An explainable attention-guided iris presentation attack detector
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 …
problem of iris presentation attack detection. In this work, we propose an explainable …
Deep learning multi-layer fusion for an accurate iris presentation attack detection
Iris presentation attack detection (PAD) algorithms are developed to address the
vulnerability of iris recognition systems to presentation attacks. Taking into account that the …
vulnerability of iris recognition systems to presentation attacks. Taking into account that the …
Iris presentation attack detection by attention-based and deep pixel-wise binary supervision network
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 …
existing CNN-based iris PAD solutions 1) perform only binary label supervision during the …
Convolutional neural networks for iris presentation attack detection: Toward cross-dataset and cross-sensor generalization
Iris recognition systems are vulnerable to presentation attacks where an adversary employs
artifacts such as 2D prints of the eye, plastic eyes, and cosmetic contact lenses to obfuscate …
artifacts such as 2D prints of the eye, plastic eyes, and cosmetic contact lenses to obfuscate …
A multi-task convolutional neural network for joint iris detection and presentation attack detection
In this work, we propose a multi-task convolutional neural network learning approach that
can simultaneously perform iris localization and presentation attack detection (PAD). The …
can simultaneously perform iris localization and presentation attack detection (PAD). The …
D-netpad: An explainable and interpretable iris presentation attack detector
An iris recognition system is vulnerable to presentation attacks, or PAs, where an adversary
presents artifacts such as printed eyes, plastic eyes, or cosmetic contact lenses to …
presents artifacts such as printed eyes, plastic eyes, or cosmetic contact lenses to …
Iris+ ocular: Generalized iris presentation attack detection using multiple convolutional neural networks
An iris recognition system is vulnerable to presentation attacks, or PAs, where an adversary
presents artifacts such as printed eyes, plastic eyes or cosmetic contact lenses to defeat the …
presents artifacts such as printed eyes, plastic eyes or cosmetic contact lenses to defeat the …
Iris presentation attack detection: Where are we now?
As the popularity of iris recognition systems increases, the importance of effective security
measures against presentation attacks becomes paramount. This work presents an …
measures against presentation attacks becomes paramount. This work presents an …
The overlapping effect and fusion protocols of data augmentation techniques in iris PAD
Abstract Iris Presentation Attack Detection (PAD) algorithms address the vulnerability of iris
recognition systems to presentation attacks. With the great success of deep learning …
recognition systems to presentation attacks. With the great success of deep learning …
Deep learning-based enhanced presentation attack detection for iris recognition by combining features from local and global regions based on NIR camera sensor
Iris recognition systems have been used in high-security-level applications because of their
high recognition rate and the distinctiveness of iris patterns. However, as reported by recent …
high recognition rate and the distinctiveness of iris patterns. However, as reported by recent …