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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,…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Siiri Leppälampi , Sonja M. Hyrynsalmi , Erno Vanhala

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…

综合经济学 · 经济学 2024-03-06 Mi Zhou , Vibhanshu Abhishek , Timothy Derdenger , Jaymo Kim , Kannan Srinivasan

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…

计算机与社会 · 计算机科学 2025-03-11 Finn Böckling , Jan Marquenie , Ingo Siegert

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…

人工智能 · 计算机科学 2026-04-29 Ayoob Sadeghiani

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…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Yixin Wan , Kai-Wei Chang

Text-to-Image (T2I) generation is enabling new applications that support creators, designers, and general end users of productivity software by generating illustrative content with high photorealism starting from a given descriptive text as…

计算机与社会 · 计算机科学 2023-04-14 Ranjita Naik , Besmira Nushi

Web search engines influence perception of social reality by filtering and ranking information. However, their outputs are often subjected to bias that can lead to skewed representation of subjects such as professional occupations or…

信息检索 · 计算机科学 2021-06-29 Mykola Makhortykh , Aleksandra Urman , Roberto Ulloa

As generative AI tools are increasingly used to portray people in professional roles, understanding their racial and gender representational biases is critical. We audit over 1.5 million occupational personas generated by four major large…

人机交互 · 计算机科学 2026-03-30 Ilona van der Linden , Sahana Kumar , Arnav Dixit , Aadi Sudan , Smruthi Danda , David C. Anastasiu , Kai Lukoff

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…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Leander Girrbach , Stephan Alaniz , Genevieve Smith , Zeynep Akata

The field of agricultural communication is evolving rapidly with the advent of generative artificial intelligence (AI), particularly image generation technologies. As these tools begin to influence how agricultural data is visualized and…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Ranjan Sapkota , Manoj Karkee

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…

计算机与社会 · 计算机科学 2025-09-11 Zoya Hammad , Nii Longdon Sowah

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…

计算机视觉与模式识别 · 计算机科学 2023-09-01 Jaemin Cho , Abhay Zala , Mohit Bansal

Studies have shown that the people depicted in image search results tend to be of majority groups with respect to socially salient attributes. This skew goes beyond that which already exists in the world - e.g., Kay et al. showed that…

机器学习 · 计算机科学 2020-08-18 L. Elisa Celis , Vijay Keswani

This study investigates the extent to which contemporary Text-to-Image artificial intelligence (AI) models perpetuate gender stereotypes and cultural inaccuracies when generating depictions of professionals in Saudi Arabia. We analyzed…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Khaloud S. AlKhalifah , Malak Mashaabi , Hend Al-Khalifa

Generative AI does not only replicate human creativity but also reproduces deep-seated cultural biases, making it crucial to critically examine how concepts like ugliness are understood and expressed by these tools. This study investigates…

人机交互 · 计算机科学 2025-07-17 Garyoung Kim , Huisung Kwon , Seoju Yun , Yu-Won Youn

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…

人机交互 · 计算机科学 2025-04-08 Xingyu Lan , Jiaxi An , Yisu Guo , Chiyou Tong , Xintong Cai , Jun Zhang

This paper examines gender bias in AI-generated imagery of construction workers, highlighting discrepancies in the portrayal of male and female figures. Grounded in Griselda Pollock's theories on visual culture and gender, the analysis…

计算机与社会 · 计算机科学 2024-07-29 Amalia Foka

The recent advancement of large and powerful models with Text-to-Image (T2I) generation abilities -- such as OpenAI's DALLE-3 and Google's Gemini -- enables users to generate high-quality images from textual prompts. However, it has become…

计算机视觉与模式识别 · 计算机科学 2024-05-03 Yixin Wan , Arjun Subramonian , Anaelia Ovalle , Zongyu Lin , Ashima Suvarna , Christina Chance , Hritik Bansal , Rebecca Pattichis , Kai-Wei Chang

Language models have been shown to propagate social bias through their output, particularly in the representation of gender and ethnicity. This paper investigates gender and ethnicity biases in AI-generated occupational stories.…

计算与语言 · 计算机科学 2025-09-08 Martha O. Dimgba , Sharon Oba , Ameeta Agrawal , Philippe J. Giabbanelli

The rapid development of text-to-image generation has brought rising ethical considerations, especially regarding gender bias. Given a text prompt as input, text-to-image models generate images according to the prompt. Pioneering models…

计算机与社会 · 计算机科学 2024-08-22 Yankun Wu , Yuta Nakashima , Noa Garcia
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