Algorithmic Discrimination: Formulation and Exploration in Deep
Learning-based Face Biometrics

Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face Biometrics

4 December 2019

Ignacio Serna

Aythami Morales

Julian Fierrez

Nick Obradovich

Papers citing "Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face Biometrics"

15 / 15 papers shown

Title
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 30 35 0 13 Feb 2023
There is an elephant in the room: Towards a critique on the use of fairness in biometrics Ana Valdivia Júlia Corbera Serrajòrdia Aneta Swianiewicz 23 14 0 16 Dec 2021
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 35 23 0 13 Dec 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 39 11 0 09 Sep 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 52 19 0 14 Aug 2021
Learning Fair Face Representation With Progressive Cross Transformer Yong Li Yufei Sun Zhen Cui Shiguang Shan Jian Yang 32 11 0 11 Aug 2021
Demographic Fairness in Biometric Systems: What do the Experts say? Christian Rathgeb P. Drozdowski Naser Damer Dinusha Frings Christoph Busch FaML 26 23 0 31 May 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst Jan Niklas Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 36 115 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 17 13 0 01 Dec 2020
Facial Expressions as a Vulnerability in Face Recognition Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Àgata Lapedriza CVBM 19 18 0 17 Nov 2020
Face Image Quality Assessment: A Literature Survey Torsten Schlett Christian Rathgeb O. Henniger Javier Galbally Julian Fierrez Christoph Busch CVBM 24 128 0 02 Sep 2020
SensitiveLoss: Improving Accuracy and Fairness of Face Representations with Discrimination-Aware Deep Learning Ignacio Serna Aythami Morales Julian Fierrez Manuel Cebrian Nick Obradovich Iyad Rahwan FaML CVBM 30 73 0 22 Apr 2020
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 30 56 0 15 Apr 2020
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender Biometrics Ignacio Serna Alejandro Peña Aythami Morales Julian Fierrez CVBM 27 61 0 14 Apr 2020
Face Quality Estimation and Its Correlation to Demographic and Non-Demographic Bias in Face Recognition Philipp Terhörst Jan Niklas Kolf Naser Damer Florian Kirchbuchner Arjan Kuijper CML CVBM 22 40 0 02 Apr 2020