Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

7 February 2023

Papers citing "Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness"

50 / 88 papers shown

Title
Gone With the Bits: Revealing Racial Bias in Low-Rate Neural Compression for Facial Images Tian Qiu Arjun Nichani Rasta Tadayontahmasebi Haewon Jeong 29 0 0 05 May 2025
Using LLMs as prompt modifier to avoid biases in AI image generators René Peinl 23 0 0 15 Apr 2025
Deconstructing Bias: A Multifaceted Framework for Diagnosing Cultural and Compositional Inequities in Text-to-Image Generative Models Muna Numan Said Aarib Zaidi Rabia Usman Sonia Okon Praneeth Medepalli Kevin Zhu Vasu Sharma Sean O'Brien 22 0 0 05 Apr 2025
Synthetic Video Enhances Physical Fidelity in Video Synthesis Qi Zhao Xingyu Ni Ziyu Wang Feng Cheng Ziyan Yang Lu Jiang Bohan Wang VGen 47 2 0 26 Mar 2025
FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model Jun Zhou J. Li Zunnan Xu Hanhui Li Yiji Cheng Fa-Ting Hong Qin Lin Qinglin Lu Xiaodan Liang DiffM 73 1 0 25 Mar 2025
Concept-as-Tree: Synthetic Data is All You Need for VLM Personalization Ruichuan An Kai Zeng Ming Lu Sihan Yang Renrui Zhang Huitong Ji Qizhe Zhang Y. Luo Hao Liang Wentao Zhang 65 0 0 17 Mar 2025
Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model Lin-Chun Huang Ching Chieh Tsao Fang Su J. Chiang 59 0 0 16 Mar 2025
BiasConnect: Investigating Bias Interactions in Text-to-Image Models Pushkar Shukla Aditya Chinchure Emily Diana A. Tolbert K. Hosanagar Vineeth N. Balasubramanian Leonid Sigal Matthew A. Turk 48 0 0 12 Mar 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 48 0 0 25 Feb 2025
Culture-TRIP: Culturally-Aware Text-to-Image Generation with Iterative Prompt Refinment Suchae Jeong Inseong Choi Youngsik Yun Jihie Kim DiffM 39 2 0 24 Feb 2025
FairT2I: Mitigating Social Bias in Text-to-Image Generation via Large Language Model-Assisted Detection and Attribute Rebalancing Jinya Sakurai Issei Sato 76 0 0 06 Feb 2025
Ethical-Lens: Curbing Malicious Usages of Open-Source Text-to-Image Models Yuzhu Cai Sheng Yin Yuxi Wei Chenxin Xu Weibo Mao Felix Juefei Xu Siheng Chen Yanfeng Wang EGVM 84 2 0 03 Jan 2025
Image Generation Diversity Issues and How to Tame Them Mischa Dombrowski Weitong Zhang Sarah Cechnicka Hadrien Reynaud Bernhard Kainz 72 0 0 25 Nov 2024
AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea Qifan Yu Wei Chow Zhongqi Yue Kaihang Pan Yang Wu Xiaoyang Wan Juncheng Billy Li Siliang Tang H. Zhang Yueting Zhuang DiffM 103 15 0 24 Nov 2024
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation Christopher T. H. Teo Milad Abdollahzadeh Xinda Ma Ngai-man Cheung DiffM 23 1 0 24 Oct 2024
Text-to-Image Representativity Fairness Evaluation Framework Asma Z. Yamani Malak Baslyman 21 0 0 18 Oct 2024
DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing June Suk Choi Kyungmin Lee Jongheon Jeong Saining Xie Jinwoo Shin Kimin Lee DiffM AAML 33 2 0 08 Oct 2024
Towards Fairness and Privacy: A Novel Data Pre-processing Optimization Framework for Non-binary Protected Attributes Manh Khoi Duong Stefan Conrad 30 4 0 01 Oct 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 39 3 0 26 Sep 2024
Dark Miner: Defend against unsafe generation for text-to-image diffusion models Zheling Meng Bo Peng Xiaochuan Jin Yue Jiang Jing Dong Wei Wang Tieniu Tan DiffM 28 1 0 26 Sep 2024
Image-Perfect Imperfections: Safety, Bias, and Authenticity in the Shadow of Text-To-Image Model Evolution Yixin Wu Yun Shen Michael Backes Yang Zhang 42 1 0 30 Aug 2024
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative Models Moreno DÍncà E. Peruzzo Massimiliano Mancini Xingqian Xu Humphrey Shi N. Sebe 39 0 0 29 Aug 2024
Self-Improving Diffusion Models with Synthetic Data Sina Alemohammad Ahmed Imtiaz Humayun S. Agarwal John Collomosse Richard G. Baraniuk 28 11 0 29 Aug 2024
Constrained Diffusion Models via Dual Training Shervin Khalafi Dongsheng Ding Alejandro Ribeiro 42 3 0 27 Aug 2024
Prompt and Prejudice Lorenzo Berlincioni Luca Cultrera Federico Becattini Marco Bertini A. Bimbo 40 0 0 07 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 37 4 0 05 Aug 2024
FairViT: Fair Vision Transformer via Adaptive Masking Bowei Tian Ruijie Du Yanning Shen 27 1 0 20 Jul 2024
The Fabrication of Reality and Fantasy: Scene Generation with LLM-Assisted Prompt Interpretation Yi Yao Chan-Feng Hsu Jhe-Hao Lin Hongxia Xie Terence Lin Yi-Ning Huang Hong-Han Shuai Wen-Huang Cheng DiffM 29 4 0 17 Jul 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 34 42 0 07 Jul 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes Yusuke Hirota Jerone T. A. Andrews Dora Zhao Orestis Papakyriakopoulos Apostolos Modas Yuta Nakashima Alice Xiang 41 4 0 04 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 37 3 0 29 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 55 9 0 27 Jun 2024
MoESD: Mixture of Experts Stable Diffusion to Mitigate Gender Bias Guorun Wang Lucia Specia DiffM MoE 43 0 0 25 Jun 2024
AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation Xinyu Hou Xiaoming Li Chen Change Loy DiffM 38 0 0 18 Jun 2024
They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias Salma Abdel Magid Jui-Hsien Wang Kushal Kafle Hanspeter Pfister 41 1 0 17 Jun 2024
Latent Directions: A Simple Pathway to Bias Mitigation in Generative AI Carolina Lopez Olmos A. Neophytou Sunando Sengupta Dim P. Papadopoulos EGVM 42 2 0 10 Jun 2024
Can Prompt Modifiers Control Bias? A Comparative Analysis of Text-to-Image Generative Models P. W. Shin Jihyun Janice Ahn Wenpeng Yin Jack Sampson Vijaykrishnan Narayanan 30 3 0 09 Jun 2024
Improving Geo-diversity of Generated Images with Contextualized Vendi Score Guidance Reyhane Askari Hemmat Melissa Hall Alicia Sun Candace Ross M. Drozdzal Adriana Romero Soriano 52 4 0 06 Jun 2024
Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images Krishnakant Singh Thanush Navaratnam Jannik Holmer Simone Schaub-Meyer Stefan Roth DiffM 44 18 0 30 May 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 40 9 0 28 May 2024
Perceptual Fairness in Image Restoration Guy Ohayon Michael Elad T. Michaeli SupR 43 1 0 22 May 2024
Unifying Bias and Unfairness in Information Retrieval: A Survey of Challenges and Opportunities with Large Language Models Sunhao Dai Chen Xu Shicheng Xu Liang Pang Zhenhua Dong Jun Xu 48 59 0 17 Apr 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 34 8 0 12 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 53 31 0 11 Apr 2024
DimBridge: Interactive Explanation of Visual Patterns in Dimensionality Reductions with Predicate Logic Brian Montambault G. Appleby Jen Rogers C. Brumar Mingwei Li Remco Chang 38 2 0 10 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models? Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 39 12 0 04 Apr 2024
FairRAG: Fair Human Generation via Fair Retrieval Augmentation Robik Shrestha Yang Zou Qiuyu Chen Zhiheng Li Yusheng Xie Siqi Deng VLM 65 18 0 29 Mar 2024
MIST: Mitigating Intersectional Bias with Disentangled Cross-Attention Editing in Text-to-Image Diffusion Models Hidir Yesiltepe Kiymet Akdemir Pinar Yanardag 29 3 0 28 Mar 2024
Training Unbiased Diffusion Models From Biased Dataset Yeongmin Kim Byeonghu Na Minsang Park Joonho Jang Dongjun Kim Wanmo Kang Il-Chul Moon 30 19 0 02 Mar 2024
Balancing Act: Distribution-Guided Debiasing in Diffusion Models Rishubh Parihar Abhijnya Bhat Abhipsa Basu Saswat Mallick Jogendra Nath Kundu R. V. Babu 50 19 0 28 Feb 2024