Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias

14 June 2019

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

30 / 30 papers shown

Title
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 45 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 40 0 0 23 Dec 2024
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented Group Kidist Amde Mekonnen CVBM 25 2 0 07 Aug 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
Latent Imitator: Generating Natural Individual Discriminatory Instances for Black-Box Fairness Testing Yisong Xiao Aishan Liu Tianlin Li Xianglong Liu 22 26 0 19 May 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 29 21 0 02 Feb 2023
Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing Nataniel Ruiz Sarah Adel Bargal Cihang Xie Kate Saenko Stan Sclaroff ViT 36 5 0 29 Nov 2022
GLANCE: Global to Local Architecture-Neutral Concept-based Explanations Avinash Kori Ben Glocker Francesca Toni 27 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 20 0 0 27 Jun 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 32 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 33 44 0 24 Feb 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 29 69 0 21 Feb 2022
IMACS: Image Model Attribution Comparison Summaries E. Schoop Benjamin D. Wedin A. Kapishnikov Tolga Bolukbasi Michael Terry FAtt 21 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 23 86 0 20 Jan 2022
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 33 23 0 13 Dec 2021
HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing Yuval Alaluf Omer Tov Ron Mokady Rinon Gal Amit H. Bermano 46 265 0 30 Nov 2021
Latent Space Smoothing for Individually Fair Representations Momchil Peychev Anian Ruoss Mislav Balunović Maximilian Baader Martin Vechev FaML 36 19 0 26 Nov 2021
Multi-Attribute Balanced Sampling for Disentangled GAN Controls Perla Doubinsky Nicolas Audebert M. Crucianu Hervé Le Borgne DRL 24 7 0 28 Oct 2021
AequeVox: Automated Fairness Testing of Speech Recognition Systems Sai Sathiesh Rajan Sakshi Udeshi Sudipta Chattopadhyay 20 15 0 19 Oct 2021
Synthetic Benchmarks for Scientific Research in Explainable Machine Learning Yang Liu Sujay Khandagale Colin White W. Neiswanger 37 65 0 23 Jun 2021
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning Yuyan Wang Xuezhi Wang Alex Beutel Flavien Prost Jilin Chen Ed H. Chi FaML 24 47 0 04 Jun 2021
Paint by Word A. Andonian David Bau Audrey Cui YeonHwan Park Ali Jahanian Antonio Torralba A. Oliva DiffM 20 125 0 19 Mar 2021
Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations Pau Rodríguez López Massimo Caccia Alexandre Lacoste L. Zamparo I. Laradji Laurent Charlin David Vazquez AAML 34 55 0 18 Mar 2021
Only a Matter of Style: Age Transformation Using a Style-Based Regression Model Yuval Alaluf Or Patashnik Daniel Cohen-Or 17 137 0 04 Feb 2021
GAN "Steerability" without optimization Nurit Spingarn-Eliezer Ron Banner T. Michaeli LLMSV 25 57 0 09 Dec 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 26 27 0 06 Oct 2020
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash V. Balasubramanian Amit Sharma CML 27 64 0 17 Sep 2020
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation Elad Richardson Yuval Alaluf Or Patashnik Yotam Nitzan Yaniv Azar Stav Shapiro Daniel Cohen-Or 53 1,098 0 03 Aug 2020
Face Identity Disentanglement via Latent Space Mapping Yotam Nitzan Amit H. Bermano Yangyan Li Daniel Cohen-Or CVBM CoGe DRL 30 16 0 15 May 2020
Explaining Visual Models by Causal Attribution Álvaro Parafita Jordi Vitrià CML FAtt 62 35 0 19 Sep 2019