The Bias Amplification Paradox in Text-to-Image Generation

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The Bias Amplification Paradox in Text-to-Image Generation

1 August 2023

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Papers citing "The Bias Amplification Paradox in Text-to-Image Generation"

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Title
How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions Manuel Brack Sudeep Katakol Felix Friedrich P. Schramowski Hareesh Ravi Kristian Kersting Ajinkya Kale 42 0 0 20 Jun 2025
Bias Analysis in Unconditional Image Generative Models Xiaofeng Zhang Michelle Lin Simon Lacoste-Julien Aaron Courville Yash Goyal 27 0 0 10 Jun 2025
CuRe: Cultural Gaps in the Long Tail of Text-to-Image Systems Aniket Rege Zinnia Nie Mahesh Ramesh Unmesh Raskar Zhuoran Yu Aditya Kusupati Yong Jae Lee Ramya Korlakai Vinayak 40 0 0 09 Jun 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 104 0 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 Yihao Luo Hao Liang Wentao Zhang 155 1 0 17 Mar 2025
Exploring Bias in over 100 Text-to-Image Generative Models Jordan Vice Naveed Akhtar Leonid Sigal Ajmal Mian EGVM 121 4 0 11 Mar 2025
T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation Lijun Li Zhelun Shi Xuhao Hu Bowen Dong Yiran Qin Xihui Liu Lu Sheng Jing Shao 152 2 0 21 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 207 3 0 03 Jan 2025
Provable Uncertainty Decomposition via Higher-Order Calibration Gustaf Ahdritz Aravind Gollakota Parikshit Gopalan Charlotte Peale Udi Wieder UD UQCV PER 112 1 0 25 Dec 2024
GRADE: Quantifying Sample Diversity in Text-to-Image Models Royi Rassin Aviv Slobodkin Shauli Ravfogel Yanai Elazar Yoav Goldberg 420 3 0 29 Oct 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 149 2 0 25 Oct 2024