Towards causal benchmarking of bias in face analysis algorithms

13 July 2020

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

27 / 27 papers shown

Title
Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals Dena F. Mujtaba Nihar R. Mahapatra 27 0 0 17 May 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 50 0 0 25 Mar 2025
A Rapid Test for Accuracy and Bias of Face Recognition Technology Manuel Knott Ignacio Serna Ethan Mann Pietro Perona 47 0 0 20 Feb 2025
Identifying Spurious Correlations using Counterfactual Alignment Joseph Paul Cohen Louis Blankemeier Akshay S. Chaudhari CML 57 1 0 01 Dec 2023
AI-based association analysis for medical imaging using latent-space geometric confounder correction Xianjing Liu Bo Li Meike W. Vernooij E. Wolvius Gennady V. Roshchupkin Esther E. Bron MedIm 34 0 0 03 Oct 2023
Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical Statistical Analysis and Recommendations Riccardo Fogliato Pratik V. Patil Pietro Perona 35 1 0 01 Jun 2023
F?D: On understanding the role of deep feature spaces on face generation evaluation Krish Kabra Guha Balakrishnan EGVM CVBM 44 0 0 31 May 2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations M. Wong M. Ramanujam Guha Balakrishnan Ravi Netravali 36 4 0 04 Apr 2023
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 27 35 0 13 Feb 2023
Linking convolutional kernel size to generalization bias in face analysis CNNs Hao Liang J. O. Caro Vikram Maheshri Ankit B. Patel Guha Balakrishnan CVBM CML 23 0 0 07 Feb 2023
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification Jiazhi Li Wael AbdAlmageed CVBM 34 8 0 14 Sep 2022
Investigating Generalization by Controlling Normalized Margin Alexander R. Farhang Jeremy Bernstein Kushal Tirumala Yang Liu Yisong Yue 33 6 0 08 May 2022
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis Zhiheng Li Martin Renqiang Min Keqin Li Chenliang Xu EGVM 40 39 0 29 Mar 2022
Rayleigh EigenDirections (REDs): GAN latent space traversals for multidimensional features Guha Balakrishnan Raghudeep Gadde Aleix M. Martinez Pietro Perona 49 3 0 25 Jan 2022
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology Vítor Albiero Kai Zhang Michael C. King Kevin W. Bowyer CVBM 19 49 0 29 Dec 2021
Latent Space Smoothing for Individually Fair Representations Momchil Peychev Anian Ruoss Mislav Balunović Maximilian Baader Martin Vechev FaML 38 19 0 26 Nov 2021
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 51 485 0 09 Oct 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 39 11 0 09 Sep 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 132 122 0 16 Jul 2021
Projection-wise Disentangling for Fair and Interpretable Representation Learning: Application to 3D Facial Shape Analysis Xianjing Liu Bo Li Esther E. Bron W. Niessen E. Wolvius Gennady Roshchupkin CVBM 32 9 0 25 Jun 2021
Discover the Unknown Biased Attribute of an Image Classifier Zhiheng Li Chenliang Xu 40 50 0 29 Apr 2021
Causal Learning for Socially Responsible AI Lu Cheng Ahmadreza Mosallanezhad Paras Sheth Huan Liu 85 13 0 25 Apr 2021
Balancing Biases and Preserving Privacy on Balanced Faces in the Wild Joseph P. Robinson Can Qin Yann Henon Samson Timoner Y. Fu 32 25 0 16 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst Jan Niklas Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 36 115 0 02 Mar 2021
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 P. Drozdowski Christian Rathgeb A. Dantcheva N. Damer C. Busch FaML 135 201 0 05 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 312 10,391 0 12 Dec 2018