Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images

8 February 2024

Papers citing "Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images"

12 / 12 papers shown

Title
Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding Kyungmin Min Minbeom Kim Kang-il Lee Dongryeol Lee Kyomin Jung MLLM 75 3 0 20 Feb 2025
VLMs as GeoGuessr Masters: Exceptional Performance, Hidden Biases, and Privacy Risks Jingyuan Huang Jen-tse Huang Ziyi Liu Xiaoyuan Liu Wenxuan Wang Jieyu Zhao 45 1 0 16 Feb 2025
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 40 2 0 25 Oct 2024
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks Fangru Lin Shaoguang Mao Emanuele La Malfa Valentin Hofmann Adrian de Wynter Jing Yao Si-Qing Chen Michael Wooldridge Furu Wei Furu Wei 46 2 0 14 Oct 2024
Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models Salma Abdel Magid Weiwei Pan Simon Warchol Grace Guo Junsik Kim Mahia Rahman Hanspeter Pfister 84 0 0 06 Oct 2024
$GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing$ GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing Yisong Xiao Aishan Liu QianJia Cheng Zhenfei Yin Siyuan Liang Jiapeng Li Jing Shao Xianglong Liu Dacheng Tao 33 4 0 30 Jun 2024
Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals Phillip Howard Kathleen C. Fraser Anahita Bhiwandiwalla S. Kiritchenko 48 9 0 30 May 2024
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 206 899 0 27 Apr 2023
Underspecification in Scene Description-to-Depiction Tasks Ben Hutchinson Jason Baldridge Vinodkumar Prabhakaran DiffM 66 32 0 11 Oct 2022
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 127 46 0 17 May 2022
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu X. Wang FaML 155 95 0 12 Sep 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 1,077 0 17 Feb 2021