Uncurated Image-Text Datasets: Shedding Light on Demographic Bias

6 April 2023

Papers citing "Uncurated Image-Text Datasets: Shedding Light on Demographic Bias"

33 / 33 papers shown

Title
Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare Amara Tariq Rimita Lahiri Charles Kahn Imon Banerjee 31 0 0 12 May 2025
Exploring Bias in over 100 Text-to-Image Generative Models J. Vice Naveed Akhtar Richard I. Hartley Ajmal Mian EGVM 67 3 0 11 Mar 2025
Joint Vision-Language Social Bias Removal for CLIP Haoyu Zhang Yangyang Guo Mohan S. Kankanhalli VLM 72 0 0 19 Nov 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 47 2 0 25 Oct 2024
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation Christopher T. H. Teo Milad Abdollahzadeh Xinda Ma Ngai-man Cheung DiffM 26 1 0 24 Oct 2024
Visual Data Diagnosis and Debiasing with Concept Graphs Rwiddhi Chakraborty Yinong Wang Jialu Gao Runkai Zheng Cheng Zhang Fernando de la Torre 37 2 0 26 Sep 2024
Image-Perfect Imperfections: Safety, Bias, and Authenticity in the Shadow of Text-To-Image Model Evolution Yixin Wu Yun Shen Michael Backes Yang Zhang 42 1 0 30 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 40 4 0 05 Aug 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes Yusuke Hirota Jerone T. A. Andrews Dora Zhao Orestis Papakyriakopoulos Apostolos Modas Yuta Nakashima Alice Xiang 49 4 0 04 Jul 2024
A Taxonomy of Challenges to Curating Fair Datasets Dora Zhao M. Scheuerman Pooja Chitre Jerone T. A. Andrews Georgia Panagiotidou Shawn Walker Kathleen H. Pine Alice Xiang 47 2 0 10 Jun 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 M. Alabdulmohsin VLM 33 7 0 22 May 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 84 3 0 29 Apr 2024
FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication Eric Slyman Stefan Lee Scott D. Cohen Kushal Kafle VLM 41 5 0 24 Apr 2024
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance Vishaal Udandarao Ameya Prabhu Adhiraj Ghosh Yash Sharma Philip Torr Adel Bibi Samuel Albanie Matthias Bethge VLM 128 45 0 04 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models? Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 45 12 0 04 Apr 2024
Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation Yixin Wan Arjun Subramonian Anaelia Ovalle Zongyu Lin Ashima Suvarna Christina Chance Hritik Bansal Rebecca Pattichis Kai-Wei Chang EGVM 47 27 0 01 Apr 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost Oana Ignat Longju Bai Joan Nwatu Rada Mihalcea 39 6 0 12 Mar 2024
PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement Zhijie Wang Yuheng Huang Da Song Lei Ma Tianyi Zhang DiffM 45 57 0 06 Mar 2024
Design Principles for Generative AI Applications Justin D. Weisz Jessica He Michael J. Muller Gabriela Hoefer Rachel Miles Werner Geyer AI4CE 44 127 0 25 Jan 2024
SCoFT: Self-Contrastive Fine-Tuning for Equitable Image Generation Zhixuan Liu Peter Schaldenbrand Beverley-Claire Okogwu Wenxuan Peng Youngsik Yun Andrew Hundt Jihie Kim Jean Oh 39 16 0 16 Jan 2024
ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation Akshita Jha Vinodkumar Prabhakaran Remi Denton Sarah Laszlo Shachi Dave Rida Qadri Chandan K. Reddy Sunipa Dev 44 12 0 12 Jan 2024
Quantifying Bias in Text-to-Image Generative Models J. Vice Naveed Akhtar Richard I. Hartley Ajmal Mian 30 10 0 20 Dec 2023
Adventures of Trustworthy Vision-Language Models: A Survey Mayank Vatsa Anubhooti Jain Richa Singh 27 4 0 07 Dec 2023
Stable Diffusion Exposed: Gender Bias from Prompt to Image Yankun Wu Yuta Nakashima Noa Garcia 28 16 0 05 Dec 2023
SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples Phillip Howard Avinash Madasu Tiep Le Gustavo Lujan Moreno Anahita Bhiwandiwalla Vasudev Lal 55 16 0 30 Nov 2023
On Measuring Faithfulness or Self-consistency of Natural Language Explanations Letitia Parcalabescu Anette Frank LRM 74 22 0 13 Nov 2023
The Bias Amplification Paradox in Text-to-Image Generation P. Seshadri Sameer Singh Yanai Elazar DiffM 24 39 0 01 Aug 2023
Inspecting the Geographical Representativeness of Images from Text-to-Image Models Aparna Basu R. Venkatesh Babu Danish Pruthi DiffM 31 39 0 18 May 2023
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 35 18 0 07 Apr 2023
Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar 23 10 0 28 Mar 2023
MM-SHAP: A Performance-agnostic Metric for Measuring Multimodal Contributions in Vision and Language Models & Tasks Letitia Parcalabescu Anette Frank 34 22 0 15 Dec 2022
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 132 46 0 17 May 2022
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Qing Guo FaML 157 94 0 12 Sep 2021