Compressed Models Decompress Race Biases: What Quantized Models Forget
for Fair Face Recognition

Compressed Models Decompress Race Biases: What Quantized Models Forget for Fair Face Recognition

23 August 2023

Eduarda Caldeira

Jaime S. Cardoso

Ana F. Sequeira

ArXiv (abs)PDF HTML

Papers citing "Compressed Models Decompress Race Biases: What Quantized Models Forget for Fair Face Recognition"

12 / 12 papers shown

Title
Second FRCSyn-onGoing: Winning Solutions and Post-Challenge Analysis to Improve Face Recognition with Synthetic Data Ivan Deandres-Tame Ruben Tolosana Pietro Melzi R. Vera-Rodríguez Minchul Kim ... Bernardo Biesseck Pedro Vidal Luiz Coelho Roger Granada David Menotti 142 2 0 02 Dec 2024
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization Fadi Boutros Naser Damer Arjan Kuijper CVBM MQ 47 37 0 21 Jun 2022
Meta Balanced Network for Fair Face Recognition Mei Wang Yaobin Zhang Weihong Deng CVBM 63 78 0 13 May 2022
The Effect of Model Compression on Fairness in Facial Expression Recognition Samuil Stoychev Hatice Gunes CVBM 120 19 0 05 Jan 2022
FocusFace: Multi-task Contrastive Learning for Masked Face Recognition Pedro C. Neto Fadi Boutros João Ribeiro Pinto Naser Damer Ana F. Sequeira Jaime S. Cardoso AAML CVBM 53 34 0 28 Oct 2021
ElasticFace: Elastic Margin Loss for Deep Face Recognition Fadi Boutros Naser Damer Florian Kirchbuchner Arjan Kuijper CVBM 74 222 0 20 Sep 2021
SynFace: Face Recognition with Synthetic Data Haibo Qiu Baosheng Yu Dihong Gong Zhifeng Li Wei Liu Dacheng Tao 88 129 0 18 Aug 2021
Characterising Bias in Compressed Models Sara Hooker Nyalleng Moorosi Gregory Clark Samy Bengio Emily L. Denton 67 185 0 06 Oct 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 161 1,886 0 11 Jun 2020
StRDAN: Synthetic-to-Real Domain Adaptation Network for Vehicle Re-Identification Sangrok Lee Eunsoo Park Hongsuk Yi Sang Hun Lee 54 33 0 25 Apr 2020
Adversarial Domain Adaptation with Domain Mixup Minghao Xu Jian Zhang Bingbing Ni Teng Li Chengjie Wang Qi Tian Wenjun Zhang 57 447 0 04 Dec 2019
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices Sheng Chen Yang Liu Xiang Gao Zhen Han CVBM 3DH 87 562 0 20 Apr 2018

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