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A Deep Dive into Dataset Imbalance and Bias in Face Identification

A Deep Dive into Dataset Imbalance and Bias in Face Identification

15 March 2022
Valeriia Cherepanova
Steven Reich
Samuel Dooley
Hossein Souri
Micah Goldblum
Tom Goldstein
ArXiv (abs)PDFHTML

Papers citing "A Deep Dive into Dataset Imbalance and Bias in Face Identification"

8 / 8 papers shown
Title
A Deep Learning Approach for Facial Attribute Manipulation and Reconstruction in Surveillance and Reconnaissance
A Deep Learning Approach for Facial Attribute Manipulation and Reconstruction in Surveillance and Reconnaissance
Anees Nashath Shaik
Barbara Villarini
Vasileios Argyriou
18
0
0
06 Jun 2025
Pura: An Efficient Privacy-Preserving Solution for Face Recognition
Pura: An Efficient Privacy-Preserving Solution for Face Recognition
Guotao Xu
Bowen Zhao
Yang Xiao
Yantao Zhong
Liang Zhai
Qingqi Pei
PICV
31
0
0
21 May 2025
Gone With the Bits: Revealing Racial Bias in Low-Rate Neural Compression for Facial Images
Gone With the Bits: Revealing Racial Bias in Low-Rate Neural Compression for Facial Images
Tian Qiu
Arjun Nichani
Rasta Tadayontahmasebi
Haewon Jeong
62
0
0
05 May 2025
Exploring Disparity-Accuracy Trade-offs in Face Recognition Systems: The Role of Datasets, Architectures, and Loss Functions
Exploring Disparity-Accuracy Trade-offs in Face Recognition Systems: The Role of Datasets, Architectures, and Loss Functions
S. Jaiswal
Sagnik Basu
Sandipan Sikdar
Animesh Mukherjee
57
0
0
18 Mar 2025
Synthetic Data for the Mitigation of Demographic Biases in Face
  Recognition
Synthetic Data for the Mitigation of Demographic Biases in Face Recognition
Pietro Melzi
Christian Rathgeb
Ruben Tolosana
R. Vera-Rodríguez
Aythami Morales
Dominik Lawatsch
Florian Domin
Maxim Schaubert
67
12
0
02 Feb 2024
Fairer and More Accurate Tabular Models Through NAS
Fairer and More Accurate Tabular Models Through NAS
Richeek Das
Samuel Dooley
75
5
0
18 Oct 2023
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face
  Recognition
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition
Samuel Dooley
R. Sukthanker
John P. Dickerson
Colin White
Frank Hutter
Micah Goldblum
CVBM
132
23
0
18 Oct 2022
Fairness Properties of Face Recognition and Obfuscation Systems
Fairness Properties of Face Recognition and Obfuscation Systems
Harrison Rosenberg
Brian Tang
Kassem Fawaz
S. Jha
PICV
71
14
0
05 Aug 2021
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