Fairness Indicators for Systematic Assessments of Visual Feature Extractors

15 February 2022

Priya Goyal

Adriana Romero Soriano

Papers citing "Fairness Indicators for Systematic Assessments of Visual Feature Extractors"

25 / 25 papers shown

Title
Fairness and Bias in Multimodal AI: A Survey Tosin Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 117 10 0 27 Jun 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 161 23 0 24 May 2024
No Filter: Cultural and Socioeconomic Diversity in Contrastive Vision-Language Models Angeline Pouget Lucas Beyer Emanuele Bugliarello Xiao Wang Andreas Steiner Xiao-Qi Zhai Ibrahim Alabdulmohsin VLM 84 9 0 22 May 2024
Towards Geographic Inclusion in the Evaluation of Text-to-Image Models Melissa Hall Samuel J. Bell Candace Ross Adina Williams M. Drozdzal Adriana Romero Soriano EGVM 66 5 0 07 May 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost Oana Ignat Longju Bai Joan Nwatu Rada Mihalcea 76 6 0 12 Mar 2024
The Bias of Harmful Label Associations in Vision-Language Models C. Hazirbas Alicia Sun Yonathan Efroni Mark Ibrahim VLM 74 0 0 11 Feb 2024
Black-Box Access is Insufficient for Rigorous AI Audits Stephen Casper Carson Ezell Charlotte Siegmann Noam Kolt Taylor Lynn Curtis ... Michael Gerovitch David Bau Max Tegmark David M. Krueger Dylan Hadfield-Menell AAML 145 94 0 25 Jan 2024
Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition Kyle Buettner Sina Malakouti Xiang Lorraine Li Adriana Kovashka 128 3 0 03 Jan 2024
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 126 19 0 24 Sep 2023
FACET: Fairness in Computer Vision Evaluation Benchmark Laura Gustafson Chloe Rolland Nikhila Ravi Quentin Duval Aaron B. Adcock Cheng-Yang Fu Melissa Hall Candace Ross VLM EGVM 106 40 0 31 Aug 2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity Melissa Hall Candace Ross Adina Williams Nicolas Carion M. Drozdzal Adriana Romero Soriano EGVM 60 7 0 11 Aug 2023
Challenges and Solutions in AI for All R. Shams Didar Zowghi Muneera Bano 58 4 0 20 Jul 2023
PaLI-X: On Scaling up a Multilingual Vision and Language Model Xi Chen Josip Djolonga Piotr Padlewski Basil Mustafa Soravit Changpinyo ... Mojtaba Seyedhosseini A. Angelova Xiaohua Zhai N. Houlsby Radu Soricut VLM 152 203 0 29 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 448 3,529 0 14 Apr 2023
Pinpointing Why Object Recognition Performance Degrades Across Income Levels and Geographies Laura Gustafson Megan Richards Melissa Hall C. Hazirbas Diane Bouchacourt Mark Ibrahim 66 7 0 11 Apr 2023
Overwriting Pretrained Bias with Finetuning Data Angelina Wang Olga Russakovsky 70 33 0 10 Mar 2023
The Casual Conversations v2 Dataset Bilal Porgali Vítor Albiero Jordan Ryda Cristian Canton Ferrer C. Hazirbas 58 2 0 08 Mar 2023
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers Melissa Hall Bobbie Chern Laura Gustafson Denisse Ventura Harshad Kulkarni Candace Ross Nicolas Usunier 63 6 0 16 Feb 2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities Melissa Hall Laura Gustafson Aaron B. Adcock Ishan Misra Candace Ross VLM 95 24 0 26 Jan 2023
Simplicity Bias Leads to Amplified Performance Disparities Samuel J. Bell Levent Sagun 46 13 0 13 Dec 2022
Casual Conversations v2: Designing a large consent-driven dataset to measure algorithmic bias and robustness C. Hazirbas Yejin Bang Tiezheng Yu Parisa Assar Bilal Porgali ... Jacqueline Pan Emily McReynolds Miranda Bogen Pascale Fung Cristian Canton Ferrer 81 8 0 10 Nov 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 128 111 0 16 Feb 2022
Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach Alessandro Fabris Andrea Esuli Alejandro Moreo Fabrizio Sebastiani 70 20 0 17 Sep 2021
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 332 4,109 0 17 Jun 2020
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 134 133 0 06 Dec 2019