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Creativity of generative AI models has been a subject of scientific debate in the last years, without a conclusive answer. In this paper, we study creativity from a practical perspective and introduce quantitative measures that help the…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Aditi Ramaswamy , Hana Chockler , Melane Navaratnarajah

We investigate bias trends in text-to-image generative models over time, focusing on the increasing availability of models through open platforms like Hugging Face. While these platforms democratize AI, they also facilitate the spread of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Jordan Vice , Naveed Akhtar , Richard Hartley , Ajmal Mian

Generative artificial intelligence (generative AI) has entered the mainstream culture and become a subject of extensive academic investigation. However, the character and background of its impact on art require subtler scrutiny and more…

Computers and Society · Computer Science 2025-02-27 Dejan Grba

The integration of generative AI in visual art has revolutionized not only how visual content is created but also how AI interacts with and reflects the underlying domain knowledge. This survey explores the emerging realm of diffusion-based…

Artificial Intelligence · Computer Science 2024-08-23 Bingyuan Wang , Qifeng Chen , Zeyu Wang

Recent advances in generative models and adversarial training have enabled artificially generating artworks in various artistic styles. It is highly desirable to gain more control over the generated style in practice. However, artistic…

Computer Vision and Pattern Recognition · Computer Science 2021-10-26 Xin Miao , Huayan Wang , Jun Fu , Jiayi Liu , Shen Wang , Zhenyu Liao

The attribution of artworks in general and of paintings in particular has always been an issue in art. The advent of powerful artificial intelligence models that can generate and analyze images creates new challenges for painting…

Computers and Society · Computer Science 2025-08-05 Tarian Fu , Javier Conde , Gonzalo Martínez , Pedro Reviriego , Elena Merino-Gómez , Fernando Moral

This study investigates how artificial intelligence (AI) recognizes style through style transfer-an AI technique that generates a new image by applying the style of one image to another. Despite the considerable interest that style transfer…

Graphics · Computer Science 2025-04-22 Yunha Yeo , Daeho Um

Artificial intelligence (AI) models are prevalent today and provide a valuable tool for artists. However, a lesser-known artifact that comes with AI models that is not always discussed is the glitch. Glitches occur for various reasons;…

Human-Computer Interaction · Computer Science 2023-08-21 Jamal Knight , Andrew Johnston , Adam Berry

Technologies related to artificial intelligence (AI) have a strong impact on the changes of research and creative practices in visual arts. The growing number of research initiatives and creative applications that emerge in the intersection…

Computer Vision and Pattern Recognition · Computer Science 2021-02-19 Eva Cetinic , James She

Queer people are often discussed as targets of bias, harm, or discrimination in research on generative AI. However, the specific ways that queer people engage with generative AI, and thus possible uses that support queer people, have yet to…

Human-Computer Interaction · Computer Science 2025-05-06 Jordan Taylor , Joel Mire , Franchesca Spektor , Alicia DeVrio , Maarten Sap , Haiyi Zhu , Sarah Fox

The rise of Generative Artificial Intelligence (G-AI) has transformed the creative arts landscape by producing novel artwork, whereas in the same time raising ethical concerns. While previous studies have addressed these concerns from…

Human-Computer Interaction · Computer Science 2024-10-22 Shuning Zhang , Shixuan Li

A new class of tools, colloquially called generative AI, can produce high-quality artistic media for visual arts, concept art, music, fiction, literature, video, and animation. The generative capabilities of these tools are likely to…

Image-generation models are changing how we express ourselves in visual art. However, what people think of AI-generated art is still largely unexplored, especially compared to traditional art. In this paper, we present the design of an…

Human-Computer Interaction · Computer Science 2024-05-06 Peter Kun , Matthias Freiberger , Anders Sundnes Løvlie , Sebastian Risi

As AI writing tools become widespread, we need to understand how both humans and machines evaluate literary style, a domain where objective standards are elusive and judgments are inherently subjective. We conducted controlled experiments…

Artificial Intelligence · Computer Science 2025-10-13 Wouter Haverals , Meredith Martin

We propose a new system for generating art. The system generates art by looking at art and learning about style; and becomes creative by increasing the arousal potential of the generated art by deviating from the learned styles. We build…

Artificial Intelligence · Computer Science 2017-06-23 Ahmed Elgammal , Bingchen Liu , Mohamed Elhoseiny , Marian Mazzone

Generative Adversarial Networks (GANs) have shown great success in generating high quality images and are thus used as one of the main approaches to generate art images. However, usually the image generation process involves sampling from…

Neural and Evolutionary Computing · Computer Science 2024-03-29 Ole Hall , Anil Yaman

Since the emergence of generative AI, creative workers have spoken up about the career-based harms they have experienced arising from this new technology. A common theme in these accounts of harm is that generative AI models are trained on…

Human-Computer Interaction · Computer Science 2025-01-22 Lin Kyi , Amruta Mahuli , M. Six Silberman , Reuben Binns , Jun Zhao , Asia J. Biega

Generative AI's novel capacities raise questions about the future role of human expertise: does AI level the playing field between professional artists and laypeople, or does expertise enhance AI use? Do the cognitive skills experts make…

Human-Computer Interaction · Computer Science 2026-05-29 Thomas F. Eisenmann , Andres Karjus , Mar Canet Sola , Levin Brinkmann , Bramantyo Ibrahim Supriyatno , Iyad Rahwan

The introduction of Artificial Intelligence (AI) into the domains of traditional art (visual arts, performing arts, and crafts) has sparked a complicated discussion about whether this might be an agent of disruption or an enhancement of our…

Computers and Society · Computer Science 2025-09-10 Viswa Chaitanya Marella , Sai Teja Erukude , Suhasnadh Reddy Veluru

Assessing the artness of AI-generated images continues to be a challenge within the realm of image generation. Most existing metrics cannot be used to perform instance-level and reference-free artness evaluation. This paper presents…

Computer Vision and Pattern Recognition · Computer Science 2024-06-11 Junyu Chen , Jie An , Hanjia Lyu , Christopher Kanan , Jiebo Luo