Rethinking Common Assumptions to Mitigate Racial Bias in Face Recognition Datasets

7 September 2021

Papers citing "Rethinking Common Assumptions to Mitigate Racial Bias in Face Recognition Datasets"

23 / 23 papers shown

Title
WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition Zheng Zhu Guan Huang Jiankang Deng Yun Ye Junjie Huang ... Jiagang Zhu Tian Yang Jiwen Lu Dalong Du Jie Zhou CVBM 79 252 0 06 Mar 2021
Mitigating Face Recognition Bias via Group Adaptive Classifier Sixue Gong Xiaoming Liu Anil K. Jain CVBM FaML 21 91 0 13 Jun 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 47 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
Domain Balancing: Face Recognition on Long-Tailed Domains Dong Cao Xiangyu Zhu Xingyu Huang Jianzhu Guo Zhen Lei CVBM 73 70 0 30 Mar 2020
CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing Ajian Li Zichang Tan Xuan Li Jun Wan Sergio Escalera G. Guo Stan Z. Li CVBM 37 118 0 11 Mar 2020
Reducing Geographic Performance Differential for Face Recognition Martins Bruveris Jochem Gietema Pouria Mortazavian Mohan Mahadevan CVBM 20 8 0 27 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
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 58 359 0 26 Nov 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 59 230 0 25 Nov 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 488 4,308 0 23 Aug 2019
FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age Kimmo Karkkainen Jungseock Joo CVBM 54 157 0 14 Aug 2019
Deep Learning for Face Recognition: Pride or Prejudiced? Shruti Nagpal Maneet Singh Richa Singh Mayank Vatsa FaML 43 75 0 02 Apr 2019
Deep Face Recognition: A Survey Mei Wang Weihong Deng NoLa 98 1,223 0 18 Apr 2018
CosFace: Large Margin Cosine Loss for Deep Face Recognition Haobo Wang Yitong Wang Zheng Zhou Xing Ji Dihong Gong Jin Zhou Zhifeng Li Wei Liu CVBM MQ 114 2,488 0 29 Jan 2018
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 72 2,617 0 23 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 341 26,241 0 05 Sep 2017
SphereFace: Deep Hypersphere Embedding for Face Recognition Weiyang Liu Yandong Wen Zhiding Yu Ming Li Bhiksha Raj Le Song CVBM 210 2,790 0 26 Apr 2017
NormFace: L2 Hypersphere Embedding for Face Verification Feng Wang Xiang Xiang Jian Cheng Alan Yuille 3DH CVBM 58 741 0 21 Apr 2017
L2-constrained Softmax Loss for Discriminative Face Verification Rajeev Ranjan Carlos D. Castillo Rama Chellappa CVBM 69 454 0 28 Mar 2017
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition Yandong Guo Lei Zhang Yuxiao Hu Xiaodong He Jianfeng Gao CVBM 145 1,953 0 27 Jul 2016
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 281 13,079 0 12 Mar 2015
Learning Face Representation from Scratch Dong Yi Zhen Lei Tianran Ouyang Stan Z. Li CVBM 74 2,004 0 28 Nov 2014