Quantifying Societal Bias Amplification in Image Captioning

29 March 2022

Papers citing "Quantifying Societal Bias Amplification in Image Captioning"

32 / 32 papers shown

Title
Group-based Distinctive Image Captioning with Memory Difference Encoding and Attention Jiuniu Wang Wenjia Xu Qingzhong Wang Antoni B. Chan 38 0 0 03 Apr 2025
A Large Scale Analysis of Gender Biases in Text-to-Image Generative Models Leander Girrbach Stephan Alaniz Genevieve Smith Zeynep Akata 40 0 0 30 Mar 2025
Measuring directional bias amplification in image captions using predictability Rahul Nair Bhanu Tokas Neel Shah Hannah Kerner 46 0 0 10 Mar 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
Evaluating authenticity and quality of image captions via sentiment and semantic analyses Aleksei Krotov Alison Tebo Dylan K. Picart Aaron Dean Algave 13 0 0 14 Sep 2024
Surveying the Landscape of Image Captioning Evaluation: A Comprehensive Taxonomy, Trends and Metrics Analysis Uri Berger Gabriel Stanovsky Omri Abend Lea Frermann 27 0 0 09 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 29 4 0 05 Aug 2024
DiffusionPID: Interpreting Diffusion via Partial Information Decomposition Shaurya Dewan Rushikesh Zawar Prakanshul Saxena Yingshan Chang Andrew F. Luo Yonatan Bisk DiffM 38 3 0 07 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 24 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 36 5 0 24 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models? Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 27 12 0 04 Apr 2024
ToViLaG: Your Visual-Language Generative Model is Also An Evildoer Xinpeng Wang Xiaoyuan Yi Han Jiang Shanlin Zhou Zhihua Wei Xing Xie 25 12 0 13 Dec 2023
Adventures of Trustworthy Vision-Language Models: A Survey Mayank Vatsa Anubhooti Jain Richa Singh 20 4 0 07 Dec 2023
VLIS: Unimodal Language Models Guide Multimodal Language Generation Jiwan Chung Youngjae Yu VLM 22 1 0 15 Oct 2023
VLSlice: Interactive Vision-and-Language Slice Discovery Eric Slyman Minsuk Kahng Stefan Lee VLM 20 9 0 13 Sep 2023
The Bias Amplification Paradox in Text-to-Image Generation P. Seshadri Sameer Singh Yanai Elazar DiffM 11 39 0 01 Aug 2023
Gender Bias in Transformer Models: A comprehensive survey Praneeth Nemani Yericherla Deepak Joel Pallavi Vijay Farhana Ferdousi Liza 16 3 0 18 Jun 2023
Learning Bottleneck Concepts in Image Classification Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara SSL 17 42 0 20 Apr 2023
ImageCaptioner $^2$ : Image Captioner for Image Captioning Bias Amplification Assessment Eslam Mohamed Bakr Pengzhan Sun Erran L. Li Mohamed Elhoseiny 17 6 0 10 Apr 2023
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 22 18 0 07 Apr 2023
Uncurated Image-Text Datasets: Shedding Light on Demographic Bias Noa Garcia Yusuke Hirota Yankun Wu Yuta Nakashima EGVM 31 51 0 06 Apr 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling Stella Biderman Hailey Schoelkopf Quentin G. Anthony Herbie Bradley Kyle O'Brien ... USVSN Sai Prashanth Edward Raff Aviya Skowron Lintang Sutawika Oskar van der Wal 30 1,164 0 03 Apr 2023
Variation of Gender Biases in Visual Recognition Models Before and After Finetuning Jaspreet Ranjit Tianlu Wang Baishakhi Ray Vicente Ordonez 31 2 0 14 Mar 2023
Ethical Considerations for Responsible Data Curation Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 17 19 0 07 Feb 2023
Exploring Discrete Diffusion Models for Image Captioning Zixin Zhu Yixuan Wei Jianfeng Wang Zhe Gan Zheng-Wei Zhang Le Wang G. Hua Lijuan Wang Zicheng Liu Han Hu DiffM VLM 23 17 0 21 Nov 2022
Large-Scale Bidirectional Training for Zero-Shot Image Captioning Taehoon Kim Mark A Marsden Pyunghwan Ahn Sangyun Kim Sihaeng Lee Alessandra Sala S. Kim VLM 27 4 0 13 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 34 11 0 10 Nov 2022
Improving Fairness in Image Classification via Sketching Ruichen Yao Ziteng Cui Xiaoxiao Li Lin Gu 28 15 0 31 Oct 2022
Men Also Do Laundry: Multi-Attribute Bias Amplification Dora Zhao Jerone T. A. Andrews Alice Xiang FaML 28 20 0 21 Oct 2022
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 127 46 0 17 May 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Mohit Bansal ViT 132 170 0 08 Feb 2022
One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision Zaid Khan Y. Fu 144 51 0 03 Feb 2021