A Large Scale Analysis of Gender Biases in Text-to-Image Generative Models

30 March 2025

Papers citing "A Large Scale Analysis of Gender Biases in Text-to-Image Generative Models"

33 / 33 papers shown

Title
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Xiaokang Chen Zhiyu Wu Xingchao Liu Zizheng Pan Wen Liu Zhenda Xie X. Yu Chong Ruan AI4TS 135 140 0 29 Jan 2025
Do Existing Testing Tools Really Uncover Gender Bias in Text-to-Image Models? Yunbo Lyu Zhou Yang Yuqing Niu Jing Jiang David Lo 112 1 0 28 Jan 2025
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 113 2 0 25 Oct 2024
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining Dongyang Liu Shitian Zhao Le Zhuo Weifeng Lin Ping Luo Xinyue Li Qi Qin Yu Qiao Hongsheng Li Peng Gao MLLM 143 54 0 05 Aug 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 98 7 0 30 Jun 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 108 627 0 25 Apr 2024
OpenBias: Open-set Bias Detection in Text-to-Image Generative Models Moreno DÍncà E. Peruzzo Massimiliano Mancini Dejia Xu Vidit Goel Xingqian Xu Zhangyang Wang Humphrey Shi N. Sebe 94 34 0 11 Apr 2024
Evaluating Text-to-Visual Generation with Image-to-Text Generation Zhiqiu Lin Deepak Pathak Baiqi Li Jiayao Li Xide Xia Graham Neubig Pengchuan Zhang Deva Ramanan EGVM 113 168 0 01 Apr 2024
Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation Yixin Wan Arjun Subramonian Anaelia Ovalle Zongyu Lin Ashima Suvarna Christina Chance Hritik Bansal Rebecca Pattichis Kai-Wei Chang EGVM 107 33 0 01 Apr 2024
Yi: Open Foundation Models by 01.AI 01. AI Alex Young 01.AI Alex Young Bei Chen Chao Li ... Yue Wang Yuxuan Cai Zhenyu Gu Zhiyuan Liu Zonghong Dai OSLM LRM 267 562 0 07 Mar 2024
Learning Vision from Models Rivals Learning Vision from Data Yonglong Tian Lijie Fan Kaifeng Chen Dina Katabi Dilip Krishnan Phillip Isola 62 51 0 28 Dec 2023
Stable Diffusion Exposed: Gender Bias from Prompt to Image Yankun Wu Yuta Nakashima Noa Garcia 66 18 0 05 Dec 2023
TIBET: Identifying and Evaluating Biases in Text-to-Image Generative Models Aditya Chinchure Pushkar Shukla Gaurav Bhatt Kiri Salij K. Hosanagar Leonid Sigal Matthew Turk 57 28 0 03 Dec 2023
'Person' == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion Sourojit Ghosh Aylin Caliskan 76 33 0 30 Oct 2023
Mitigating stereotypical biases in text to image generative systems Piero Esposito Parmida Atighehchian Anastasis Germanidis Deepti Ghadiyaram 72 17 0 10 Oct 2023
A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions J. Lin Jiaqi Guo Shizhao Sun Weijiang Xu Ting Liu Jian-Guang Lou Dongmei Zhang 3DV 60 12 0 24 Aug 2023
Analysing Gender Bias in Text-to-Image Models using Object Detection Harvey Mannering 89 11 0 16 Jul 2023
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 80 18 0 07 Apr 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 93 2,386 0 19 Dec 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions Tim Brooks Aleksander Holynski Alexei A. Efros DiffM 207 1,813 0 17 Nov 2022
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale Federico Bianchi Pratyusha Kalluri Esin Durmus Faisal Ladhak Myra Cheng Debora Nozza Tatsunori Hashimoto Dan Jurafsky James Zou Aylin Caliskan DiffM VLM 113 313 0 07 Nov 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 279 2,861 0 25 Aug 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 161 1,889 0 02 Aug 2022
Quantifying Societal Bias Amplification in Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia 54 48 0 29 Mar 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg S. Hall Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 83 101 0 22 Mar 2022
BERTopic: Neural topic modeling with a class-based TF-IDF procedure M. Grootendorst 155 1,485 0 11 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 460 15,665 0 20 Dec 2021
Evaluating CLIP: Towards Characterization of Broader Capabilities and Downstream Implications Sandhini Agarwal Gretchen Krueger Jack Clark Alec Radford Jong Wook Kim Miles Brundage 63 142 0 05 Aug 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 148 1,561 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 964 29,731 0 26 Feb 2021
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 178 9,460 0 09 Feb 2018
Accelerated Hierarchical Density Clustering Leland McInnes John Healy 53 400 0 20 May 2017