Template inversion attack against face recognition systems using 3d face reconstruction

HO Shahreza, S Marcel - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Face recognition systems are increasingly being used in different applications. In such
systems, some features (also known as embeddings or templates) are extracted from each …

Comprehensive vulnerability evaluation of face recognition systems to template inversion attacks via 3d face reconstruction

HO Shahreza, S Marcel - IEEE Transactions on Pattern …, 2023 - ieeexplore.ieee.org
In this article, we comprehensively evaluate the vulnerability of state-of-the-art face
recognition systems to template inversion attacks using 3D face reconstruction. We propose …

[HTML][HTML] Deep Face Decoder: towards understanding the embedding space of convolutional networks through visual reconstruction of deep face templates

J Križaj, RO Plesh, M Banavar, S Schuckers… - … applications of artificial …, 2024 - Elsevier
Advances in deep learning and convolutional neural networks (ConvNets) have driven
remarkable face recognition (FR) progress recently. However, the black-box nature of …

Template inversion attack using synthetic face images against real face recognition systems

HO Shahreza, S Marcel - IEEE Transactions on Biometrics …, 2024 - ieeexplore.ieee.org
In this paper, we use synthetic data and propose a new method for template inversion
attacks against face recognition systems. We use synthetic data to train a face reconstruction …

Inversion of Deep Facial Templates using Synthetic Data

HO Shahreza, S Marcel - 2023 IEEE International Joint …, 2023 - ieeexplore.ieee.org
In this paper, we use synthetic data and propose a new method to reconstruct high-
resolution face images from facial templates in a template inversion attack against face …

Approximating Optimal Morphing Attacks using Template Inversion

L Colbois, HO Shahreza… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Recent works have demonstrated the feasibility of inverting face recognition systems,
enabling to recover convincing face images using only their embeddings. We leverage such …

Application of Interpretable Machine Learning to Biometrics

R Plesh - 2023 - search.proquest.com
As biometric recognition systems become more extensively relied upon at international
borders and in consumer electronics, PAs are becoming an increasingly serious issue. A …