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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
ArXivPDFHTML

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

8 / 8 papers shown
Title
Face Recognition: Too Bias, or Not Too Bias?
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
Accuracy comparison across face recognition algorithms: Where are we on
  measuring race bias?
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
43
169
0
16 Dec 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement
  Learning
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning
Mei Wang
Weihong Deng
CVBM
92
232
0
25 Nov 2019
Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep
  Neural Network Embeddings
Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings
Mohsan S. Alvi
Andrew Zisserman
C. Nellåker
FaML
120
248
0
06 Sep 2018
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification
  on Mobile Devices
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices
Sheng Chen
Yang Liu
Xiang Gao
Zhen Han
CVBM
3DH
77
562
0
20 Apr 2018
Cost Sensitive Learning of Deep Feature Representations from Imbalanced
  Data
Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data
Salman H. Khan
Munawar Hayat
Bennamoun
Ferdous Sohel
R. Togneri
72
882
0
14 Aug 2015
Deep Learning Face Attributes in the Wild
Deep Learning Face Attributes in the Wild
Ziwei Liu
Ping Luo
Xiaogang Wang
Xiaoou Tang
CVBM
244
8,408
0
28 Nov 2014
Deep Learning Face Representation by Joint Identification-Verification
Deep Learning Face Representation by Joint Identification-Verification
Yi Sun
Xiaogang Wang
Xiaoou Tang
CVBM
224
2,246
0
18 Jun 2014
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