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High discriminant features for writer-independent online signature verification
The application of online signature is promising. However, its huge intra-individual variability and its extremely low inter-class distance brought...
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Multi-scripted Writer Independent Off-line Signature Verification using Convolutional Neural Network
Signature is a biometrics trait widely used for personal verification in financial and most other organizations where financial and relevant types of...
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Multi-scale residual based siamese neural network for writer-independent online signature verification
How to extract effective features from a small number of signature samples provided by new registered users and achieve high accuracy authentication...
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Attention-based multiple siamese networks with primary representation guiding for offline signature verification
In the area of biometrics and document forensics, handwritten signatures are one of the most commonly accepted symbols. Thus, financial and...
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A multi-dimensional review on handwritten signature verification: strengths and gaps
A handwritten signature is the most widely accepted method to authenticate an individual in banking, financial, business transactions, cheque...
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Multi-dilation Convolutional Neural Network for Automatic Handwritten Signature Verification
With the recent advancements in deep learning techniques, the application areas of unstructured data analytics are emerging in multiple domains. One...
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A Metric Learning Approach for Offline Writer Independent Signature Verification
AbstractAn efficient offline system for writer independent signature verification is proposed in this work which is quite a difficult task in...
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A Writer-Dependent Approach to Offline Signature Verification Based on One-Class Support Vector Machine
AbstractA new solution to the problem of offline signature verification is presented. Digital images of signatures are processed and converted into a...
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SigVer—A Deep Learning Based Writer Independent Bangla Signature Verification System
Handwritten signature is one of the most popular biometric traits which have been addressed by researchers since the last few decades. Scientists... -
Adversarial Attacks on Convolutional Siamese Signature Verification Networks
A handwritten signature serves as an important biometric modality to identify individuals. The state-of-the-art methods for signature verification... -
Offline Handwritten Signature Forgery Verification Using Deep Learning Methods
Offline signature verification is one of the most challenging tasks in biometric authentication. Despite recent advances in this field using image... -
Writer verification using directional morphological features and Markov chains
Much of the information about the writer’s style lies in the directionality of the lines that make up the letters of a word. This information, in...
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An effective DeepWINet CNN model for off-line text-independent writer identification
Writer identification based on handwriting recognition is considered one of the most common research areas in pattern recognition and biometrics. It...
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COMPOSV: compound feature extraction and depthwise separable convolution-based online signature verification
Online signature verification (OSV) is a predominantly used verification framework, which is intended to authenticate the legitimacy of a test...
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Handwritten Signature Verification System Using Convolutional Neural Network for Real-Time Applications
The handwritten signature is the most common method used to verify the legality of documents and plays a critical role in indicating a person’s... -
Writer-independent signature verification based on feature extraction fusion
In this work, with the aim of separating the genuine and forgery samples of the signature, we developed an automatic handwritten signature...
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Off-line signature verification system using features linear map** in the candidate points
This paper proposes BoF-CP approach which is a novel scheme feature fusion for writer-dependent offline signature verification. At the heart of the...
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Improving arabic signature authentication with quantum inspired evolutionary feature selection
Offline signature verification (OSV) and identification systems have been used to identify individuals. It has become a significant task to validate...
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Handwritten Signature Verification Using Convolution Neural Network (CNN)
Despite recent widespread research in the field, handwritten signature verification is still an unresolved research problem. A person’s signature is... -
Signature war** and greedy approach based offline signature verification
Offline signature verification paves way to an effective automation of authorizations needed in various real world applications. The use of a neural...