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Large vision-language model (LVLM) based text-to-image (T2I) systems have become the dominant paradigm in image generation, yet whether they amplify social biases remains insufficiently understood. In this paper, we show that LVLM-based…

计算机视觉与模式识别 · 计算机科学 2025-12-05 NaHyeon Park , Namin An , Kunhee Kim , Soyeon Yoon , Jiahao Huo , Hyunjung Shim

Text-to-image generation models have seen considerable advancement, catering to the increasing interest in personalized image creation. Current customization techniques often necessitate users to provide multiple images (typically 3-5) for…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Linhao Zhong , Yan Hong , Wentao Chen , Binglin Zhou , Yiyi Zhang , Jianfu Zhang , Liqing Zhang

Cutting-edge image generation has been praised for producing high-quality images, suggesting a ubiquitous future in a variety of applications. However, initial studies have pointed to the potential for harm due to predictive bias,…

计算与语言 · 计算机科学 2023-05-29 Eddie L. Ungless , Björn Ross , Anne Lauscher

Text-to-image (T2I) models are increasingly employed by users worldwide. However, prior research has pointed to the high sensitivity of T2I towards particular input languages - when faced with languages other than English (i.e., different…

计算与语言 · 计算机科学 2026-01-26 Carolin Holtermann , Florian Schneider , Anne Lauscher

We present Moderator, a policy-based model management system that allows administrators to specify fine-grained content moderation policies and modify the weights of a text-to-image (TTI) model to make it significantly more challenging for…

密码学与安全 · 计算机科学 2024-09-13 Peiran Wang , Qiyu Li , Longxuan Yu , Ziyao Wang , Ang Li , Haojian Jin

Text-to-image (T2I) models have become prevalent across numerous applications, making their robust evaluation against adversarial attacks a critical priority. Continuous access to new and challenging adversarial prompts across diverse…

机器学习 · 计算机科学 2025-07-25 Jessica Quaye , Charvi Rastogi , Alicia Parrish , Oana Inel , Minsuk Kahng , Lora Aroyo , Vijay Janapa Reddi

We present DiffChat, a novel method to align Large Language Models (LLMs) to "chat" with prompt-as-input Text-to-Image Synthesis (TIS) models (e.g., Stable Diffusion) for interactive image creation. Given a raw prompt/image and a…

计算与语言 · 计算机科学 2024-03-11 Jiapeng Wang , Chengyu Wang , Tingfeng Cao , Jun Huang , Lianwen Jin

The emergence of ChatGPT has once again sparked research in generative artificial intelligence (GAI). While people have been amazed by the generated results, they have also noticed the reasoning potential reflected in the generated textual…

计算机视觉与模式识别 · 计算机科学 2023-12-13 Xiaochuan Li , Baoyu Fan , Runze Zhang , Liang Jin , Di Wang , Zhenhua Guo , Yaqian Zhao , Rengang Li

Text-to-Image (T2I) generation models have been widely adopted across various industries, yet are criticized for frequently exhibiting societal stereotypes. While a growing body of research has emerged to evaluate and mitigate these biases,…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Megan Smith , Venkatesh Thirugnana Sambandham , Florian Richter , Laura Crompton , Matthias Uhl , Torsten Schön

The rapid evolution of text-to-image (T2I) models has enabled high-fidelity visual synthesis on a global scale. However, these advancements have introduced significant security risks, particularly regarding the generation of harmful…

密码学与安全 · 计算机科学 2026-01-16 Wonwoo Choi , Minjae Seo , Minkyoo Song , Hwanjo Heo , Seungwon Shin , Myoungsung You

The Metaverse represents a transformative shift beyond traditional mobile Internet, creating an immersive, persistent digital ecosystem where users can interact, socialize, and work within 3D virtual environments. Powered by large models…

计算机与社会 · 计算机科学 2025-08-12 Yuntao Wang , Qinnan Hu , Zhou Su , Linkang Du , Qichao Xu , Weiwei Li

How has the public responded to the increasing prevalence of artificial intelligence (AI)-based technologies? We investigate public perceptions of AI by collecting over 12,000 responses over 12 months from a nationally representative U.S.…

计算机与社会 · 计算机科学 2026-04-06 Myra Cheng , Angela Y. Lee , Kristina Rapuano , Kate Niederhoffer , Alex Liebscher , Jeffrey Hancock

The tidyverse is a popular meta-package comprising several core R packages to aid in various data science tasks, including data import, manipulation and visualisation. Although functionalities offered by the tidyverse can generally be…

其他统计学 · 统计学 2025-10-16 Emi Tanaka

In text-to-image models, consistent character generation is the task of achieving text alignment while maintaining the subject's appearance across different prompts. However, since style and appearance are often entangled, the existing…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Yohai Mazuz , Janna Bruner , Lior Wolf

Text-driven fashion synthesis and design is an extremely valuable part of artificial intelligence generative content(AIGC), which has the potential to propel a tremendous revolution in the traditional fashion industry. To advance the…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Zhen Huang , Yihao Li , Dong Pei , Jiapeng Zhou , Xuliang Ning , Jianlin Han , Xiaoguang Han , Xuejun Chen

Recently, prompt learning has emerged as the state-of-the-art (SOTA) for fair text-to-image (T2I) generation. Specifically, this approach leverages readily available reference images to learn inclusive prompts for each target Sensitive…

计算机视觉与模式识别 · 计算机科学 2024-10-25 Christopher T. H Teo , Milad Abdollahzadeh , Xinda Ma , Ngai-man Cheung

This work presents a novel strategy to measure bias in text-to-image models. Using paired prompts that specify gender and vaguely reference an object (e.g. "a man/woman holding an item") we can examine whether certain objects are associated…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Harvey Mannering

Despite the rapid evolution and increasing efficacy of language and vision generative models, there remains a lack of comprehensive datasets that bridge the gap between personalized fashion needs and AI-driven design, limiting the potential…

计算机视觉与模式识别 · 计算机科学 2024-09-16 Georgia Argyrou , Angeliki Dimitriou , Maria Lymperaiou , Giorgos Filandrianos , Giorgos Stamou

The progress in the generation of synthetic images has made it crucial to assess their quality. While several metrics have been proposed to assess the rendering of images, it is crucial for Text-to-Image (T2I) models, which generate images…

计算机视觉与模式识别 · 计算机科学 2024-01-04 Paul Grimal , Hervé Le Borgne , Olivier Ferret , Julien Tourille

In this paper, we introduce FairSense-AI: a multimodal framework designed to detect and mitigate bias in both text and images. By leveraging Large Language Models (LLMs) and Vision-Language Models (VLMs), FairSense-AI uncovers subtle forms…

计算与语言 · 计算机科学 2025-03-06 Shaina Raza , Mukund Sayeeganesh Chettiar , Matin Yousefabadi , Tahniat Khan , Marcelo Lotif
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