on improved combined features

Y Zhou, J Zheng, H Hu, Y Wang - Applied Sciences, 2021 - mdpi.com
Featured Application This study proposes a handwritten signature verification method based
on improved combined features, which combines dynamic features and static features by …

Online signature verification using signature down-sampling and signer-dependent sampling frequency

M Saleem, B Kovari - Neural Computing and Applications, 2021 - Springer
Online signature verification considers signatures as time sequences of different
measurements of the signing instrument. These signals are captured on digital devices and …

OSVNet: convolutional siamese network for writer independent online signature verification

CS Vorugunti, P Mukherjee… - … on document analysis …, 2019 - ieeexplore.ieee.org
Online signature verification (OSV) is one of the most challenging tasks in writer
identification and digital forensics. Owing to large intra-individual variability, there is a critical …

Online signature recognition: A biologically inspired feature vector splitting approach

M Faundez-Zanuy, M Diaz, MA Ferrer - Cognitive Computation, 2024 - Springer
This research introduces an innovative approach to explore the cognitive and biologically
inspired underpinnings of feature vector splitting for analyzing the significance of different …

A stroke-based RNN for writer-independent online signature verification

C Li, X Zhang, F Lin, Z Wang, L Jun'E… - 2019 international …, 2019 - ieeexplore.ieee.org
In the field of online handwritten signature verification, it is challenging to verify handwritten
signature in a writer-independent scenario. In recent years, many researchers have been …