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Towards causal benchmarking of bias in face analysis algorithms

Towards causal benchmarking of bias in face analysis algorithms

13 July 2020
Guha Balakrishnan
Yuanjun Xiong
Wei Xia
Pietro Perona
    CVBM
ArXivPDFHTML

Papers citing "Towards causal benchmarking of bias in face analysis algorithms"

22 / 22 papers shown
Title
Attention IoU: Examining Biases in CelebA using Attention Maps
Attention IoU: Examining Biases in CelebA using Attention Maps
Aaron Serianni
Tyler Zhu
Olga Russakovsky
V. V. Ramaswamy
42
0
0
25 Mar 2025
A Rapid Test for Accuracy and Bias of Face Recognition Technology
A Rapid Test for Accuracy and Bias of Face Recognition Technology
Manuel Knott
Ignacio Serna
Ethan Mann
Pietro Perona
42
0
0
20 Feb 2025
Identifying Spurious Correlations using Counterfactual Alignment
Identifying Spurious Correlations using Counterfactual Alignment
Joseph Paul Cohen
Louis Blankemeier
Akshay S. Chaudhari
CML
55
1
0
01 Dec 2023
AI-based association analysis for medical imaging using latent-space geometric confounder correction
AI-based association analysis for medical imaging using latent-space geometric confounder correction
Xianjing Liu
Bo-wen Li
Meike W. Vernooij
E. Wolvius
Gennady V. Roshchupkin
Esther E. Bron
MedIm
26
0
0
03 Oct 2023
Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical
  Statistical Analysis and Recommendations
Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical Statistical Analysis and Recommendations
Riccardo Fogliato
Pratik V. Patil
Pietro Perona
19
1
0
01 Jun 2023
F?D: On understanding the role of deep feature spaces on face generation
  evaluation
F?D: On understanding the role of deep feature spaces on face generation evaluation
Krish Kabra
Guha Balakrishnan
EGVM
CVBM
32
0
0
31 May 2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera
  Configurations
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations
M. Wong
M. Ramanujam
Guha Balakrishnan
Ravi Netravali
29
4
0
04 Apr 2023
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed
  on AI-based Recruitment
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment
Alejandro Peña
Ignacio Serna
Aythami Morales
Julian Fierrez
Alfonso Ortega
Ainhoa Herrarte
Manuel Alcántara
J. Ortega-Garcia
FaML
25
34
0
13 Feb 2023
CAT: Controllable Attribute Translation for Fair Facial Attribute
  Classification
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification
Jiazhi Li
Wael AbdAlmageed
CVBM
24
8
0
14 Sep 2022
Investigating Generalization by Controlling Normalized Margin
Investigating Generalization by Controlling Normalized Margin
Alexander R. Farhang
Jeremy Bernstein
Kushal Tirumala
Yang Liu
Yisong Yue
28
6
0
08 May 2022
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis
Zhiheng Li
Martin Renqiang Min
K. Li
Chenliang Xu
EGVM
30
39
0
29 Mar 2022
Rayleigh EigenDirections (REDs): GAN latent space traversals for
  multidimensional features
Rayleigh EigenDirections (REDs): GAN latent space traversals for multidimensional features
Guha Balakrishnan
Raghudeep Gadde
Aleix M. Martinez
Pietro Perona
33
3
0
25 Jan 2022
Latent Space Smoothing for Individually Fair Representations
Latent Space Smoothing for Individually Fair Representations
Momchil Peychev
Anian Ruoss
Mislav Balunović
Maximilian Baader
Martin Vechev
FaML
36
19
0
26 Nov 2021
Vector-quantized Image Modeling with Improved VQGAN
Vector-quantized Image Modeling with Improved VQGAN
Jiahui Yu
Xin Li
Jing Yu Koh
Han Zhang
Ruoming Pang
James Qin
Alexander Ku
Yuanzhong Xu
Jason Baldridge
Yonghui Wu
ViT
VLM
DRL
49
477
0
09 Oct 2021
IFBiD: Inference-Free Bias Detection
IFBiD: Inference-Free Bias Detection
Ignacio Serna
Daniel DeAlcala
Aythami Morales
Julian Fierrez
J. Ortega-Garcia
CVBM
31
11
0
09 Sep 2021
A Survey on Bias in Visual Datasets
A Survey on Bias in Visual Datasets
Simone Fabbrizzi
Symeon Papadopoulos
Eirini Ntoutsi
Y. Kompatsiaris
132
121
0
16 Jul 2021
Projection-wise Disentangling for Fair and Interpretable Representation
  Learning: Application to 3D Facial Shape Analysis
Projection-wise Disentangling for Fair and Interpretable Representation Learning: Application to 3D Facial Shape Analysis
Xianjing Liu
Bo-wen Li
Esther E. Bron
W. Niessen
E. Wolvius
Gennady Roshchupkin
CVBM
24
9
0
25 Jun 2021
Causal Learning for Socially Responsible AI
Causal Learning for Socially Responsible AI
Lu Cheng
Ahmadreza Mosallanezhad
Paras Sheth
Huan Liu
71
13
0
25 Apr 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics
A Comprehensive Study on Face Recognition Biases Beyond Demographics
Philipp Terhörst
J. Kolf
Marco Huber
Florian Kirchbuchner
Naser Damer
Aythami Morales
Julian Fierrez
Arjan Kuijper
29
115
0
02 Mar 2021
GAN-Control: Explicitly Controllable GANs
GAN-Control: Explicitly Controllable GANs
Alon Shoshan
Nadav Bhonker
Igor Kviatkovsky
Gérard Medioni
CVBM
148
134
0
07 Jan 2021
Demographic Bias in Biometrics: A Survey on an Emerging Challenge
Demographic Bias in Biometrics: A Survey on an Emerging Challenge
P. Drozdowski
Christian Rathgeb
A. Dantcheva
N. Damer
C. Busch
FaML
135
200
0
05 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
279
10,348
0
12 Dec 2018
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