Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models

2 December 2019

Papers citing "Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models"

10 / 10 papers shown

Title
$GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing$ 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 66 4 0 30 Jun 2024
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language Models Laura Cabello Emanuele Bugliarello Stephanie Brandl Desmond Elliott 28 7 0 26 Oct 2023
Uncurated Image-Text Datasets: Shedding Light on Demographic Bias Noa Garcia Yusuke Hirota Yankun Wu Yuta Nakashima EGVM 51 51 0 06 Apr 2023
Underspecification in Scene Description-to-Depiction Tasks Ben Hutchinson Jason Baldridge Vinodkumar Prabhakaran DiffM 74 32 0 11 Oct 2022
What's in a Caption? Dataset-Specific Linguistic Diversity and Its Effect on Visual Description Models and Metrics David M. Chan Austin Myers Sudheendra Vijayanarasimhan David A. Ross Bryan Seybold John F. Canny 33 6 0 12 May 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 28 110 0 16 Feb 2022
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 30 134 0 16 Jun 2021
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan Yonatan Bisk VLM 32 56 0 18 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 224 27,929 0 26 Feb 2021
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Xia Hu FaML 19 65 0 15 Jun 2020