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  4. FRCSyn Challenge atWACV 2024: Face Recognition Challenge in the Era of Synthetic Data
 
conference paper

FRCSyn Challenge atWACV 2024: Face Recognition Challenge in the Era of Synthetic Data

Melzi, Pietro
•
Tolosana, Ruben
•
Vera-Rodriguez, Ruben
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January 1, 2024
2024 Ieee Winter Conference On Applications Of Computer Vision Workshops, Wacvw 2024
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Despite the widespread adoption of face recognition technology around the world, and its remarkable performance on current benchmarks, there are still several challenges that must be covered in more detail. This paper offers an overview of the Face Recognition Challenge in the Era of Synthetic Data (FRCSyn) organized at WACV 2024. This is the first international challenge aiming to explore the use of synthetic data in face recognition to address existing limitations in the technology. Specifically, the FRCSyn Challenge targets concerns related to data privacy issues, demographic biases, generalization to unseen scenarios, and performance limitations in challenging scenarios, including significant age disparities between enrollment and testing, pose variations, and occlusions. The results achieved in the FRCSyn Challenge, together with the proposed benchmark, contribute significantly to the application of synthetic data to improve face recognition technology.

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Type
conference paper
DOI
10.1109/WACVW60836.2024.00100
Web of Science ID

WOS:001223022200095

Author(s)
Melzi, Pietro

Autonomous University of Madrid

Tolosana, Ruben

Autonomous University of Madrid

Vera-Rodriguez, Ruben

Autonomous University of Madrid

Kim, Minchul

Michigan State University

Rathgeb, Christian

Hochschule Darmstadt

Liu, Xiaoming

Michigan State University

DeAndres-Tame, Ivan

Autonomous University of Madrid

Moreno, Aythami

Autonomous University of Madrid

Fierrez, Julian

Autonomous University of Madrid

Ortega-Garcia, Javier

Autonomous University of Madrid

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Date Issued

2024-01-01

Publisher

IEEE

Publisher place

Los Alamitos

Published in
2024 Ieee Winter Conference On Applications Of Computer Vision Workshops, Wacvw 2024
ISBN of the book

979-8-3503-7071-3

979-8-3503-7028-7

Series title/Series vol.

IEEE Winter Conference on Applications of Computer Vision Workshops

ISSN (of the series)

2572-4398

Start page

892

End page

901

Subjects

Science & Technology

•

Technology

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LASEC  
LIDIAP  
Event nameEvent acronymEvent placeEvent date
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Waikoloa, HI

2024-01-04 - 2024-01-08

FunderFunding(s)Grant NumberGrant URL

European Union (EU)

860813;PID2021-1265210B -I00 MICTNNTEDER

Federal Ministry of Education & Research (BMBF)

Hessian Ministry of Higher Education, Research, Science and the Arts within their joint support of the National Research Center for Applied Cybersecurity ATIIENE

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Available on Infoscience
January 31, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/246081
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