A Comprehensive Study on Face Recognition Biases Beyond Demographics

2 March 2021

Naser Damer

Aythami Morales

Julian Fierrez

Arjan Kuijper

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Papers citing "A Comprehensive Study on Face Recognition Biases Beyond Demographics"

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Title
Exploiting Multiple Representations: 3D Face Biometrics Fusion with Application to Surveillance Simone Maurizio La Cava Roberto Casula S. Concas G. Orrú Ruben Tolosana Martin Drahansky Julian Fierrez G. L. Marcialis CVBM 25 1 0 26 Apr 2025
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification Alexandre Fournier-Montgieux Michael Soumm Adrian Daniel Popescu B. Luvison Hervé Le Borgne 72 0 0 04 Dec 2024
Second FRCSyn-onGoing: Winning Solutions and Post-Challenge Analysis to Improve Face Recognition with Synthetic Data Ivan Deandres-Tame Ruben Tolosana Pietro Melzi R. Vera-Rodríguez Minchul Kim ... Bernardo Biesseck Pedro Vidal Luiz Coelho Roger Granada David Menotti 72 2 0 02 Dec 2024
From Pixels to Words: Leveraging Explainability in Face Recognition through Interactive Natural Language Processing Ivan Deandres-Tame Muhammad Faisal Ruben Tolosana Rouqaiah Al-Refai R. Vera-Rodríguez Philipp Terhörst 26 0 0 24 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
MST-KD: Multiple Specialized Teachers Knowledge Distillation for Fair Face Recognition Eduarda Caldeira Jaime S. Cardoso Ana F. Sequeira Pedro C. Neto CVBM 32 2 0 29 Aug 2024
Fairness Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial Recognition Rafael M. Mamede Pedro C. Neto Ana F. Sequeira 45 1 0 19 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 37 4 0 05 Aug 2024
Beyond Spatial Explanations: Explainable Face Recognition in the Frequency Domain Marco Huber Naser Damer CVBM 28 1 0 16 Jul 2024
Towards A Comprehensive Visual Saliency Explanation Framework for AI-based Face Recognition Systems Yuhang Lu Zewei Xu Touradj Ebrahimi CVBM FAtt XAI 44 3 0 08 Jul 2024
Toward Fairer Face Recognition Datasets Alexandre Fournier-Mongieux Michael Soumm Adrian Daniel Popescu B. Luvison Hervé Le Borgne 33 0 0 24 Jun 2024
Can the accuracy bias by facial hairstyle be reduced through balancing the training data? Kagan Öztürk Haiyu Wu Kevin W. Bowyer CVBM 27 3 0 30 May 2024
What is a Goldilocks Face Verification Test Set? Haiyu Wu Sicong Tian Aman Bhatta Jacob Gutierrez Grace Bezold Genesis Argueta K. Ricanek Michael C. King Kevin W. Bowyer CVBM 26 1 0 24 May 2024
SDFD: Building a Versatile Synthetic Face Image Dataset with Diverse Attributes Georgia Baltsou Ioannis Sarridis C. Koutlis Symeon Papadopoulos 32 2 0 26 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
Mitigating the Impact of Attribute Editing on Face Recognition Sudipta Banerjee Sai Pranaswi Mullangi Shruti Wagle Chinmay Hegde Nasir D. Memon CVBM 33 1 0 12 Mar 2024
Explainable Face Verification via Feature-Guided Gradient Backpropagation Yuhang Lu Zewei Xu Touradj Ebrahimi FAtt CVBM AAML 32 5 0 07 Mar 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
Model Compression Techniques in Biometrics Applications: A Survey Eduarda Caldeira Pedro C. Neto Marco Huber Naser Damer Ana F. Sequeira 32 11 0 18 Jan 2024
LogicNet: A Logical Consistency Embedded Face Attribute Learning Network Haiyu Wu Sicong Tian Huayu Li Kevin W. Bowyer 29 2 0 19 Nov 2023
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
Bias and Diversity in Synthetic-based Face Recognition Marco Huber An Luu Fadi Boutros Arjan Kuijper Naser Damer 41 13 0 07 Nov 2023
3D Face Reconstruction: the Road to Forensics Simone Maurizio La Cava G. Orrú Martin Drahansky G. L. Marcialis Fabio Roli CVBM 3DH 16 10 0 20 Sep 2023
What's color got to do with it? Face recognition in grayscale Aman Bhatta Domingo Mery Haiyu Wu Joyce Annan Micheal C. King Kevin W. Bowyer CVBM 38 3 0 11 Sep 2023
Beard Segmentation and Recognition Bias Kagan Öztürk Grace Bezold Aman Bhatta Haiyu Wu Kevin W. Bowyer CVBM 31 7 0 30 Aug 2023
(Un)fair Exposure in Deep Face Rankings at a Distance Andrea Atzori Gianni Fenu Mirko Marras CVBM 33 1 0 22 Aug 2023
BlendFace: Re-designing Identity Encoders for Face-Swapping Kaede Shiohara Xingchao Yang Takafumi Taketomi CVBM 30 32 0 20 Jul 2023
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic Models Žiga Babnik Peter Peer Vitomir Štruc DiffM 25 13 0 09 May 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
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
Efficient Explainable Face Verification based on Similarity Score Argument Backpropagation Marco Huber An Luu Philipp Terhörst Naser Damer CVBM AAML 30 14 0 26 Apr 2023
Controllable Inversion of Black-Box Face Recognition Models via Diffusion Manuel Kansy Anton Raël Graziana Mignone Jacek Naruniec Christopher Schroers Markus Gross Romann M. Weber DiffM 71 18 0 23 Mar 2023
Logical Consistency and Greater Descriptive Power for Facial Hair Attribute Learning Haiyu Wu Grace Bezold Aman Bhatta Kevin W. Bowyer CVBM 19 15 0 22 Feb 2023
Bias-Aware Face Mask Detection Dataset Alperen Kantarci Ferda Ofli Muhammad Imran H. K. Ekenel CVBM 21 5 0 02 Nov 2022
Addressing Bias in Face Detectors using Decentralised Data collection with incentives M. Ahan Robin Lehmann R. Blythman FedML CVBM 10 0 0 28 Oct 2022
Stating Comparison Score Uncertainty and Verification Decision Confidence Towards Transparent Face Recognition Marco Huber Philipp Terhörst Florian Kirchbuchner Naser Damer Arjan Kuijper CVBM 21 11 0 19 Oct 2022
The More Secure, The Less Equally Usable: Gender and Ethnicity (Un)fairness of Deep Face Recognition along Security Thresholds Andrea Atzori Gianni Fenu Mirko Marras CVBM 29 4 0 30 Sep 2022
Fairness in Face Presentation Attack Detection Meiling Fang Wufei Yang Arjan Kuijper Vitomir Štruc Naser Damer CVBM 44 15 0 19 Sep 2022
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification Jiazhi Li Wael AbdAlmageed CVBM 24 8 0 14 Sep 2022
Can GAN-induced Attribute Manipulations Impact Face Recognition? Sudipta Banerjee Aditi Aggarwal Arun Ross CVBM 22 1 0 07 Sep 2022
Towards Explaining Demographic Bias through the Eyes of Face Recognition Models Biying Fu Naser Damer 17 11 0 29 Aug 2022
Explaining Bias in Deep Face Recognition via Image Characteristics Andrea Atzori Gianni Fenu Mirko Marras FaML CVBM 25 11 0 23 Aug 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
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases Ying Xu Philipp Terhörst Kiran Raja Marius Pedersen 44 11 0 11 Aug 2022
Analyzing the Impact of Shape & Context on the Face Recognition Performance of Deep Networks Sandipan Banerjee Walter J. Scheirer Kevin W. Bowyer Patrick Flynn 3DPC 3DH CVBM 19 1 0 05 Aug 2022
Adversarial Reweighting for Speaker Verification Fairness Minho Jin Chelsea J.-T. Ju Zeya Chen Yi-Chieh Liu J. Droppo A. Stolcke 11 4 0 15 Jul 2022
When does Bias Transfer in Transfer Learning? Hadi Salman Saachi Jain Andrew Ilyas Logan Engstrom Eric Wong A. Madry 38 34 0 06 Jul 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 20 39 0 14 Jun 2022
The Gender Gap in Face Recognition Accuracy Is a Hairy Problem Aman Bhatta Vítor Albiero Kevin W. Bowyer Michael C. King CVBM 6 23 0 10 Jun 2022