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2203.08235
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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
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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
Anees Nashath Shaik
Barbara Villarini
Vasileios Argyriou
18
0
0
06 Jun 2025
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
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
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
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
Richeek Das
Samuel Dooley
75
5
0
18 Oct 2023
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
Harrison Rosenberg
Brian Tang
Kassem Fawaz
S. Jha
PICV
71
14
0
05 Aug 2021
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