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Distill and De-bias: Mitigating Bias in Face Verification using Knowledge Distillation

17 December 2021

Papers citing "Distill and De-bias: Mitigating Bias in Face Verification using Knowledge Distillation"

42 / 42 papers shown

Title
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology Vítor Albiero Kai Zhang Michael C. King Kevin W. Bowyer CVBM 59 49 0 29 Dec 2021
EyePAD++: A Distillation-based approach for joint Eye Authentication and Presentation Attack Detection using Periocular Images Prithviraj Dhar Amit Kumar Kirsten Kaplan Khushi Gupta Rakesh Ranjan Ramalingam Chellappa AAML 55 12 0 22 Dec 2021
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 75 24 0 13 Dec 2021
Rethinking Common Assumptions to Mitigate Racial Bias in Face Recognition Datasets M. Gwilliam Srinidhi Hegde Lade Tinubu Alex Hanson 69 29 1 07 Sep 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 71 84 0 19 Aug 2021
PASS: Protected Attribute Suppression System for Mitigating Bias in Face Recognition Prithviraj Dhar Joshua Gleason A. Roy Carlos D. Castillo Rama Chellappa CVBM 69 44 0 09 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 69 59 0 10 Jun 2021
Fair Feature Distillation for Visual Recognition S. Jung Donggyu Lee Taeeon Park Taesup Moon 57 76 0 27 May 2021
Balancing Biases and Preserving Privacy on Balanced Faces in the Wild Joseph P. Robinson Can Qin Yann Henon Samson Timoner Y. Fu 58 25 0 16 Mar 2021
MagFace: A Universal Representation for Face Recognition and Quality Assessment Qiang Meng Shichao Zhao Zhida Huang F. Zhou CVBM 74 491 0 11 Mar 2021
Is Face Recognition Sexist? No, Gendered Hairstyles and Biology Are Vítor Albiero Kevin W. Bowyer CVBM FaML 62 38 0 16 Aug 2020
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 92 167 0 20 Jul 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 91 12 0 14 Jun 2020
Mitigating Face Recognition Bias via Group Adaptive Classifier Sixue Gong Xiaoming Liu Anil K. Jain CVBM FaML 50 92 0 13 Jun 2020
Demographic Bias in Biometrics: A Survey on an Emerging Challenge P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 168 206 0 05 Mar 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 71 126 0 16 Feb 2020
How Does Gender Balance In Training Data Affect Face Recognition Accuracy? Vítor Albiero Kai Zhang Kevin W. Bowyer CVBM FaML 53 64 0 07 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 46 94 0 31 Jan 2020
Accuracy comparison across face recognition algorithms: Where are we on measuring race bias? J. G. Cavazos P. Phillips Carlos D. Castillo Alice J. OrToole CVBM 51 169 0 16 Dec 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 96 232 0 25 Nov 2019
How are attributes expressed in face DCNNs? Prithviraj Dhar Ankan Bansal Carlos D. Castillo Joshua Gleason P. Phillips Rama Chellappa CVBM 58 29 0 12 Oct 2019
Characterizing the Variability in Face Recognition Accuracy Relative to Race S. KrishnapriyaK. Kushal Vangara Michael C. King Vítor Albiero Kevin W. Bowyer CVBM 47 89 0 15 Apr 2019
Deep Learning for Face Recognition: Pride or Prejudiced? Shruti Nagpal Maneet Singh Richa Singh Mayank Vatsa FaML 63 75 0 02 Apr 2019
On measuring the iconicity of a face Prithviraj Dhar Carlos D. Castillo Rama Chellappa CVBM 37 10 0 04 Mar 2019
Deep Convolutional Neural Networks in the Face of Caricature: Identity and Image Revealed Matthew Q. Hill Connor J. Parde Carlos D. Castillo Y. Colón Rajeev Ranjan Jun-Cheng Chen V. Blanz A. O’toole CVBM 54 55 0 28 Dec 2018
Learning without Memorizing Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 85 486 0 20 Nov 2018
A Fast and Accurate System for Face Detection, Identification, and Verification Rajeev Ranjan Ankan Bansal Jingxiao Zheng Hongyu Xu Joshua Gleason Boyu Lu Anirudh Nanduri Jun-Cheng Chen Carlos D. Castillo Rama Chellappa CVBM 105 144 0 20 Sep 2018
Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings Mohsan S. Alvi Andrew Zisserman C. Nellåker FaML 123 248 0 06 Sep 2018
An Experimental Evaluation of Covariates Effects on Unconstrained Face Verification Boyu Lu Jun-Cheng Chen Carlos D. Castillo Rama Chellappa CVBM 57 72 0 16 Aug 2018
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Changqian Yu Jingbo Wang Chao Peng Changxin Gao Gang Yu Nong Sang SSeg 130 2,205 0 02 Aug 2018
The Do's and Don'ts for CNN-based Face Verification Ankan Bansal Carlos D. Castillo Rajeev Ranjan Rama Chellappa CVBM 62 97 0 21 May 2017
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 157 3,774 0 23 Nov 2016
UMDFaces: An Annotated Face Dataset for Training Deep Networks Ankan Bansal Anirudh Nanduri Carlos D. Castillo Rajeev Ranjan Rama Chellappa CVBM 3DH 84 215 0 04 Nov 2016
An All-In-One Convolutional Neural Network for Face Analysis Rajeev Ranjan S. Sankaranarayanan Carlos D. Castillo Rama Chellappa CVBM 180 428 0 03 Nov 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 233 4,329 0 07 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 321 20,070 0 07 Oct 2016
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition Yandong Guo Lei Zhang Yuxiao Hu Xiaodong He Jianfeng Gao CVBM 166 1,962 0 27 Jul 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 304 4,423 0 29 Jun 2016
Triplet Probabilistic Embedding for Face Verification and Clustering S. Sankaranarayanan A. Alavi Carlos D. Castillo Rama Chellappa CVBM 3DH 99 214 0 19 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,723 0 09 Mar 2015
FitNets: Hints for Thin Deep Nets Adriana Romero Nicolas Ballas Samira Ebrahimi Kahou Antoine Chassang C. Gatta Yoshua Bengio FedML 311 3,893 0 19 Dec 2014