Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias

14 June 2019

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

40 / 90 papers shown

Title
HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing Yuval Alaluf Omer Tov Ron Mokady Rinon Gal Amit H. Bermano 54 266 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
UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models Arvindkumar Krishnakumar Tong He Shengji Tang Judy Hoffman 21 30 0 29 Oct 2021
Multi-Attribute Balanced Sampling for Disentangled GAN Controls Perla Doubinsky Nicolas Audebert M. Crucianu Hervé Le Borgne DRL 27 7 0 28 Oct 2021
AequeVox: Automated Fairness Testing of Speech Recognition Systems Sai Sathiesh Rajan Sakshi Udeshi Sudipta Chattopadhyay 28 15 0 19 Oct 2021
Toward a Visual Concept Vocabulary for GAN Latent Space Sarah Schwettmann Evan Hernandez David Bau Samuel J. Klein Jacob Andreas Antonio Torralba 28 15 0 08 Oct 2021
WarpedGANSpace: Finding non-linear RBF paths in GAN latent space Christos Tzelepis Georgios Tzimiropoulos Ioannis Patras 82 62 0 27 Sep 2021
Explainability Requires Interactivity Matthias Kirchler M. Graf Marius Kloft C. Lippert FAtt AAML HAI 35 1 0 16 Sep 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 32 80 0 19 Aug 2021
Adaptation and Generalization for Unknown Sensitive Factors of Variations William Paul Philippe Burlina AAML 33 0 0 28 Jul 2021
Towards Unbiased Visual Emotion Recognition via Causal Intervention Yuedong Chen Xu Yang Tat-Jen Cham Jianfei Cai OOD CML 21 19 0 26 Jul 2021
Generative Models for Security: Attacks, Defenses, and Opportunities L. A. Bauer Vincent Bindschaedler 25 4 0 21 Jul 2021
Synthetic Benchmarks for Scientific Research in Explainable Machine Learning Yang Liu Sujay Khandagale Colin White Willie Neiswanger 37 65 0 23 Jun 2021
Pivotal Tuning for Latent-based Editing of Real Images Daniel Roich Ron Mokady Amit H. Bermano Daniel Cohen-Or DiffM 34 522 0 10 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 27 47 0 04 Jun 2021
DISSECT: Disentangled Simultaneous Explanations via Concept Traversals Asma Ghandeharioun Been Kim Chun-Liang Li Brendan Jou B. Eoff Rosalind W. Picard AAML 35 53 0 31 May 2021
Discover the Unknown Biased Attribute of an Image Classifier Zhiheng Li Chenliang Xu 40 50 0 29 Apr 2021
SI-Score: An image dataset for fine-grained analysis of robustness to object location, rotation and size Jessica Yung Rob Romijnders Alexander Kolesnikov Lucas Beyer Josip Djolonga N. Houlsby Sylvain Gelly Mario Lucic Xiaohua Zhai 32 8 0 09 Apr 2021
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement Yuval Alaluf Or Patashnik Daniel Cohen-Or 39 345 0 06 Apr 2021
Responsible AI: Gender bias assessment in emotion recognition Artem Domnich G. Anbarjafari 27 48 0 21 Mar 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 37 55 0 18 Mar 2021
Designing an Encoder for StyleGAN Image Manipulation Omer Tov Yuval Alaluf Yotam Nitzan Or Patashnik Daniel Cohen-Or 217 777 0 04 Feb 2021
Only a Matter of Style: Age Transformation Using a Style-Based Regression Model Yuval Alaluf Or Patashnik Daniel Cohen-Or 19 137 0 04 Feb 2021
GAN "Steerability" without optimization Nurit Spingarn-Eliezer Ron Banner T. Michaeli LLMSV 30 57 0 09 Dec 2020
Fair Attribute Classification through Latent Space De-biasing V. V. Ramaswamy Sunnie S. Y. Kim Olga Russakovsky 25 162 0 02 Dec 2020
LT-GAN: Self-Supervised GAN with Latent Transformation Detection Parth Patel Nupur Kumari M. Singh Balaji Krishnamurthy 27 19 0 19 Oct 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 65 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 58 1,098 0 03 Aug 2020
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 29 158 0 20 Jul 2020
Towards causal benchmarking of bias in face analysis algorithms Guha Balakrishnan Yuanjun Xiong Wei Xia Pietro Perona CVBM 21 90 0 13 Jul 2020
Intra-Processing Methods for Debiasing Neural Networks Yash Savani Colin White G. NaveenSundar 16 43 0 15 Jun 2020
Gender Slopes: Counterfactual Fairness for Computer Vision Models by Attribute Manipulation Jungseock Joo Kimmo Karkkainen 18 48 0 21 May 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
REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets Angelina Wang Alexander Liu Ryan Zhang Anat Kleiman Leslie Kim Dora Zhao Iroha Shirai Arvind Narayanan Olga Russakovsky 25 185 0 16 Apr 2020
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
Generative Models for Effective ML on Private, Decentralized Datasets S. Augenstein H. B. McMahan Daniel Ramage Swaroop Indra Ramaswamy Peter Kairouz Mingqing Chen Rajiv Mathews Blaise Agüera y Arcas SyDa 32 182 0 15 Nov 2019
Explaining Visual Models by Causal Attribution Álvaro Parafita Jordi Vitrià CML FAtt 62 35 0 19 Sep 2019
On the "steerability" of generative adversarial networks Ali Jahanian Lucy Chai Phillip Isola GAN OOD 43 397 0 16 Jul 2019