A perspective analysis of handwritten signature technology

M Diaz, MA Ferrer, D Impedovo, MI Malik… - Acm Computing …, 2019 - dl.acm.org
Handwritten signatures are biometric traits at the center of debate in the scientific
community. Over the last 40 years, the interest in signature studies has grown steadily …

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 …

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 …

Online signature verification using single-template matching with time-series averaging and gradient boosting

M Okawa - Pattern Recognition, 2020 - Elsevier
In keeping with recent developments in artificial intelligence in the era of big data, there is a
demand for online signature verification systems that operate at high speeds, provide a high …

Recurrent adaptation networks for online signature verification

S Lai, L Jin - IEEE Transactions on information forensics and …, 2018 - ieeexplore.ieee.org
Online signature verification remains a challenging task owing to large intra-individual
variability. To tackle this problem, in this paper, we propose to use recurrent neural networks …

Template matching using time-series averaging and DTW with dependent warping for online signature verification

M Okawa - IEEE Access, 2019 - ieeexplore.ieee.org
Online signature verification has been widely applied in biometrics and forensics. Due to the
recent demand on high-speed systems in this era of big data, to simultaneously improve its …

Dsdtw: Local representation learning with deep soft-dtw for dynamic signature verification

J Jiang, S Lai, L Jin, Y Zhu - IEEE Transactions on Information …, 2022 - ieeexplore.ieee.org
Dynamic time warping (DTW) is a popular technique for sequence alignment, and is the de
facto standard for dynamic signature verification. In this paper, we go a significant step …

Sm-dtw: Stability modulated dynamic time warping for signature verification

A Parziale, M Diaz, MA Ferrer, A Marcelli - Pattern Recognition Letters, 2019 - Elsevier
Building upon findings in computational model of handwriting learning and execution, we
introduce the concept of stability to explain the difference between the actual movements …

SynSig2Vec: Forgery-free learning of dynamic signature representations by sigma lognormal-based synthesis and 1D CNN

S Lai, L Jin, Y Zhu, Z Li, L Lin - IEEE Transactions on Pattern …, 2021 - ieeexplore.ieee.org
Handwritten signature verification is a challenging task because signatures of a writer may
be skillfully imitated by a forger. As skilled forgeries are generally difficult to acquire for …

[HTML][HTML] A two-tier ensemble approach for writer dependent online signature verification

P Bhowal, D Banerjee, S Malakar, R Sarkar - Journal of Ambient …, 2022 - Springer
Biometric verification systems are used to recognize people based on their uniqueness or
characteristics. Signature is considered as one of the most commonly used biometric that …