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Text-to-image (TTI) systems, particularly those utilizing open-source frameworks, have become increasingly prevalent in the production of Artificial Intelligence (AI)-generated visuals. While existing literature has explored various…

Human-Computer Interaction · Computer Science 2024-08-29 Maria-Teresa De Rosa Palmini , Laura Wagner , Eva Cetinic

Following the initial excitement, Text-to-Image (TTI) models are now being examined more critically. While much of the discourse has focused on biases and stereotypes embedded in large-scale training datasets, the sociotechnical dynamics of…

Human-Computer Interaction · Computer Science 2025-04-22 Maria-Teresa De Rosa Palmini , Eva Cetinic

The rise of generative AI is transforming the landscape of digital imagery, and exerting a significant influence on online creative communities. This has led to the emergence of AI-Generated Content (AIGC) social platforms, such as Civitai.…

Social and Information Networks · Computer Science 2024-07-23 Yiluo Wei , Yiming Zhu , Pan Hui , Gareth Tyson

In 2022, AI image generators crossed a threshold, enabling much more efficient and dynamic production of photorealistic deepfake images than before. This enabled opportunities for creative and positive uses of these models. However, it also…

Computers and Society · Computer Science 2026-05-26 Max Kamachee , Stephen Casper , Michelle L. Ding , Rui-Jie Yew , Anka Reuel , Stella Biderman , Dylan Hadfield-Menell

Text-to-Image (TTI) generative models have shown great progress in the past few years in terms of their ability to generate complex and high-quality imagery. At the same time, these models have been shown to suffer from harmful biases,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-18 Aditya Chinchure , Pushkar Shukla , Gaurav Bhatt , Kiri Salij , Kartik Hosanagar , Leonid Sigal , Matthew Turk

Advances in multimodal machine learning have made text-to-image (T2I) models increasingly accessible and popular. However, T2I models introduce risks such as the generation of non-consensual depictions of identifiable individuals, otherwise…

Computers and Society · Computer Science 2025-05-08 Will Hawkins , Chris Russell , Brent Mittelstadt

Generative AI systems increasingly enable the production of highly realistic synthetic media. Civitai, a popular community-driven platform for AI-generated content, operates a monetized feature called Bounties, which allows users to…

Computers and Society · Computer Science 2026-01-22 Shalmoli Ghosh , Matthew R. DeVerna , Filippo Menczer

Social media has exacerbated the promotion of Western beauty norms, leading to negative self-image, particularly in women and girls, and causing harm such as body dysmorphia. Increasingly content on the internet has been artificially…

Computer Vision and Pattern Recognition · Computer Science 2025-11-06 Tanvi Dinkar , Aiqi Jiang , Gavin Abercrombie , Ioannis Konstas

AI technology has enabled the creation of deepfakes: hyper-realistic synthetic media. We surveyed 315 individuals in the U.S. on their views regarding the hypothetical non-consensual creation of deepfakes depicting them, including deepfakes…

Computers and Society · Computer Science 2024-06-21 Natalie Grace Brigham , Miranda Wei , Tadayoshi Kohno , Elissa M. Redmiles

Recent critiques of Artificial-intelligence (AI)-generated visual content highlight concerns about the erosion of artistic originality, as these systems often replicate patterns from their training datasets, leading to significant…

Human-Computer Interaction · Computer Science 2024-10-10 Maria-Teresa De Rosa Palmini , Eva Cetinic

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,…

Computation and Language · Computer Science 2023-05-29 Eddie L. Ungless , Björn Ross , Anne Lauscher

With the advance of generative AI, the text-to-image (T2I) model has the ability to generate various contents. However, the generated contents cannot be fully controlled. There is a potential risk that T2I model can generate unsafe images…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Dong Han , Salaheldin Mohamed , Yong Li

Deepfake technologies have become ubiquitous, "democratizing" the ability to manipulate photos and videos. One popular use of deepfake technology is the creation of sexually explicit content, which can then be posted and shared widely on…

Computers and Society · Computer Science 2025-04-30 Rebecca Umbach , Nicola Henry , Gemma Beard , Colleen Berryessa

The rapid adoption of generative AI models in domains such as education, policing, and social media raises significant concerns about potential bias and safety issues, particularly along protected attributes, such as race and gender, and…

Computers and Society · Computer Science 2025-06-10 Jane Castleman , Aleksandra Korolova

As machine learning-enabled Text-to-Image (TTI) systems are becoming increasingly prevalent and seeing growing adoption as commercial services, characterizing the social biases they exhibit is a necessary first step to lowering their risk…

Computers and Society · Computer Science 2023-11-13 Alexandra Sasha Luccioni , Christopher Akiki , Margaret Mitchell , Yacine Jernite

The last decade has witnessed a rapid advancement of generative AI technology that significantly scaled the accessibility of AI-generated non-consensual intimate images (AIG-NCII), a form of image-based sexual abuse that disproportionately…

Computers and Society · Computer Science 2026-05-18 Michelle L. Ding , Harini Suresh , Suresh Venkatasubramanian

This paper analyzes the community safety guidelines of five text-to-image (T2I) generation platforms and audits five T2I models, focusing on prompts related to the representation of humans in areas that might lead to societal stigma. While…

Computers and Society · Computer Science 2024-09-27 Piera Riccio , Georgina Curto , Nuria Oliver

Generative artificial intelligence models show an amazing performance creating unique content automatically just by being given a prompt by the user, which is revolutionizing several fields such as marketing and design. Not only are there…

Computers and Society · Computer Science 2024-07-03 Adriana Fernández de Caleya Vázquez , Eduardo C. Garrido-Merchán

This paper examines algorithmic lookism-the systematic preferential treatment based on physical appearance-in text-to-image (T2I) generative AI and a downstream gender classification task. Through the analysis of 26,400 synthetic faces…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Miriam Doh , Aditya Gulati , Corinna Canali , Nuria Oliver

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
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