Fairness in Biometrics: a figure of merit to assess biometric verification systems

4 November 2020

Papers citing "Fairness in Biometrics: a figure of merit to assess biometric verification systems"

34 / 34 papers shown

Title
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 23 1 0 18 Sep 2024
LabellessFace: Fair Metric Learning for Face Recognition without Attribute Labels Tetsushi Ohki Y. Sato M. Nishigaki Koichi Ito 17 1 0 14 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 Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial Recognition Rafael M. Mamede Pedro C. Neto Ana F. Sequeira 47 1 0 19 Aug 2024
Score Normalization for Demographic Fairness in Face Recognition Linghu Yu Tiago de Freitas Pereira Christophe Ecabert Sébastien Marcel Manuel Günther 43 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 30 3 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 29 1 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 19 1 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 22 11 0 02 Feb 2024
Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation Giuseppe Stragapede R. Vera-Rodríguez Ruben Tolosana Aythami Morales Naser Damer Julian Fierrez J. Ortega-Garcia 22 7 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 31 18 0 03 Oct 2023
SynVox2: Towards a privacy-friendly VoxCeleb2 dataset Xiaoxiao Miao Xin Eric Wang Erica Cooper Junichi Yamagishi Nicholas W. D. Evans Massimiliano Todisco J. Bonastre Mickael Rouvier 17 5 0 12 Sep 2023
Generalizability and Application of the Skin Reflectance Estimate Based on Dichromatic Separation (SREDS) Joseph Drahos Richard Plesh Keivan Bahmani M. Banavar Stephanie Schuckers 14 0 0 03 Sep 2023
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0 Oubaïda Chouchane Michele Panariello Chiara Galdi Massimiliano Todisco Nicholas W. D. Evans 27 2 0 27 Aug 2023
Benchmarking Algorithmic Bias in Face Recognition: An Experimental Approach Using Synthetic Faces and Human Evaluation Hao Liang Pietro Perona Guha Balakrishnan CVBM 11 11 0 10 Aug 2023
Leveraging an Alignment Set in Tackling Instance-Dependent Label Noise Donna Tjandra Jenna Wiens NoLa 25 3 0 10 Jul 2023
Fairness Index Measures to Evaluate Bias in Biometric Recognition Ketan Kotwal S´ebastien Marcel 32 8 0 19 Jun 2023
Measuring Bias in AI Models: An Statistical Approach Introducing N-Sigma Daniel DeAlcala Ignacio Serna Aythami Morales Julian Fierrez J. Ortega-Garcia 24 6 0 26 Apr 2023
Are Explainability Tools Gender Biased? A Case Study on Face Presentation Attack Detection Marco Huber Meiling Fang Fadi Boutros Naser Damer FaML CVBM 24 9 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 11 2 0 07 Apr 2023
Race Bias Analysis of Bona Fide Errors in face anti-spoofing Latifah Abduh I. Ivrissimtzis CVBM 40 2 0 11 Oct 2022
Fairness in Face Presentation Attack Detection Meiling Fang Wufei Yang Arjan Kuijper Vitomir Štruc Naser Damer CVBM 49 15 0 19 Sep 2022
Fairness on Synthetic Visual and Thermal Mask Images K. Lai V. Shmerko Svetlana Yanushkevich 17 1 0 19 Sep 2022
Towards Explaining Demographic Bias through the Eyes of Face Recognition Models Biying Fu Naser Damer 22 11 0 29 Aug 2022
Synthetic Data in Human Analysis: A Survey Indu Joshi Marcel Grimmer Christian Rathgeb Christoph Busch F. Brémond A. Dantcheva 35 46 0 19 Aug 2022
On Demographic Bias in Fingerprint Recognition Akash Godbole Steven A. Grosz Karthik Nandakumar A.K. Jain 41 7 0 19 May 2022
Study on the Fairness of Speaker Verification Systems on Underrepresented Accents in English Mariel Estevez Luciana Ferrer 11 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 11 21 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 18 14 0 16 Dec 2021
Algorithmic Fairness in Face Morphing Attack Detection Raghavendra Ramachandra Kiran Raja Christoph Busch CVBM 11 8 0 23 Nov 2021
Demographic Fairness in Face Identification: The Watchlist Imbalance Effect P. Drozdowski Christian Rathgeb Christoph Busch CVBM 11 1 0 15 Jun 2021
Demographic Fairness in Biometric Systems: What do the Experts say? Christian Rathgeb P. Drozdowski Naser Damer Dinusha Frings Christoph Busch FaML 23 23 0 31 May 2021
Biometrics in the Era of COVID-19: Challenges and Opportunities M. Gomez-Barrero P. Drozdowski Christian Rathgeb J. Patino Massimiliano Todisco A. Nautsch Naser Damer Jannier Priesnitz Nicholas W. D. Evans Christoph Busch 45 54 0 18 Feb 2021
Demographic Bias in Biometrics: A Survey on an Emerging Challenge P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 135 200 0 05 Mar 2020