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This review surveys the state-of-the-art in text-to-image and image-to-image generation within the scope of generative AI. We provide a comparative analysis of three prominent architectures: Variational Autoencoders, Generative Adversarial…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Zineb Sordo , Eric Chagnon , Daniela Ushizima

Artificial intelligence (AI) is the name popularly given to a broad spectrum of computer tools designed to perform increasingly complex cognitive tasks, including many that used to solely be the province of humans. As these tools become…

History and Overview · Mathematics 2026-03-30 Tanya Klowden , Terence Tao

This paper reviews the current state of the art in Artificial Intelligence (AI) technologies and applications in the context of the creative industries. A brief background of AI, and specifically Machine Learning (ML) algorithms, is…

Computer Vision and Pattern Recognition · Computer Science 2022-03-07 Nantheera Anantrasirichai , David Bull

This paper delves into the fascinating field of AI-generated art and explores the various deep neural network architectures and models that have been utilized to create it. From the classic convolutional networks to the cutting-edge…

Machine Learning · Computer Science 2025-10-08 Anne-Sofie Maerten , Derya Soydaner

Current discourse surrounding Artificial Intelligence (AI) oscillates between hope and apprehension, painting a future where AI reshapes every facet of human life, including Education. This paper delves into the complexities of AI's role in…

Computers and Society · Computer Science 2024-03-12 Kaska Porayska-Pomsta

We present a novel framework to advance generative artificial intelligence (AI) applications in the realm of printed art products, specifically addressing large-format products that require high-resolution artworks. The framework consists…

Computer Vision and Pattern Recognition · Computer Science 2024-05-29 Noah Pursell , Anindya Maiti

Generative artificial intelligence (AI) tools can now help people perform complex data science tasks regardless of their expertise. While these tools have great potential to help more people work with data, their end-to-end approach does…

Human-Computer Interaction · Computer Science 2026-03-27 Venkatesh Sivaraman , Patrick Vossler , Adam Perer , Julian Hong , Jean Feng

The explosion of content generated by artificial intelligence (AI) models has initiated a cultural shift in arts, music, and media, whereby roles are changing, values are shifting, and conventions are challenged. The vast, readily available…

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

AI art comprises a spectrum of creative endeavors that emerge from and respond to the development of artificial intelligence (AI), the expansion of AI-powered economies, and their influence on culture and society. Within this repertoire,…

Computers and Society · Computer Science 2026-02-23 Dejan Grba

The term co-creativity has been used to describe a wide variety of human-AI assemblages in which human and AI are both involved in a creative endeavor. In order to assist with disambiguating research efforts, we present an ontology of…

Artificial Intelligence · Computer Science 2023-10-12 Zhiyu Lin , Mark Riedl

Recent advances in visual generative models have enabled the creation of highly realistic, fully AI-generated images without relying on real source content. While beneficial for many applications, these models also pose significant societal…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Qijie Xu , Can Wang , Jiawei Chen , Siwei Lyu , Defang Chen

The HCI field has demonstrated a growing interest in leveraging emerging technologies to enrich urban experiences. However, insufficient studies investigate the experience and design space of AI image technology (AIGT) applications for…

Human-Computer Interaction · Computer Science 2024-06-11 Peng-Kai Hung , Janet Yi-Ching Huang , Stephan Wensveen , Rung-Huei Liang

This paper explores visual indeterminacy as a description for artwork created with Generative Adversarial Networks (GANs). Visual indeterminacy describes images which appear to depict real scenes, but, on closer examination, defy coherent…

Computer Vision and Pattern Recognition · Computer Science 2020-08-11 Aaron Hertzmann

An increasing number of artists use Ai in their creative practices (Creative-Ai) and their works have by now become visible at prominent art venues. The research community has, on the other hand, recognized that there are sustainability…

Computers and Society · Computer Science 2022-10-18 Petra Jääskeläinen , Daniel Pargman , André Holzapfel

Traditional visualisation designers often start with sketches before implementation. With generative AI, these sketches can be turned into AI-generated visualisations using specific prompts. However, guiding AI to create compelling visuals…

Human-Computer Interaction · Computer Science 2024-09-04 Aron E. Owen , Jonathan C. Roberts

Chinese literati gatherings (Wenren Yaji), as a situated form of Chinese traditional culture, remain underexplored in depth. Although generative AI supports powerful multimodal generation, current cultural applications largely emphasize…

Human-Computer Interaction · Computer Science 2026-02-16 You Zhou , Bingyuan Wang , Hongcheng Guo , Rui Cao , Zeyu Wang

Image datasets are commonly used in psychophysical experiments and in machine learning research. Most publicly available datasets are comprised of images of realistic and natural objects. However, while typical machine learning models lack…

Machine Learning · Computer Science 2022-01-31 Camille Gontier , Jakob Jordan , Mihai A. Petrovici

What constitutes human creativity, and is it possible for computers to exhibit genuine creativity? We argue that achieving human-level intelligence in computers, or so-called Artificial General Intelligence, necessitates attaining also…

Artificial Intelligence · Computer Science 2024-03-13 Solve Sæbø , Helge Brovold

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
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