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 …
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 …
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
Advances in deep learning and convolutional neural networks (ConvNets) have driven
remarkable face recognition (FR) progress recently. However, the black-box nature of …
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 …
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 …
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 …
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 …
borders and in consumer electronics, PAs are becoming an increasingly serious issue. A …