Demographic Bias in Biometrics: A Survey on an Emerging Challenge

5 March 2020

P. Drozdowski

Christian Rathgeb

A. Dantcheva

N. Damer

C. Busch

FaML

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Papers citing "Demographic Bias in Biometrics: A Survey on an Emerging Challenge"

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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 18 1 0 18 Sep 2024
Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics Imanol Solano Alejandro Peña Aythami Morales Julian Fierrez Ruben Tolosana F. Zamora-Martínez Javier San Agustin 40 1 0 03 Sep 2024
Fairness Index Measures to Evaluate Bias in Biometric Recognition Ketan Kotwal S´ebastien Marcel 32 8 0 19 Jun 2023
Racial Bias within Face Recognition: A Survey Seyma Yucer Furkan Tektas Noura Al Moubayed T. Breckon FaML 38 10 0 01 May 2023
Measuring Bias in AI Models: An Statistical Approach Introducing N-Sigma Daniel DeAlcala Ignacio Serna Aythami Morales Julian Fierrez J. Ortega-Garcia 19 6 0 26 Apr 2023
What Should Be Balanced in a "Balanced" Face Recognition Dataset? Haiyu Wu Kevin W. Bowyer CVBM 19 11 0 17 Apr 2023
Bias mitigation techniques in image classification: fair machine learning in human heritage collections Dalia Ortiz Pablo Sushruth Badri Erik Norén Christoph Nötzli 33 1 0 20 Mar 2023
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Alfonso Ortega Ainhoa Herrarte Manuel Alcántara J. Ortega-Garcia FaML 23 34 0 13 Feb 2023
A Survey on Computer Vision based Human Analysis in the COVID-19 Era Fevziye Irem Eyiokur Alperen Kantarci M. Erakin Naser Damer Ferda Ofli ... Janez Križaj A. Salah Alexander Waibel Vitomir Štruc H. K. Ekenel 32 20 0 07 Nov 2022
Are Face Detection Models Biased? S. Mittal K. Thakral P. Majumdar Mayank Vatsa Richa Singh CVBM 26 5 0 07 Nov 2022
What's in a Decade? Transforming Faces Through Time Eric Chen Jin Sun Apoorv Khandelwal Dani Lischinski Noah Snavely Hadar Averbuch-Elor 36 7 0 13 Oct 2022
Causality-Inspired Taxonomy for Explainable Artificial Intelligence Pedro C. Neto Tiago B. Gonccalves João Ribeiro Pinto W. Silva Ana F. Sequeira Arun Ross Jaime S. Cardoso XAI 28 12 0 19 Aug 2022
Synthetic Data in Human Analysis: A Survey Indu Joshi Marcel Grimmer Christian Rathgeb Christoph Busch F. Brémond A. Dantcheva 20 46 0 19 Aug 2022
On Demographic Bias in Fingerprint Recognition Akash Godbole Steven A. Grosz Karthik Nandakumar A.K. Jain 36 7 0 19 May 2022
Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation Haiwen Feng Timo Bolkart J. Tesch Michael J. Black Victoria Fernandez-Abrevaya 19 39 0 08 May 2022
VisCUIT: Visual Auditor for Bias in CNN Image Classifier Seongmin Lee Zijie J. Wang Judy Hoffman Duen Horng Chau 22 11 0 12 Apr 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 11 14 0 16 Dec 2021
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 33 23 0 13 Dec 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 117 355 0 04 Oct 2021
Unravelling the Effect of Image Distortions for Biased Prediction of Pre-trained Face Recognition Models P. Majumdar S. Mittal Richa Singh Mayank Vatsa CVBM 38 19 0 14 Aug 2021
Learning Fair Face Representation With Progressive Cross Transformer Yong Li Yufei Sun Zhen Cui Shiguang Shan Jian Yang 21 12 0 11 Aug 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 132 121 0 16 Jul 2021
FairCal: Fairness Calibration for Face Verification Tiago Salvador Stephanie Cairns Vikram S. Voleti Noah Marshall Adam M. Oberman FaML 17 20 0 07 Jun 2021
Demographic Fairness in Biometric Systems: What do the Experts say? Christian Rathgeb P. Drozdowski Naser Damer Dinusha Frings Christoph Busch FaML 18 23 0 31 May 2021
Improving Fairness in Speaker Recognition Gianni Fenu Giacomo Medda Mirko Marras Giacomo Meloni 14 19 0 29 Apr 2021
Impact of Facial Tattoos and Paintings on Face Recognition Systems M. Ibsen Christian Rathgeb Thomas Fink P. Drozdowski Christoph Busch CVBM 28 5 0 17 Mar 2021
Hierarchical Attention-based Age Estimation and Bias Estimation Shakediel Hiba Y. Keller CVBM 25 10 0 17 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst J. Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 23 115 0 02 Mar 2021
Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment Alfonso Ortega Julian Fierrez Aythami Morales Zilong Wang Tony Ribeiro 12 13 0 01 Dec 2020
Fairness in Biometrics: a figure of merit to assess biometric verification systems Tiago de Freitas Pereira S´ebastien Marcel 11 62 0 04 Nov 2020
Face Image Quality Assessment: A Literature Survey Torsten Schlett Christian Rathgeb O. Henniger Javier Galbally Julian Fierrez Christoph Busch CVBM 11 128 0 02 Sep 2020
Is Face Recognition Sexist? No, Gendered Hairstyles and Biology Are Vítor Albiero Kevin W. Bowyer CVBM FaML 8 38 0 16 Aug 2020
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 19 55 0 15 Apr 2020
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score Normalization Philipp Terhörst J. Kolf Naser Damer Florian Kirchbuchner Arjan Kuijper 11 56 0 10 Feb 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,203 0 23 Aug 2019
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 192 742 0 13 Dec 2018
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,082 0 24 Oct 2016