Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition

18 October 2022

Papers citing "Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition"

50 / 78 papers shown

Title
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 101 3 0 03 Jan 2025
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 88 1 0 28 Feb 2024
Fairer and More Accurate Tabular Models Through NAS Richeek Das Samuel Dooley 44 5 0 18 Oct 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 80 138 0 20 Jan 2023
Robustness Disparities in Face Detection Samuel Dooley George Z. Wei Tom Goldstein John P. Dickerson CVBM 58 9 0 29 Nov 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 60 40 0 22 Jul 2022
A Deep Dive into Dataset Imbalance and Bias in Face Identification Valeriia Cherepanova Steven Reich Samuel Dooley Hossein Souri Micah Goldblum Tom Goldstein 15 18 0 15 Mar 2022
Two-Face: Adversarial Audit of Commercial Face Recognition Systems S. Jaiswal K. Duggirala A. Dash Animesh Mukherjee MLAU AAML 63 11 0 17 Nov 2021
Comparing Human and Machine Bias in Face Recognition Samuel Dooley Ryan Downing George Z. Wei N. Shankar Bradon Thymes ... Olufemi Obiwumi Valeriia Cherepanova Micah Goldblum John P. Dickerson Tom Goldstein CVBM 142 12 0 15 Oct 2021
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 116 342 0 20 Sep 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 133 96 0 06 Aug 2021
Face.evoLVe: A High-Performance Face Recognition Library Qingzhong Wang Pengfei Zhang Haoyi Xiong Jian-jun Zhao CVBM 49 62 0 19 Jul 2021
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 64 25 0 23 Jun 2021
Twins: Revisiting the Design of Spatial Attention in Vision Transformers Xiangxiang Chu Zhi Tian Yuqing Wang Bo Zhang Haibing Ren Xiaolin K. Wei Huaxia Xia Chunhua Shen ViT 79 1,017 0 28 Apr 2021
Visformer: The Vision-friendly Transformer Zhengsu Chen Lingxi Xie Jianwei Niu Xuefeng Liu Longhui Wei Qi Tian ViT 161 221 0 26 Apr 2021
Co-Scale Conv-Attentional Image Transformers Weijian Xu Yifan Xu Tyler A. Chang Zhuowen Tu ViT 52 375 0 13 Apr 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 78 93 0 06 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 434 21,392 0 25 Mar 2021
ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases Stéphane dÁscoli Hugo Touvron Matthew L. Leavitt Ari S. Morcos Giulio Biroli Levent Sagun ViT 110 825 0 19 Mar 2021
Revisiting ResNets: Improved Training and Scaling Strategies Irwan Bello W. Fedus Xianzhi Du E. D. Cubuk A. Srinivas Nayeon Lee Jonathon Shlens Barret Zoph 79 300 0 13 Mar 2021
MagFace: A Universal Representation for Face Recognition and Quality Assessment Qiang Meng Shichao Zhao Zhida Huang F. Zhou CVBM 66 490 0 11 Mar 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 380 1,561 0 27 Feb 2021
Technical Challenges for Training Fair Neural Networks Valeriia Cherepanova V. Nanda Micah Goldblum John P. Dickerson Tom Goldstein FaML 42 22 0 12 Feb 2021
About Face: A Survey of Facial Recognition Evaluation Inioluwa Deborah Raji G. Fried CVBM 58 54 0 01 Feb 2021
LowKey: Leveraging Adversarial Attacks to Protect Social Media Users from Facial Recognition Valeriia Cherepanova Micah Goldblum Harrison Foley Shiyuan Duan John P. Dickerson Gavin Taylor Tom Goldstein AAML PICV 62 136 0 20 Jan 2021
Fairness in Machine Learning L. Oneto Silvia Chiappa FaML 282 494 0 31 Dec 2020
Data and its (dis)contents: A survey of dataset development and use in machine learning research Amandalynne Paullada Inioluwa Deborah Raji Emily M. Bender Emily L. Denton A. Hanna 111 522 0 09 Dec 2020
Minimax Group Fairness: Algorithms and Experiments Emily Diana Wesley Gill Michael Kearns K. Kenthapadi Aaron Roth FaML FedML 52 23 0 05 Nov 2020
Minimax Pareto Fairness: A Multi Objective Perspective Natalia Martínez Martín Bertrán Guillermo Sapiro FaML 61 193 0 03 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 601 40,961 0 22 Oct 2020
Understanding bias in facial recognition technologies David Leslie 89 53 0 05 Oct 2020
Fairness without Demographics through Adversarially Reweighted Learning Preethi Lahoti Alex Beutel Jilin Chen Kang Lee Flavien Prost Nithum Thain Xuezhi Wang Ed H. Chi FaML 111 335 0 23 Jun 2020
On Adversarial Bias and the Robustness of Fair Machine Learning Hong Chang Ta Duy Nguyen S. K. Murakonda Ehsan Kazemi Reza Shokri FaML OOD FedML 62 51 0 15 Jun 2020
Intra-Processing Methods for Debiasing Neural Networks Yash Savani Colin White G. NaveenSundar 55 44 0 15 Jun 2020
Fair Bayesian Optimization Valerio Perrone Michele Donini Muhammad Bilal Zafar Robin Schmucker K. Kenthapadi Cédric Archambeau FaML 48 86 0 09 Jun 2020
Gender Slopes: Counterfactual Fairness for Computer Vision Models by Attribute Manipulation Jungseock Joo Kimmo Karkkainen 37 48 0 21 May 2020
Demographic Bias in Biometrics: A Survey on an Emerging Challenge P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 160 206 0 05 Mar 2020
CSPNet: A New Backbone that can Enhance Learning Capability of CNN Chien-Yao Wang H. Liao I-Hau Yeh Yueh-hua Wu Ping-Yang Chen J. Hsieh 80 3,101 0 27 Nov 2019
GhostNet: More Features from Cheap Operations Kai Han Yunhe Wang Qi Tian Jianyuan Guo Chunjing Xu Chang Xu 89 2,673 0 27 Nov 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 60 362 0 26 Nov 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 90 232 0 25 Nov 2019
CenterMask : Real-Time Anchor-Free Instance Segmentation Youngwan Lee Jongyoul Park 3DPC ISeg 81 546 0 15 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 95 320 0 25 Oct 2019
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 88 701 0 21 Oct 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 126 371 0 20 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 102 1,279 0 26 Aug 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Qi Tian H. Xiong 74 608 0 12 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 133 18,106 0 28 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 340 6,772 0 06 May 2019
Neural Architecture Search for Deep Face Recognition Ning Zhu CVBM 48 9 0 21 Apr 2019