On the reconstruction of face images from deep face templates

G Mai, K Cao, PC Yuen, AK Jain - IEEE transactions on pattern …, 2018 - ieeexplore.ieee.org
State-of-the-art face recognition systems are based on deep (convolutional) neural
networks. Therefore, it is imperative to determine to what extent face templates derived from …

Secureface: Face template protection

G Mai, K Cao, X Lan, PC Yuen - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
It has been shown that face images can be reconstructed from their representations
(templates). We propose a randomized CNN to generate protected face biometric templates …

Towards Deep Face Spoofing: Taxonomy, Recent Advances, and Open Challenges

DA Dharmawan, AS Nugroho - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Deep neural networks are increasingly employed to create adversarial face images, aiming
to deceive face recognition systems. While the majority of studies concentrate on digital …

[PDF][PDF] Biometric system security and privacy: data reconstruction and template protection

G Mai - 2018 - scholars.hkbu.edu.hk
Biometric systems are seeing increasing use, from daily entertainment to critical applications
such as security access and identity management. Biometric systems should thus meet the …