Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models

3 July 2022

Papers citing "Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models"

25 / 25 papers shown

Title
VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models Zitong Yu Jiantong Qin Jianping Zhang Youliang Yuan Wenxuan Wang Jieyu Zhao VLM 61 0 0 10 Mar 2025
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction Chao Wang Weiwei Fu Yang Zhou MLLM VLM 74 0 0 06 Mar 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 50 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 47 2 0 25 Oct 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Yining Qi Zhicheng Chen Peilin Zhao VLM MLLM 66 19 0 04 Aug 2024
GABInsight: Exploring Gender-Activity Binding Bias in Vision-Language Models Ali Abdollahi Mahdi Ghaznavi Mohammad Reza Karimi Nejad Arash Mari Oriyad Reza Abbasi Ali Salesi Melika Behjati M. Rohban M. Baghshah CoGe 32 1 0 30 Jul 2024
Images Speak Louder than Words: Understanding and Mitigating Bias in Vision-Language Model from a Causal Mediation Perspective Zhaotian Weng Zijun Gao Jerone Andrews Jieyu Zhao 33 0 0 03 Jul 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 40 4 0 30 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias Salma Abdel Magid Jui-Hsien Wang Kushal Kafle Hanspeter Pfister 44 1 0 17 Jun 2024
Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks Yunqi Zhang Songda Li Chunyuan Deng Luyi Wang Hui Zhao 31 0 0 27 May 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
The Bias of Harmful Label Associations in Vision-Language Models C. Hazirbas Alicia Sun Yonathan Efroni Mark Ibrahim VLM 52 0 0 11 Feb 2024
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images Kathleen C. Fraser S. Kiritchenko 41 33 0 08 Feb 2024
New Job, New Gender? Measuring the Social Bias in Image Generation Models Wenxuan Wang Haonan Bai Jen-tse Huang Yuxuan Wan Youliang Yuan Haoyi Qiu Nanyun Peng Michael R. Lyu 47 20 0 01 Jan 2024
Adventures of Trustworthy Vision-Language Models: A Survey Mayank Vatsa Anubhooti Jain Richa Singh 22 4 0 07 Dec 2023
Fair Text-to-Image Diffusion via Fair Mapping Jia Li Lijie Hu Jingfeng Zhang Tianhang Zheng Hua Zhang Di Wang 51 14 0 29 Nov 2023
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 44 16 0 24 Sep 2023
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features Yi Zhang Jitao Sang Junyan Wang D. Jiang Yaowei Wang 21 5 0 13 Aug 2023
Gender Biases in Automatic Evaluation Metrics for Image Captioning Haoyi Qiu Zi-Yi Dou Tianlu Wang Asli Celikyilmaz Nanyun Peng EGVM 24 14 0 24 May 2023
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 29 18 0 07 Apr 2023
Fair Visual Recognition via Intervention with Proxy Features Yi Zhang Jitao Sang Junyan Wang 23 1 0 02 Nov 2022
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 301 3,708 0 11 Feb 2021
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models Sachit Menon Alexandru Damian Shijia Hu Nikhil Ravi Cynthia Rudin OOD DiffM 194 540 0 08 Mar 2020
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,837 0 08 Jul 2016