Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias

14 June 2019

Papers citing "Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias"

50 / 90 papers shown

Title
Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals Dena F. Mujtaba Nihar R. Mahapatra 24 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
Constructing Fair Latent Space for Intersection of Fairness and Explainability Hyungjun Joo Hyeonggeun Han Sehwan Kim Sangwoo Hong Jungwoo Lee 47 0 0 23 Dec 2024
Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning Simret Araya Gebreegziabher Kuangshi Ai Zheng Zhang Elena L. Glassman T. Li 34 4 0 07 Aug 2024
They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias Salma Abdel Magid Jui-Hsien Wang Kushal Kafle Hanspeter Pfister 49 1 0 17 Jun 2024
Mitigating Bias Using Model-Agnostic Data Attribution Sander De Coninck Wei-Cheng Wang Sam Leroux Pieter Simoens 34 1 0 08 May 2024
Utilizing Adversarial Examples for Bias Mitigation and Accuracy Enhancement Pushkar Shukla Dhruv Srikanth Lee Cohen Matthew A. Turk AAML 40 0 0 18 Apr 2024
Distributionally Generative Augmentation for Fair Facial Attribute Classification Fengda Zhang Qianpei He Kun Kuang Jiashuo Liu Long Chen Chao-Xiang Wu Jun Xiao Hanwang Zhang CVBM 42 8 0 11 Mar 2024
TIBET: Identifying and Evaluating Biases in Text-to-Image Generative Models Aditya Chinchure Pushkar Shukla Gaurav Bhatt Kiri Salij K. Hosanagar Leonid Sigal Matthew A. Turk 21 24 0 03 Dec 2023
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 47 16 0 24 Sep 2023
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented Group Kidist Amde Mekonnen CVBM 27 2 0 07 Aug 2023
LANCE: Stress-testing Visual Models by Generating Language-guided Counterfactual Images Viraj Prabhu Sriram Yenamandra Prithvijit Chattopadhyay Judy Hoffman 33 38 0 30 May 2023
On Counterfactual Data Augmentation Under Confounding Abbavaram Gowtham Reddy Saketh Bachu Saloni Dash Charchit Sharma Amit Sharma V. Balasubramanian CML BDL 33 0 0 29 May 2023
Balancing the Picture: Debiasing Vision-Language Datasets with Synthetic Contrast Sets Brandon Smith Miguel Farinha S. Hall Hannah Rose Kirk Aleksandar Shtedritski Max Bain 44 19 0 24 May 2023
Latent Imitator: Generating Natural Individual Discriminatory Instances for Black-Box Fairness Testing Yisong Xiao Aishan Liu Tianlin Li Xianglong Liu 29 26 0 19 May 2023
Towards Co-Creative Generative Adversarial Networks for Fashion Designers Imke Grabe Jichen Zhu AI4CE GAN 25 0 0 19 Apr 2023
Hidden Layer Interaction: A Co-Creative Design Fiction for Generative Models Imke Grabe Jichen Zhu 32 1 0 01 Apr 2023
Zero-shot Model Diagnosis Jinqi Luo Zhaoning Wang Chen Henry Wu Dong Huang Fernando de la Torre VLM 24 21 0 27 Mar 2023
Semantic Image Attack for Visual Model Diagnosis Jinqi Luo Zhaoning Wang Chenhuan Wu Dong Huang Fernando de la Torre AAML 28 1 0 23 Mar 2023
Mitigating Bias in Visual Transformers via Targeted Alignment Sruthi Sudhakar Viraj Prabhu Arvindkumar Krishnakumar Judy Hoffman 30 8 0 08 Feb 2023
Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service" Kornel Lewicki M. S. Lee Jennifer Cobbe Jatinder Singh 38 21 0 02 Feb 2023
Adaptive Testing of Computer Vision Models Irena Gao Gabriel Ilharco Scott M. Lundberg Marco Tulio Ribeiro VLM 17 42 0 06 Dec 2022
Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing Nataniel Ruiz Sarah Adel Bargal Cihang Xie Kate Saenko Stan Sclaroff ViT 39 5 0 29 Nov 2022
The Euclidean Space is Evil: Hyperbolic Attribute Editing for Few-shot Image Generation Ling Li Yi Zhang Shuhui Wang 27 16 0 22 Nov 2022
Delving StyleGAN Inversion for Image Editing: A Foundation Latent Space Viewpoint Hongyu Liu Yibing Song Qifeng Chen DiffM 33 21 0 21 Nov 2022
Counterfactual Generation Under Confounding Abbavaram Gowtham Reddy Saloni Dash Amit Sharma V. Balasubramanian CML 39 2 0 22 Oct 2022
How to Boost Face Recognition with StyleGAN? Artem Sevastopolsky Yury Malkov N. Durasov L. Verdoliva Matthias Nießner PICV 28 13 0 18 Oct 2022
A survey of Identification and mitigation of Machine Learning algorithmic biases in Image Analysis Laurent Risser Agustin Picard Lucas Hervier Jean-Michel Loubes FaML 38 5 0 10 Oct 2022
UnGANable: Defending Against GAN-based Face Manipulation Zheng Li Ning Yu A. Salem Michael Backes Mario Fritz Yang Zhang AAML PICV CVBM 44 22 0 03 Oct 2022
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups Sreeraj Ramachandran A. Rattani FaML 28 13 0 17 Aug 2022
RealPatch: A Statistical Matching Framework for Model Patching with Real Samples Sara Romiti C. Inskip V. Sharmanska Novi Quadrianto 25 2 0 03 Aug 2022
Fairness and Bias in Robot Learning Laura Londoño Juana Valeria Hurtado Nora Hertz P. Kellmeyer S. Voeneky Abhinav Valada FaML 21 9 0 07 Jul 2022
Enhancing Fairness of Visual Attribute Predictors Tobias Hanel Nishant Kumar D. Schlesinger Meng Li Erdem Unal Abouzar Eslami Stefan Gumhold 27 2 0 07 Jul 2022
GLANCE: Global to Local Architecture-Neutral Concept-based Explanations Avinash Kori Ben Glocker Francesca Toni 35 6 0 05 Jul 2022
Video2StyleGAN: Encoding Video in Latent Space for Manipulation Ji-yang Yu Jingen Liu Jing-ling Huang Wei Zhang Tao Mei CVBM 34 0 0 27 Jun 2022
Gender Artifacts in Visual Datasets Nicole Meister Dora Zhao Angelina Wang V. V. Ramaswamy Ruth C. Fong Olga Russakovsky 27 28 0 18 Jun 2022
Evidence for Hypodescent in Visual Semantic AI Robert Wolfe M. Banaji Aylin Caliskan VLM 30 36 0 22 May 2022
End-to-End Visual Editing with a Generatively Pre-Trained Artist A. Brown Cheng-Yang Fu Omkar M. Parkhi Tamara L. Berg Andrea Vedaldi DiffM 37 8 0 03 May 2022
Mitigating Bias in Facial Analysis Systems by Incorporating Label Diversity Camila Kolling Victor Araujo Adriano Veloso S. Musse 25 3 0 13 Apr 2022
Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks Michael Lohaus Matthäus Kleindessner K. Kenthapadi Francesco Locatello Chris Russell 16 12 0 09 Apr 2022
MyStyle: A Personalized Generative Prior Yotam Nitzan Kfir Aberman Qiurui He O. Liba Michal Yarom Yossi Gandelsman Inbar Mosseri Yael Pritch Daniel Cohen-or 42 25 0 31 Mar 2022
Self-Distilled StyleGAN: Towards Generation from Internet Photos Ron Mokady Michal Yarom Omer Tov Oran Lang Daniel Cohen-Or Tali Dekel Michal Irani Inbar Mosseri 35 44 0 24 Feb 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 40 69 0 21 Feb 2022
Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers Krystal Maughan Ivoline C. Ngong Joseph P. Near 19 2 0 09 Feb 2022
GANSlider: How Users Control Generative Models for Images using Multiple Sliders with and without Feedforward Information Hai Dang Lukas Mecke Daniel Buschek 30 33 0 02 Feb 2022
Challenges and Opportunities for Machine Learning Classification of Behavior and Mental State from Images Peter Washington O. Mutlu A. Kline K. Paskov N. Stockham B. Chrisman Nick Deveaux Mourya Surhabi Nick Haber Dennis Paul Wall 29 11 0 26 Jan 2022
IMACS: Image Model Attribution Comparison Summaries E. Schoop Benjamin D. Wedin A. Kapishnikov Tolga Bolukbasi Michael Terry FAtt 26 1 0 26 Jan 2022
Stitch it in Time: GAN-Based Facial Editing of Real Videos Rotem Tzaban Ron Mokady Rinon Gal Amit H. Bermano Daniel Cohen-Or CVBM 38 86 0 20 Jan 2022
COIN: Counterfactual Image Generation for VQA Interpretation Zeyd Boukhers Timo Hartmann Jan Jurjens 21 7 0 10 Jan 2022
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 33 23 0 13 Dec 2021