Deep learning techniques for biometric security: A systematic review of presentation attack detection systems

K Shaheed, P Szczuko, M Kumar, I Qureshi… - … Applications of Artificial …, 2024‏ - Elsevier
Biometric technology, including finger vein, fingerprint, iris, and face recognition, is widely
used to enhance security in various devices. In the past decade, significant progress has …

Attacks and defenses in user authentication systems: A survey

X Wang, Z Yan, R Zhang, P Zhang - Journal of Network and Computer …, 2021‏ - Elsevier
User authentication systems (in short authentication systems) have wide utilization in our
daily life. Unfortunately, existing authentication systems are prone to various attacks while …

Iris liveness detection using a cascade of dedicated deep learning networks

JE Tapia, S Gonzalez, C Busch - IEEE Transactions on …, 2021‏ - ieeexplore.ieee.org
Iris pattern recognition has significantly improved the biometric authentication field due to its
high stability and uniqueness. Such physical characteristics have played an essential role in …

Iris presentation attack detection by attention-based and deep pixel-wise binary supervision network

M Fang, N Damer, F Boutros… - … joint conference on …, 2021‏ - ieeexplore.ieee.org
Iris presentation attack detection (PAD) plays a vital role in iris recognition systems. Most
existing CNN-based iris PAD solutions 1) perform only binary label supervision during the …

Iris liveness detection for biometric authentication: A systematic literature review and future directions

S Khade, S Ahirrao, S Phansalkar, K Kotecha, S Gite… - Inventions, 2021‏ - mdpi.com
Biometrics is progressively becoming vital due to vulnerabilities of traditional security
systems leading to frequent security breaches. Biometrics is an automated device that …

An explainable attention-guided iris presentation attack detector

C Chen, A Ross - Proceedings of the IEEE/CVF winter …, 2021‏ - openaccess.thecvf.com
Abstract Convolutional Neural Networks (CNNs) are being increasingly used to address the
problem of iris presentation attack detection. In this work, we propose an explainable …

Leveraging shape, reflectance and albedo from shading for face presentation attack detection

A Pinto, S Goldenstein, A Ferreira… - IEEE Transactions …, 2020‏ - ieeexplore.ieee.org
Presentation attack detection is a challenging problem that aims at exposing an impostor
user seeking to deceive the authentication system. In facial biometrics systems, this kind of …

Generalized contact lens iris presentation attack detection

A Agarwal, A Noore, M Vatsa… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
The high accuracy of iris recognition for person identification has led to its deployment for a
variety of applications ranging from border access to mobile unlocking to digital payment. In …

Iris presentation attack detection: Where are we now?

A Boyd, Z Fang, A Czajka, KW Bowyer - Pattern Recognition Letters, 2020‏ - Elsevier
As the popularity of iris recognition systems increases, the importance of effective security
measures against presentation attacks becomes paramount. This work presents an …

Iris anti-spoofing through score-level fusion of handcrafted and data-driven features

M Choudhary, V Tiwari, U Venkanna - Applied Soft Computing, 2020‏ - Elsevier
In the past two decads, iris spoofing detection has occupied an ample space in the literature
of iris biometics. The textured lens may be used to spoof the Iris Recognition (IR) system by …