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 using deep learning convolutional neural network (CNN) architectures GoogLeNet inception-v1 and inception-v3

SM Sam, K Kamardin, NNA Sjarif, N Mohamed - Procedia Computer …, 2019 - Elsevier
Biometric systems such as signature verification are highly viable in order to identify
individuals in organizations or in finance divisions. Advancement in classification of images …

Offline signature verification using deep neural network with application to computer vision

N Sharma, S Gupta, P Mehta, X Cheng… - Journal of …, 2022 - spiedigitallibrary.org
Biometric technologies, such as handwritten signature verification, are extremely useful for
identifying individuals inside an organization or finance department. The improvement of …

From text to signatures: Knowledge transfer for efficient deep feature learning in offline signature verification

D Tsourounis, I Theodorakopoulos, EN Zois… - Expert Systems with …, 2022 - Elsevier
Handwritten signature is a common biometric trait, widely used for confirming the presence
or the consent of a person. Offline Signature Verification (OSV) is the task of verifying the …

Verification of genuine and forged offline signatures using Siamese Neural Network (SNN)

AB Jagtap, DD Sawat, RS Hegadi… - Multimedia Tools and …, 2020 - Springer
Deep learning plays very important role in almost all domains and application areas of AI
like computer vision, biometrics, NLP, Healthcare etc. However, when there is lack of …

New off-line handwritten signature verification method based on artificial immune recognition system

Y Serdouk, H Nemmour, Y Chibani - Expert Systems with Applications, 2016 - Elsevier
Abstract Natural Immune System offers many interesting features that inspired the design of
Artificial Immune Systems (AIS) used to solve various problems of engineering and artificial …

Behavior based human authentication on touch screen devices using gestures and signatures

M Shahzad, AX Liu, A Samuel - IEEE Transactions on Mobile …, 2016 - ieeexplore.ieee.org
With the rich functionalities and enhanced computing capabilities available on mobile
computing devices with touch screens, users not only store sensitive information (such as …

State-of-the-art in offline signature verification system

YM Al-Omari, SNHS Abdullah… - … Conference on Pattern …, 2011 - ieeexplore.ieee.org
Biometrics can be classified into two types Behavioral (signature verification, keystroke
dynamics, etc.) and Physiological (iris characteristics, fingerprint, etc.). Handwritten …

[PDF][PDF] An integrated approach on verification of signatures using multiple classifiers (SVM and Decision Tree): A multi-classification approach

U Jindal, S Dalal, G Rajesh, NU Sama, NZ Jhanjhi… - 2021 - academia.edu
A signature is a handwritten representation that is commonly used to validate and recognize
the writer individually. An automated verification system is mandatory to verify the identity …

DeepSignature: fine-tuned transfer learning based signature verification system

S Naz, K Bibi, R Ahmad - Multimedia Tools and Applications, 2022 - Springer
With the rapid advancement in computer science and information technology, the demand
for authentication of a person in different organizations, institutions, banks or online trading …