Quantifying Societal Bias Amplification in Image Captioning

Computer Vision and Pattern Recognition (CVPR), 2022

29 March 2022

Papers citing "Quantifying Societal Bias Amplification in Image Captioning"

32 / 32 papers shown

Title
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation Yusuke Hirota Ryo Hachiuma Boyi Li Ximing Lu Michael Ross Boone ... Marco Pavone Yu-Chun Wang Noa Garcia Yuta Nakashima Chao-Han Huck Yang 134 1 0 09 Sep 2025
From Global to Local: Social Bias Transfer in CLIP Ryan Ramos Yusuke Hirota Yuta Nakashima Noa Garcia 72 0 0 25 Aug 2025
Group-based Distinctive Image Captioning with Memory Difference Encoding and AttentionInternational Journal of Computer Vision (IJCV), 2024 Jiuniu Wang Wenjia Xu Qingzhong Wang Antoni B. Chan 291 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 336 7 0 30 Mar 2025
A Woman with a Knife or A Knife with a Woman? Measuring Directional Bias Amplification in Image Captions Rahul Nair Bhanu Tokas Neel Shah 295 0 0 10 Mar 2025
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs)International Conference on Learning Representations (ICLR), 2024 Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 323 7 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 108 1 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 248 1 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 Boddeti 301 11 0 05 Aug 2024
DiffusionPID: Interpreting Diffusion via Partial Information DecompositionNeural Information Processing Systems (NeurIPS), 2024 Shaurya Dewan Rushikesh Zawar Prakanshul Saxena Yingshan Chang Andrew F. Luo Yonatan Bisk DiffM 305 8 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 279 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 127 8 0 24 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models?Computer Vision and Pattern Recognition (CVPR), 2024 Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 146 22 0 04 Apr 2024
ToViLaG: Your Visual-Language Generative Model is Also An EvildoerConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xinpeng Wang Xiaoyuan Yi Han Jiang Shanlin Zhou Zhihua Wei Xing Xie 200 25 0 13 Dec 2023
Adventures of Trustworthy Vision-Language Models: A Survey Mayank Vatsa Anubhooti Jain Richa Singh 223 10 0 07 Dec 2023
VLIS: Unimodal Language Models Guide Multimodal Language Generation Jiwan Chung Youngjae Yu VLM 161 2 0 15 Oct 2023
VLSlice: Interactive Vision-and-Language Slice DiscoveryIEEE International Conference on Computer Vision (ICCV), 2023 Eric Slyman Minsuk Kahng Stefan Lee VLM 100 9 0 13 Sep 2023
The Bias Amplification Paradox in Text-to-Image GenerationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 P. Seshadri Sameer Singh Yanai Elazar DiffM 232 69 0 01 Aug 2023
Gender Bias in Transformer Models: A comprehensive survey Praneeth Nemani Yericherla Deepak Joel Pallavi Vijay Farhana Ferdousi Liza 158 5 0 18 Jun 2023
Learning Bottleneck Concepts in Image ClassificationComputer Vision and Pattern Recognition (CVPR), 2023 Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara SSL 213 64 0 20 Apr 2023
ImageCaptioner $^2$ : Image Captioner for Image Captioning Bias Amplification AssessmentAAAI Conference on Artificial Intelligence (AAAI), 2023 Eslam Mohamed Bakr Pengzhan Sun Erran L. Li Mohamed Elhoseiny 141 9 0 10 Apr 2023
Model-Agnostic Gender Debiased Image CaptioningComputer Vision and Pattern Recognition (CVPR), 2023 Yusuke Hirota Yuta Nakashima Noa Garcia FaML 263 23 0 07 Apr 2023
Uncurated Image-Text Datasets: Shedding Light on Demographic BiasComputer Vision and Pattern Recognition (CVPR), 2023 Noa Garcia Yusuke Hirota Yankun Wu Yuta Nakashima EGVM 172 67 0 06 Apr 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and ScalingInternational Conference on Machine Learning (ICML), 2023 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 340 1,590 0 03 Apr 2023
Variation of Gender Biases in Visual Recognition Models Before and After Finetuning Jaspreet Ranjit Tianlu Wang Baishakhi Ray Vicente Ordonez 223 2 0 14 Mar 2023
Ethical Considerations for Responsible Data CurationNeural Information Processing Systems (NeurIPS), 2023 Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 402 29 0 07 Feb 2023
Exploring Discrete Diffusion Models for Image Captioning Zixin Zhu Yixuan Wei Jianfeng Wang Zhe Gan Zheng Zhang Le Wang G. Hua Lijuan Wang Zicheng Liu Han Hu DiffM VLM 195 30 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 162 5 0 13 Nov 2022
Improving Fairness in Image Classification via Sketching Ruichen Yao Ziteng Cui Xiaoxiao Li Lin Gu 171 18 0 31 Oct 2022
Men Also Do Laundry: Multi-Attribute Bias AmplificationInternational Conference on Machine Learning (ICML), 2022 Dora Zhao Jerone T. A. Andrews Alice Xiang FaML 263 29 0 21 Oct 2022
Gender and Racial Bias in Visual Question Answering DatasetsConference on Fairness, Accountability and Transparency (FAccT), 2022 Yusuke Hirota Yuta Nakashima Noa Garcia FaML 393 60 0 17 May 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation ModelsIEEE International Conference on Computer Vision (ICCV), 2022 Jaemin Cho Abhaysinh Zala Joey Tianyi Zhou ViT 399 254 0 08 Feb 2022