Anatomizing Bias in Facial Analysis

13 December 2021

Papers citing "Anatomizing Bias in Facial Analysis"

39 / 39 papers shown

Title
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 47 11 0 09 Sep 2021
Rethinking Common Assumptions to Mitigate Racial Bias in Face Recognition Datasets M. Gwilliam Srinidhi Hegde Lade Tinubu Alex Hanson 41 28 1 07 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 78 19 0 14 Aug 2021
Consistent Instance False Positive Improves Fairness in Face Recognition Xingkun Xu Yuge Huang Pengcheng Shen Shaoxin Li Jilin Li Feiyue Huang Yong Li Zhen Cui 41 58 0 10 Jun 2021
Fair Feature Distillation for Visual Recognition S. Jung Donggyu Lee Taeeon Park Taesup Moon 40 75 0 27 May 2021
Discover the Unknown Biased Attribute of an Image Classifier Zhiheng Li Chenliang Xu 50 50 0 29 Apr 2021
Fair Mixup: Fairness via Interpolation Ching-Yao Chuang Youssef Mroueh 35 138 0 11 Mar 2021
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 50 123 0 02 Mar 2021
Improving the Fairness of Deep Generative Models without Retraining Shuhan Tan Yujun Shen Bolei Zhou 201 59 0 09 Dec 2020
FairBatch: Batch Selection for Model Fairness Yuji Roh Kangwook Lee Steven Euijong Whang Changho Suh VLM 47 131 0 03 Dec 2020
Fair Attribute Classification through Latent Space De-biasing V. V. Ramaswamy Sunnie S. Y. Kim Olga Russakovsky 44 163 0 02 Dec 2020
Uncovering the Bias in Facial Expressions J. Deuschel Bettina Finzel Ines Rieger CVBM 38 13 0 23 Nov 2020
Understanding Fairness of Gender Classification Algorithms Across Gender-Race Groups Anoop Krishnan Ali Almadan A. Rattani FaML 26 50 0 24 Sep 2020
Beyond Identity: What Information Is Stored in Biometric Face Templates? Philipp Terhörst Daniel Fahrmann Naser Damer Florian Kirchbuchner Arjan Kuijper CVBM 21 32 0 21 Sep 2020
Towards Gender-Neutral Face Descriptors for Mitigating Bias in Face Recognition Prithviraj Dhar Joshua Gleason Hossein Souri Carlos D. Castillo Rama Chellappa FaML CVBM 83 12 0 14 Jun 2020
Mitigating Face Recognition Bias via Group Adaptive Classifier Sixue Gong Xiaoming Liu Anil K. Jain CVBM FaML 18 90 0 13 Jun 2020
Gender Slopes: Counterfactual Fairness for Computer Vision Models by Attribute Manipulation Jungseock Joo Kimmo Karkkainen 28 48 0 21 May 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 44 73 0 22 Apr 2020
Exploring Racial Bias within Face Recognition via per-subject Adversarially-Enabled Data Augmentation Seyma Yucer S. Akçay Noura Al-Moubayed T. Breckon 34 61 0 19 Apr 2020
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender Biometrics Ignacio Serna Alejandro Peña Aythami Morales Julian Fierrez CVBM 73 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 85 40 0 02 Apr 2020
Learning Unbiased Representations via Mutual Information Backpropagation R. Ragonesi Riccardo Volpi Jacopo Cavazza Vittorio Murino FaML SSL 14 30 0 13 Mar 2020
Demographic Bias in Biometrics: A Survey on an Emerging Challenge P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 142 203 0 05 Mar 2020
Reducing Geographic Performance Differential for Face Recognition Martins Bruveris Jochem Gietema Pouria Mortazavian Mohan Mahadevan CVBM 18 8 0 27 Feb 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 40 125 0 16 Feb 2020
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score Normalization Philipp Terhörst Jan Niklas Kolf Naser Damer Florian Kirchbuchner Arjan Kuijper 101 57 0 10 Feb 2020
Analysis of Gender Inequality In Face Recognition Accuracy Vítor Albiero S. KrishnapriyaK. Kushal Vangara Kai Zhang Michael C. King Kevin W. Bowyer CVBM 34 93 0 31 Jan 2020
Algorithmic Discrimination: Formulation and Exploration in Deep Learning-based Face Biometrics Ignacio Serna Aythami Morales Julian Fierrez Manuel Cebrian Nick Obradovich Iyad Rahwan FaML OOD CVBM 25 40 0 04 Dec 2019
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 50 359 0 26 Nov 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 50 230 0 25 Nov 2019
Fair Generative Modeling via Weak Supervision Kristy Choi Aditya Grover Trisha Singh Rui Shu Stefano Ermon 53 134 0 26 Oct 2019
Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias Emily L. Denton B. Hutchinson Margaret Mitchell Timnit Gebru Andrew Zaldivar CVBM 38 130 0 14 Jun 2019
Characterizing Bias in Classifiers using Generative Models Daniel J. McDuff Shuang Ma Yale Song Ashish Kapoor 47 47 0 30 May 2019
Characterizing the Variability in Face Recognition Accuracy Relative to Race S. KrishnapriyaK. Kushal Vangara Michael C. King Vítor Albiero Kevin W. Bowyer CVBM 26 88 0 15 Apr 2019
Deep Learning for Face Recognition: Pride or Prejudiced? Shruti Nagpal Maneet Singh Richa Singh Mayank Vatsa FaML 43 75 0 02 Apr 2019
Learning Not to Learn: Training Deep Neural Networks with Biased Data Byungju Kim Hyunwoo Kim Kyungsu Kim Sungjin Kim Junmo Kim OOD 45 409 0 26 Dec 2018
Deep Imbalanced Learning for Face Recognition and Attribute Prediction Chen Huang Yining Li Chen Change Loy Xiaoou Tang CVBM 45 310 0 01 Jun 2018
Age Progression/Regression by Conditional Adversarial Autoencoder Zhifei Zhang Yang Song Hairong Qi GAN CVBM 31 1,109 0 27 Feb 2017
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 207 8,351 0 28 Nov 2014