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 …

Offline signature verification and quality characterization using poset-oriented grid features

EN Zois, L Alewijnse, G Economou - Pattern Recognition, 2016 - Elsevier
This paper proposes a novel grid-based template matching scheme for off-line signature
analysis and verification. At the heart of the new method lies the efficient encoding of the …

An efficient signature verification method based on an interval symbolic representation and a fuzzy similarity measure

A Alaei, S Pal, U Pal… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, an efficient offline signature verification method based on an interval symbolic
representation and a fuzzy similarity measure is proposed. In the feature extraction step, a …

Signature verification approach using fusion of hybrid texture features

AK Bhunia, A Alaei, PP Roy - Neural Computing and Applications, 2019 - Springer
In this paper, a writer-dependent signature verification method is proposed. Two different
types of texture features, namely discrete wavelet and local quantized patterns (LQP) …

Dynamic selection of generative–discriminative ensembles for off-line signature verification

L Batista, E Granger, R Sabourin - Pattern recognition, 2012 - Elsevier
In practice, each writer provides only a limited number of signature samples to design a
signature verification (SV) system. Hybrid generative–discriminative ensembles of classifiers …

Automatic processing of handwritten bank cheque images: a survey

R Jayadevan, SR Kolhe, PM Patil, U Pal - International Journal on …, 2012 - Springer
Bank cheques (checks) are still widely used all over the world for financial transactions.
Huge volumes of handwritten bank cheques are processed manually every day in …

A Hybrid Method of Feature Extraction for Signatures Verification Using CNN and HOG a Multi-Classification Approach

FM Alsuhimat, FS Mohamad - IEEE Access, 2023 - ieeexplore.ieee.org
The offline signature verification system's feature extraction stage is regarded as crucial and
has a significant impact on how well these systems perform because the quantity and …

Off-line signature verification using elementary combinations of directional codes from boundary pixels

M Ajij, S Pratihar, SR Nayak, T Hanne… - Neural Computing and …, 2023 - Springer
Verifying the genuineness of official documents, such as bank checks, certificates, contract
forms, bonds, etc., remains a challenging task when it comes to accuracy and robustness …

Multi-dilation convolutional neural network for automatic handwritten signature verification

RR Upadhyay, R Mehta, KK Singh - SN Computer Science, 2023 - Springer
With the recent advancements in deep learning techniques, the application areas of
unstructured data analytics are emerging in multiple domains. One of the popular …

An application of the 2d gaussian filter for enhancing feature extraction in off-line signature verification

V Nguyen, M Blumenstein - 2011 International Conference on …, 2011 - ieeexplore.ieee.org
Similar to many other pattern recognition problems, feature extraction contributes
significantly to the overall performance of an off-line signature verification system. To be …