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Generative AI offers vast opportunities for creating visualisations, such as graphics, videos, and images. However, recent studies around AI-generated visualisations have primarily focused on the creation process and image quality,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-13 Siiri Leppälampi , Sonja M. Hyrynsalmi , Erno Vanhala

Recent large-scale T2I models like DALLE-3 have made progress in reducing gender stereotypes when generating single-person images. However, significant biases remain when generating images with more than one person. To systematically…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Yixin Wan , Kai-Wei Chang

Text-to-image generative AI models such as Stable Diffusion are used daily by millions worldwide. However, the extent to which these models exhibit racial and gender stereotypes is not yet fully understood. Here, we document significant…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Nouar AlDahoul , Talal Rahwan , Yasir Zaki

Generative AI models like DALL-E 2 can interpret textual prompts and generate high-quality images exhibiting human creativity. Though public enthusiasm is booming, systematic auditing of potential gender biases in AI-generated images…

Computer Vision and Pattern Recognition · Computer Science 2024-09-13 Luhang Sun , Mian Wei , Yibing Sun , Yoo Ji Suh , Liwei Shen , Sijia Yang

Image-generating AI, which allows users to create images from text, is increasingly used to produce visual content. Despite its advancements, cultural biases in AI-generated images have raised significant concerns. While much research has…

Human-Computer Interaction · Computer Science 2025-04-08 Xingyu Lan , Jiaxi An , Yisu Guo , Chiyou Tong , Xintong Cai , Jun Zhang

Recent advances in generative AI have enabled visual content creation through text-to-image (T2I) generation. However, despite their creative potential, T2I models often replicate and amplify societal stereotypes -- particularly those…

Human-Computer Interaction · Computer Science 2025-05-28 Saharsh Barve , Andy Mao , Jiayue Melissa Shi , Prerna Juneja , Koustuv Saha

Text-to-Image (T2I) models have transformed visual content creation, producing highly realistic images from natural language prompts. However, concerns persist around their potential to replicate and magnify existing societal biases. To…

Computer Vision and Pattern Recognition · Computer Science 2025-06-18 Sedat Porikli , Vedat Porikli

STEM fields are traditionally male-dominated, with gender biases shaping perceptions of job accessibility. This study analyzed gender representation in STEM occupation images generated by OpenAI DALL-E 3 \& Black Forest FLUX.1 using 150…

Computers and Society · Computer Science 2025-03-11 Finn Böckling , Jan Marquenie , Ingo Siegert

Large multimodal models (LMMs) have revolutionized text-to-image generation, but they risk perpetuating the harmful social biases in their training data. Prior work has identified gender bias in these models, but methodological limitations…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Juan Manuel Contreras

Generative models are nowadays widely used to generate graphical content used for multiple purposes, e.g. web, art, advertisement. However, it has been shown that the images generated by these models could reinforce societal biases already…

Software Engineering · Computer Science 2025-08-07 Tosin Fadahunsi , Giordano d'Aloisio , Antinisca Di Marco , Federica Sarro

Text-to-image (TTI) models are increasingly used in professional, educational, and creative contexts, yet their outputs often embed and amplify social biases. This paper investigates gender representation in six state-of-the-art open-weight…

Computer Vision and Pattern Recognition · Computer Science 2025-10-02 Franck Vandewiele , Remi Synave , Samuel Delepoulle , Remi Cozot

Recently, DALL-E, a multimodal transformer language model, and its variants, including diffusion models, have shown high-quality text-to-image generation capabilities. However, despite the realistic image generation results, there has not…

Computer Vision and Pattern Recognition · Computer Science 2023-09-01 Jaemin Cho , Abhay Zala , Mohit Bansal

With the increasing use of image generation technology, understanding its social biases, including gender bias, is essential. This paper presents a large-scale study on gender bias in text-to-image (T2I) models, focusing on everyday…

Computer Vision and Pattern Recognition · Computer Science 2025-10-01 Leander Girrbach , Stephan Alaniz , Genevieve Smith , Zeynep Akata

As we increasingly use Artificial Intelligence (AI) in decision-making for industries like healthcare, finance, e-commerce, and even entertainment, it is crucial to also reflect on the ethical aspects of AI, for example the inclusivity and…

Computers and Society · Computer Science 2025-09-11 Zoya Hammad , Nii Longdon Sowah

Text-to-image generative AI systems exhibit significant limitations when engaging with under-represented domains, including non-Western art forms, often perpetuating biases and misrepresentations. We present a focused case study on the…

Computers and Society · Computer Science 2025-03-03 Arshia Sobhan , Philippe Pasquier , Gabriela Aceves Sepulveda

In this study, I investigate how generative artificial intelligence (AI) systems reproduce and reinforce societal biases, with a specific focus on the representation of women, Black individuals, age groups, and people with visible…

Artificial Intelligence · Computer Science 2026-04-29 Ayoob Sadeghiani

Generative AI for image creation emerges as a staple in the toolkit of digital artists, visual designers, and the general public. Social media users have many tools to shape their visual representation: image editing tools, filters, face…

Physics and Society · Physics 2024-12-02 Yan Asadchy , Maximilian Schich

Gender stereotypes are pervasive beliefs about individuals based on their gender that play a significant role in shaping societal attitudes, behaviours, and even opportunities. Recognizing the negative implications of gender stereotypes,…

Computation and Language · Computer Science 2024-04-19 Isar Nejadgholi , Kathleen C. Fraser , Anna Kerkhof , Svetlana Kiritchenko

How the general public perceives scientists has been of interest to science educators for decades. While there can be many factors of it, the impact of recent generative artificial intelligence (AI) models is noteworthy, as these are…

Physics Education · Physics 2025-04-29 Gyeonggeon Lee

This study analyzed images generated by three popular generative artificial intelligence (AI) tools - Midjourney, Stable Diffusion, and DALLE 2 - representing various occupations to investigate potential bias in AI generators. Our analysis…

General Economics · Economics 2024-03-06 Mi Zhou , Vibhanshu Abhishek , Timothy Derdenger , Jaymo Kim , Kannan Srinivasan
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