Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

1 April 2024

Papers citing "Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation"

31 / 31 papers shown

Title
Using LLMs as prompt modifier to avoid biases in AI image generators René Peinl 23 0 0 15 Apr 2025
Text-to-Image Models and Their Representation of People from Different Nationalities Engaging in Activities Abdulkareem Alsudais 28 0 0 08 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
GenColor: Generative Color-Concept Association in Visual Design Yihan Hou Xingchen Zeng Yusong Wang Manling Yang Xiaojiao Chen Wei Zeng DiffM 68 0 0 05 Mar 2025
The erasure of intensive livestock farming in text-to-image generative AI Kehan Sheng Frank A.M. Tuyttens Marina A.G. von Keyserlingk 62 0 0 27 Feb 2025
LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces Rashid Mushkani Shravan Nayak Hugo Berard Allison Cohen Shin Koseki Hadrien Bertrand 54 2 0 27 Feb 2025
FairGen: Controlling Sensitive Attributes for Fair Generations in Diffusion Models via Adaptive Latent Guidance Mintong Kang Vinayshekhar Bannihatti Kumar Shamik Roy Abhishek Kumar Sopan Khosla Balakrishnan Narayanaswamy Rashmi Gangadharaiah 35 0 0 25 Feb 2025
Do Existing Testing Tools Really Uncover Gender Bias in Text-to-Image Models? Yunbo Lyu Zhou Yang Yuqing Niu Jing Jiang David Lo 32 1 0 28 Jan 2025
How Do Generative Models Draw a Software Engineer? A Case Study on Stable Diffusion Bias Tosin Fadahunsi Giordano dÁloisio A. Marco Federica Sarro DiffM 61 0 0 15 Jan 2025
Automatic Evaluation for Text-to-image Generation: Task-decomposed Framework, Distilled Training, and Meta-evaluation Benchmark Rong-Cheng Tu Zi-Ao Ma Tian Lan Yuehao Zhao Heyan Huang Xian-Ling Mao MLLM VLM EGVM 98 3 0 23 Nov 2024
Insights on Disagreement Patterns in Multimodal Safety Perception across Diverse Rater Groups Charvi Rastogi Tian Huey Teh Pushkar Mishra Roma Patel Zoe C. Ashwood ... Alicia Parrish Ding Wang Vinodkumar Prabhakaran Lora Aroyo Verena Rieser EGVM 21 1 0 22 Oct 2024
UltraEdit: Instruction-based Fine-Grained Image Editing at Scale Haozhe Zhao Xiaojian Ma Liang Chen Shuzheng Si Rujie Wu Kaikai An Peiyu Yu Minjia Zhang Qing Li Baobao Chang 29 41 0 07 Jul 2024
MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation? Zhaorun Chen Yichao Du Zichen Wen Yiyang Zhou Chenhang Cui ... Jiawei Zhou Zhuokai Zhao Rafael Rafailov Chelsea Finn Huaxiu Yao EGVM MLLM 53 29 0 05 Jul 2024
The Factuality Tax of Diversity-Intervened Text-to-Image Generation: Benchmark and Fact-Augmented Intervention Yixin Wan Di Wu Haoran Wang Kai-Wei Chang 29 2 0 29 Jun 2024
Analyzing Quality, Bias, and Performance in Text-to-Image Generative Models Nila Masrourisaadat Nazanin Sedaghatkish Fatemeh Sarshartehrani Edward A. Fox 37 6 0 28 Jun 2024
Retrieval-Augmented Generation for Generative Artificial Intelligence in Medicine Rui Yang Yilin Ning Emilia Keppo Mingxuan Liu Chuan Hong Danielle S Bitterman J. Ong Daniel Ting Nan Liu 3DV MedIm RALM 32 1 0 18 Jun 2024
VideoPhy: Evaluating Physical Commonsense for Video Generation Hritik Bansal Zongyu Lin Tianyi Xie Zeshun Zong Michal Yarom Yonatan Bitton Chenfanfu Jiang Yizhou Sun Kai-Wei Chang Aditya Grover EGVM VGen 32 36 0 05 Jun 2024
FAIntbench: A Holistic and Precise Benchmark for Bias Evaluation in Text-to-Image Models Hanjun Luo Ziye Deng Ruizhe Chen Zuo-Qiang Liu EGVM 22 9 0 28 May 2024
Controllable Image Generation With Composed Parallel Token Prediction Jamie Stirling Noura Al-Moubayed 27 0 0 10 May 2024
TALC: Time-Aligned Captions for Multi-Scene Text-to-Video Generation Hritik Bansal Yonatan Bitton Michal Yarom Idan Szpektor Aditya Grover Kai-Wei Chang DiffM 40 11 0 07 May 2024
Harm Amplification in Text-to-Image Models Susan Hao Renee Shelby Yuchi Liu Hansa Srinivasan Mukul Bhutani Burcu Karagol Ayan Ryan Poplin Shivani Poddar Sarah Laszlo 34 7 0 01 Feb 2024
Holistic Evaluation of Text-To-Image Models Tony Lee Michihiro Yasunaga Chenlin Meng Yifan Mai Joon Sung Park ... Jun-Yan Zhu Fei-Fei Li Jiajun Wu Stefano Ermon Percy Liang 139 124 0 07 Nov 2023
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation Yuval Kirstain Adam Polyak Uriel Singer Shahbuland Matiana Joe Penna Omer Levy EGVM 163 345 0 02 May 2023
Multimodal Composite Association Score: Measuring Gender Bias in Generative Multimodal Models Abhishek Mandal Susan Leavy Suzanne Little EGVM 26 18 0 26 Apr 2023
Social Biases through the Text-to-Image Generation Lens Ranjita Naik Besmira Nushi 91 111 0 30 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Exploiting Cultural Biases via Homoglyphs in Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Felix Friedrich Manuel Brack P. Schramowski Kristian Kersting 66 24 0 19 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Mohit Bansal ViT 132 167 0 08 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 382 4,010 0 28 Jan 2022
Diversity and Inclusion Metrics in Subset Selection Margaret Mitchell Dylan K. Baker Nyalleng Moorosi Emily L. Denton Ben Hutchinson A. Hanna Timnit Gebru Jamie Morgenstern FaML 142 84 0 09 Feb 2020