Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning

25 November 2019

Papers citing "Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning"

50 / 54 papers shown

Title
Mitigating Bias in Facial Recognition Systems: Centroid Fairness Loss Optimization Jean-Rémy Conti Stéphan Clémençon 17 0 0 27 Apr 2025
Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary Classifiers Huan Tian Guangsheng Zhang Bo Liu Tianqing Zhu Ming Ding Wanlei Zhou 53 0 0 08 Mar 2025
FRoundation: Are Foundation Models Ready for Face Recognition? Tahar Chettaoui Naser Damer Fadi Boutros CVBM 39 4 0 31 Oct 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 in Reinforcement Learning: A Survey Anka Reuel Devin Ma OffRL FaML 40 4 0 11 May 2024
The Pursuit of Fairness in Artificial Intelligence Models: A Survey Tahsin Alamgir Kheya Mohamed Reda Bouadjenek Sunil Aryal 30 8 0 26 Mar 2024
Privacy-Preserving Face Recognition Using Trainable Feature Subtraction Yuxi Mi Zhizhou Zhong Y. Huang Jia-Bao Ji Jianqing Xu Jun Wang Shaoming Wang Shouhong Ding Shuigeng Zhou PICV 40 13 0 19 Mar 2024
ITI-GEN: Inclusive Text-to-Image Generation Cheng Zhang Xuanbai Chen Siqi Chai Chen Henry Wu Dmitry Lagun Thabo Beeler Fernando de la Torre VLM 32 52 0 11 Sep 2023
Privacy-Preserving Face Recognition Using Random Frequency Components Yuxi Mi Y. Huang Jia-Bao Ji Minyi Zhao Jiaxiang Wu Xingkun Xu Shouhong Ding Shuigeng Zhou CVBM PICV 20 13 0 21 Aug 2023
A Trip Towards Fairness: Bias and De-Biasing in Large Language Models Leonardo Ranaldi Elena Sofia Ruzzetti Davide Venditti Dario Onorati Fabio Massimo Zanzotto 35 34 0 23 May 2023
Zero-shot racially balanced dataset generation using an existing biased StyleGAN2 Anubhav Jain Nasir D. Memon Julian Togelius 25 8 0 12 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 24 6 0 26 Apr 2023
Fairness in Visual Clustering: A Novel Transformer Clustering Approach Xuan-Bac Nguyen C. Duong Marios Savvides Kaushik Roy Hugh Churchill Khoa Luu 37 9 0 14 Apr 2023
Gradient Attention Balance Network: Mitigating Face Recognition Racial Bias via Gradient Attention Linzhi Huang Mei Wang Jiahao Liang Weihong Deng Hongzhi Shi Dongchao Wen Yingjie Zhang Jian Zhao CVBM 27 7 0 05 Apr 2023
Implicit Visual Bias Mitigation by Posterior Estimate Sharpening of a Bayesian Neural Network Rebecca S Stone Nishant Ravikumar A. Bulpitt David C. Hogg BDL 36 0 0 29 Mar 2023
Fairness meets Cross-Domain Learning: a new perspective on Models and Metrics Leonardo Iurada S. Bucci Timothy M. Hospedales Tatiana Tommasi 27 0 0 25 Mar 2023
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 25 34 0 13 Feb 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 30 96 0 31 Jan 2023
Fairly Private: Investigating The Fairness of Visual Privacy Preservation Algorithms Sophie Noiret Siddharth Ravi M. Kampel Francisco Flórez-Revuelta PICV 6 1 0 12 Jan 2023
The Impact of Racial Distribution in Training Data on Face Recognition Bias: A Closer Look Manideep Kolla Aravinth Savadamuthu CVBM 32 11 0 26 Nov 2022
Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution Tomer Friedlander Ron Shmelkin Lior Wolf CVBM 8 1 0 25 Nov 2022
A Differentiable Distance Approximation for Fairer Image Classification Nicholas Rosa Tom Drummond Mehrtash Harandi 18 0 0 09 Oct 2022
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification Jiazhi Li Wael AbdAlmageed CVBM 24 8 0 14 Sep 2022
Does lossy image compression affect racial bias within face recognition? Seyma Yucer Matt Poyser Noura Al Moubayed T. Breckon CVBM 40 4 0 16 Aug 2022
Deep face recognition with clustering based domain adaptation Mei Wang Weihong Deng OOD 3DH CVBM 48 49 0 27 May 2022
Reinforced Pedestrian Attribute Recognition with Group Optimization Reward Zhong Ji Zhenfei Hu Yaodong Wang Shengjia Li 18 5 0 21 May 2022
Survey on Fair Reinforcement Learning: Theory and Practice Pratik Gajane A. Saxena M. Tavakol George Fletcher Mykola Pechenizkiy FaML OffRL 35 13 0 20 May 2022
On Demographic Bias in Fingerprint Recognition Akash Godbole Steven A. Grosz Karthik Nandakumar A.K. Jain 41 7 0 19 May 2022
VisCUIT: Visual Auditor for Bias in CNN Image Classifier Seongmin Lee Zijie J. Wang Judy Hoffman Duen Horng Chau 24 11 0 12 Apr 2022
Local-Adaptive Face Recognition via Graph-based Meta-Clustering and Regularized Adaptation Wenbin Zhu Chien-Yi Wang Kuan-Lun Tseng S. Lai Baoyuan Wang CVBM 6 9 0 27 Mar 2022
Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters Qiang Meng Feng Zhou Hainan Ren Tianshu Feng Guochao Liu Yuanqing Lin FedML 33 38 0 29 Jan 2022
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 33 23 0 13 Dec 2021
A hierarchical residual network with compact triplet-center loss for sketch recognition Lei Wang Shihui Zhang Huang He Xiaoxia Zhang Y. Sang 27 2 0 28 Sep 2021
Masked Face Recognition Challenge: The InsightFace Track Report Jiankang Deng Jia Guo Xiang An Zheng Zhu S. Zafeiriou CVBM 27 87 0 18 Aug 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 43 19 0 14 Aug 2021
Learning Fair Face Representation With Progressive Cross Transformer Yong Li Yufei Sun Zhen Cui Shiguang Shan Jian Yang 27 12 0 11 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 11 57 0 10 Jun 2021
FairCal: Fairness Calibration for Face Verification Tiago Salvador Stephanie Cairns Vikram S. Voleti Noah Marshall Adam M. Oberman FaML 30 20 0 07 Jun 2021
Fair Feature Distillation for Visual Recognition S. Jung Donggyu Lee Taeeon Park Taesup Moon 19 76 0 27 May 2021
Causal Learning for Socially Responsible AI Lu Cheng Ahmadreza Mosallanezhad Paras Sheth Huan Liu 71 13 0 25 Apr 2021
Recent Advances in Deep Learning Techniques for Face Recognition Md. Tahmid Hasan Fuad Awal Ahmed Fime Delowar Sikder Md. Akil Raihan Iftee Jakaria Rabbi Mabrook S. Al-Rakhami Abdu H. Gumaei Ovishake Sen Mohtasim Fuad Md. Nazrul Islam 34 63 0 18 Mar 2021
Balancing Biases and Preserving Privacy on Balanced Faces in the Wild Joseph P. Robinson Can Qin Yann Henon Samson Timoner Y. Fu 32 25 0 16 Mar 2021
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 35 248 0 06 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst J. Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 29 115 0 02 Mar 2021
Technical Challenges for Training Fair Neural Networks Valeriia Cherepanova V. Nanda Micah Goldblum John P. Dickerson Tom Goldstein FaML 17 22 0 12 Feb 2021
Facial Expressions as a Vulnerability in Face Recognition Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Àgata Lapedriza CVBM 8 18 0 17 Nov 2020
Fairness in Biometrics: a figure of merit to assess biometric verification systems Tiago de Freitas Pereira S´ebastien Marcel 21 62 0 04 Nov 2020
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances Hang Du Hailin Shi Dan Zeng Xiaoping Zhang Tao Mei OOD 33 118 0 28 Sep 2020
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 12 158 0 20 Jul 2020