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2011.02395
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Fairness in Biometrics: a figure of merit to assess biometric verification systems
4 November 2020
Tiago de Freitas Pereira
S´ebastien Marcel
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Papers citing
"Fairness in Biometrics: a figure of merit to assess biometric verification systems"
37 / 37 papers shown
DemoBias: An Empirical Study to Trace Demographic Biases in Vision Foundation Models
International Workshop on Biometrics and Forensics (IWBF), 2025
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Anirudha Ghosh
Debaditya Barman
Marco Leo
Cosimo Distante
145
1
0
25 Aug 2025
Balancing Tails when Comparing Distributions: Comprehensive Equity Index (CEI) with Application to Bias Evaluation in Operational Face Biometrics
Imanol Solano
Julian Fierrez
Aythami Morales
Alejandro Peña
Ruben Tolosana
F. Zamora-Martínez
Javier San Agustin
344
0
0
12 Jun 2025
Can Vision Transformers with ResNet's Global Features Fairly Authenticate Demographic Faces?
International Conference on Pattern Recognition (ICPR), 2025
Abu Sufian
Marco Leo
Cosimo Distante
Anirudha Ghosh
Debaditya Barman
ViT
254
2
0
03 Jun 2025
A Responsible Face Recognition Approach for Small and Mid-Scale Systems Through Personalized Neural Networks
Sebastian Groß
Stefan Heindorf
Philipp Terhörst
CVBM
282
0
0
26 May 2025
A large-scale study of performance and equity of commercial remote identity verification technologies across demographics
Kaniz Fatima
M. Schuckers
Gerardo Cruz-Ortiz
Daqing Hou
Sandip Purnapatra
Tiffany Andrews
Ambuj Neupane
Brandeis Marshall
Stephanie Schuckers
205
2
0
18 Sep 2024
LabellessFace: Fair Metric Learning for Face Recognition without Attribute Labels
Tetsushi Ohki
Y. Sato
M. Nishigaki
Koichi Ito
208
3
0
14 Sep 2024
Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics
International Conference on Pattern Recognition (ICPR), 2024
Imanol Solano
Alejandro Peña
Aythami Morales
Julian Fierrez
Ruben Tolosana
F. Zamora-Martínez
Javier San Agustin
260
3
0
03 Sep 2024
Fairness Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial Recognition
Rafael M. Mamede
Pedro C. Neto
Ana F. Sequeira
270
4
0
19 Aug 2024
Score Normalization for Demographic Fairness in Face Recognition
Linghu Yu
Tiago de Freitas Pereira
Christophe Ecabert
Sébastien Marcel
Manuel Günther
274
1
0
19 Jul 2024
Can the accuracy bias by facial hairstyle be reduced through balancing the training data?
Kagan Öztürk
Haiyu Wu
Kevin W. Bowyer
CVBM
290
6
0
30 May 2024
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness
Oubaïda Chouchane
Christoph Busch
Chiara Galdi
Nicholas W. D. Evans
Massimiliano Todisco
203
5
0
27 Apr 2024
Sum of Group Error Differences: A Critical Examination of Bias Evaluation in Biometric Verification and a Dual-Metric Measure
Alaa Elobaid
Nathan Ramoly
Lara Younes
Symeon Papadopoulos
Eirini Ntoutsi
Y. Kompatsiaris
239
3
0
23 Apr 2024
Synthetic Data for the Mitigation of Demographic Biases in Face Recognition
Pietro Melzi
Christian Rathgeb
Ruben Tolosana
R. Vera-Rodríguez
Aythami Morales
Dominik Lawatsch
Florian Domin
Maxim Schaubert
170
23
0
02 Feb 2024
Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation
IEEE Access (IEEE Access), 2023
Giuseppe Stragapede
R. Vera-Rodríguez
Ruben Tolosana
Aythami Morales
Naser Damer
Julian Fierrez
J. Ortega-Garcia
605
11
0
10 Nov 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era
Zuhao Yang
Fangneng Zhan
Kunhao Liu
Muyu Xu
Shijian Lu
EGVM
552
30
0
03 Oct 2023
SynVox2: Towards a privacy-friendly VoxCeleb2 dataset
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Xiaoxiao Miao
Xin Eric Wang
Erica Cooper
Junichi Yamagishi
Nicholas W. D. Evans
Massimiliano Todisco
J. Bonastre
Mickael Rouvier
269
9
0
12 Sep 2023
Generalizability and Application of the Skin Reflectance Estimate Based on Dichromatic Separation (SREDS)
Biometrics and Electronic Signatures (BES), 2023
Joseph Drahos
Richard Plesh
Keivan Bahmani
M. Banavar
Stephanie Schuckers
208
0
0
03 Sep 2023
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0
Biometrics and Electronic Signatures (BES), 2023
Oubaïda Chouchane
Michele Panariello
Chiara Galdi
Massimiliano Todisco
Nicholas W. D. Evans
231
5
0
27 Aug 2023
Benchmarking Algorithmic Bias in Face Recognition: An Experimental Approach Using Synthetic Faces and Human Evaluation
IEEE International Conference on Computer Vision (ICCV), 2023
Hao Liang
Pietro Perona
Guha Balakrishnan
CVBM
301
31
0
10 Aug 2023
Leveraging an Alignment Set in Tackling Instance-Dependent Label Noise
ACM Conference on Health, Inference, and Learning (CHIL), 2023
Donna Tjandra
Jenna Wiens
NoLa
300
5
0
10 Jul 2023
Fairness Index Measures to Evaluate Bias in Biometric Recognition
Ketan Kotwal
S´ebastien Marcel
159
15
0
19 Jun 2023
Measuring Bias in AI Models: An Statistical Approach Introducing N-Sigma
Annual International Computer Software and Applications Conference (COMPSAC), 2023
Daniel DeAlcala
Ignacio Serna
Aythami Morales
Julian Fierrez
J. Ortega-Garcia
246
13
0
26 Apr 2023
Are Explainability Tools Gender Biased? A Case Study on Face Presentation Attack Detection
European Signal Processing Conference (EUSIPCO), 2023
Marco Huber
Meiling Fang
Fadi Boutros
Naser Damer
FaML
CVBM
268
11
0
26 Apr 2023
Benchmark Dataset Dynamics, Bias and Privacy Challenges in Voice Biometrics Research
Casandra Rusti
Anna Leschanowsky
Carolyn Quinlan
Michaela Pnacekova
Lauriane Gorce
W. Hutiri
453
3
0
07 Apr 2023
Race Bias Analysis of Bona Fide Errors in face anti-spoofing
Latifah Abduh
I. Ivrissimtzis
CVBM
271
2
0
11 Oct 2022
Fairness in Face Presentation Attack Detection
Pattern Recognition (Pattern Recogn.), 2022
Meiling Fang
Wufei Yang
Arjan Kuijper
Vitomir Štruc
Naser Damer
CVBM
288
27
0
19 Sep 2022
Fairness on Synthetic Visual and Thermal Mask Images
International Conference on Cognitive Machine Intelligence (ICCMI), 2022
K. Lai
V. Shmerko
Svetlana Yanushkevich
179
2
0
19 Sep 2022
Towards Explaining Demographic Bias through the Eyes of Face Recognition Models
Biying Fu
Naser Damer
192
13
0
29 Aug 2022
Synthetic Data in Human Analysis: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Indu Joshi
Marcel Grimmer
Christian Rathgeb
Christoph Busch
Francois Bremond
A. Dantcheva
305
83
0
19 Aug 2022
On Demographic Bias in Fingerprint Recognition
Akash Godbole
Steven A. Grosz
Karthik Nandakumar
A.K. Jain
195
10
0
19 May 2022
Study on the Fairness of Speaker Verification Systems on Underrepresented Accents in English
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Mariel Estevez
Luciana Ferrer
169
2
0
27 Apr 2022
Evaluating Proposed Fairness Models for Face Recognition Algorithms
John J. Howard
Eli J. Laird
Yevgeniy B. Sirotin
Rebecca E. Rubin
Jerry L. Tipton
A. Vemury
CVBM
297
31
0
09 Mar 2022
There is an elephant in the room: Towards a critique on the use of fairness in biometrics
Ana Valdivia
Júlia Corbera Serrajòrdia
Aneta Swianiewicz
336
20
0
16 Dec 2021
Algorithmic Fairness in Face Morphing Attack Detection
Raghavendra Ramachandra
Kiran Raja
Christoph Busch
CVBM
265
9
0
23 Nov 2021
Demographic Fairness in Face Identification: The Watchlist Imbalance Effect
P. Drozdowski
Christian Rathgeb
Christoph Busch
CVBM
323
1
0
15 Jun 2021
Demographic Fairness in Biometric Systems: What do the Experts say?
IEEE technology & society magazine (TS), 2021
Christian Rathgeb
P. Drozdowski
Naser Damer
Dinusha Frings
Christoph Busch
FaML
278
27
0
31 May 2021
Biometrics in the Era of COVID-19: Challenges and Opportunities
IEEE Transactions on Technology and Society (IEEE TTS), 2021
M. Gomez-Barrero
P. Drozdowski
Christian Rathgeb
J. Patino
Massimiliano Todisco
A. Nautsch
Naser Damer
Jannier Priesnitz
Nicholas W. D. Evans
Christoph Busch
200
60
0
18 Feb 2021
1
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