Synthetic data in human analysis: A survey

I Joshi, M Grimmer, C Rathgeb, C Busch… - … on Pattern Analysis …, 2024 - ieeexplore.ieee.org
Deep neural networks have become prevalent in human analysis, boosting the performance
of applications, such as biometric recognition, action recognition, as well as person re …

A survey on synthetic biometrics: fingerprint, face, iris and vascular patterns

A Makrushin, A Uhl, J Dittmann - Ieee Access, 2023 - ieeexplore.ieee.org
Synthetic biometric samples are created with an ultimate goal of getting around privacy
concerns, mitigating biases in biometric datasets, and reducing the sample acquisition effort …

Pose impact estimation on face recognition using 3d-aware synthetic data with application to quality assessment

M Grimmer, C Rathgeb, C Busch - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Evaluating the quality of facial images is essential for operating face recognition systems
with sufficient accuracy. The recent advances in face quality standardisation (ISO/IEC CD3 …

Time flies by: Analyzing the impact of face ageing on the recognition performance with synthetic data

M Grimmer, H Zhang, R Ramachandra… - … Conference of the …, 2022 - ieeexplore.ieee.org
The vast progress in synthetic image synthesis enables the generation of facial images in
high resolution and photorealism. In biometric applications, the main motivation for using …

SDFD: Building a Versatile Synthetic Face Image Dataset with Diverse Attributes

G Baltsou, I Sarridis, C Koutlis… - arXiv preprint arXiv …, 2024 - arxiv.org
AI systems rely on extensive training on large datasets to address various tasks. However,
image-based systems, particularly those used for demographic attribute prediction, face …

SynMorph: Generating Synthetic Face Morphing Dataset with Mated Samples

H Zhang, R Ramachandra, K Raja, C Busch - arXiv preprint arXiv …, 2024 - arxiv.org
Face morphing attack detection (MAD) algorithms have become essential to overcome the
vulnerability of face recognition systems. To solve the lack of large-scale and public …

Time flies by: Analyzing the Performance Impact of Ageing in Face Recognition with Synthetic Data

HZ Marcel Grimmer - 2022 - dl.gi.de
The vast progress in synthetic image synthesis enables the generation of facial images in
high resolution and photorealism. In biometric applications, the main motivation for using …