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As AI art generation becomes increasingly sophisticated, HCI research has focused primarily on questions of detection, authenticity, and automation. This paper argues that such approaches fundamentally misunderstand how artistic value…

人机交互 · 计算机科学 2025-07-29 Alex Leitch , Celia Chen

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…

图形学 · 计算机科学 2025-04-22 Yunha Yeo , Daeho Um

In this work we investigate different avenues of improving the Neural Algorithm of Artistic Style (by Leon A. Gatys, Alexander S. Ecker and Matthias Bethge, arXiv:1508.06576). While showing great results when transferring homogeneous and…

计算机视觉与模式识别 · 计算机科学 2016-05-17 Roman Novak , Yaroslav Nikulin

In recent years, advancements in generative artificial intelligence have led to the development of sophisticated tools capable of mimicking diverse artistic styles, opening new possibilities for digital creativity and artistic expression.…

计算机视觉与模式识别 · 计算机科学 2025-02-26 Andrea Asperti , Franky George , Tiberio Marras , Razvan Ciprian Stricescu , Fabio Zanotti

Despite nearly a decade of literature on style transfer, there is no undisputed definition of artistic style. State-of-the-art models produce impressive results but are difficult to interpret since, without a coherent definition of style,…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Emma Finn , T. Anderson Keller , Emmanouil Theodosis , Demba E. Ba

Artificial Intelligence (AI), and in particular generative models, are transformative tools for knowledge work. They problematise notions of creativity, originality, plagiarism, the attribution of credit, and copyright ownership. Critics of…

人机交互 · 计算机科学 2023-07-21 Advait Sarkar

Generative AI has been heavily critiqued by artists in both popular media and HCI scholarship. However, more work is needed to understand the impacts of generative AI on professional artists' workplaces and careers. In this paper, we…

人机交互 · 计算机科学 2026-03-10 Harry H. Jiang , Jordan Taylor , William Agnew

On a constant quest for inspiration, designers can become more effective with tools that facilitate their creative process and let them overcome design fixation. This paper explores the practicality of applying neural style transfer as an…

计算机与社会 · 计算机科学 2018-05-29 Chaehan So

Artificial Intelligence is present in the generation and distribution of culture. How do artists exploit neural networks? What impact do these algorithms have on artistic practice? Through a practice-based research methodology, this paper…

人机交互 · 计算机科学 2023-07-18 Varvara Guljajeva , Mar Canet Sola , Isaac Joseph Clarke

Text-guided synthesis of images has made a giant leap towards becoming a mainstream phenomenon. With text-to-image generation systems, anybody can create digital images and artworks. This provokes the question of whether text-to-image…

人机交互 · 计算机科学 2022-11-01 Jonas Oppenlaender

This paper examines the art practices, artwork, and motivations of prolific users of the latest generation of text-to-image models. Through interviews, observations, and a user survey, we present a sampling of the artistic styles and…

人机交互 · 计算机科学 2023-03-23 Minsuk Chang , Stefania Druga , Alex Fiannaca , Pedro Vergani , Chinmay Kulkarni , Carrie Cai , Michael Terry

Artistic style transfer is the problem of synthesizing an image with content similar to a given image and style similar to another. Although recent feed-forward neural networks can generate stylized images in real-time, these models produce…

计算机视觉与模式识别 · 计算机科学 2018-11-22 Mohammad Babaeizadeh , Golnaz Ghiasi

Recently, style transfer has received a lot of attention. While much of this research has aimed at speeding up processing, the approaches are still lacking from a principled, art historical standpoint: a style is more than just a single…

计算机视觉与模式识别 · 计算机科学 2018-07-31 Artsiom Sanakoyeu , Dmytro Kotovenko , Sabine Lang , Björn Ommer

Generative AI, i.e., the group of technologies that automatically generate visual or written content based on text prompts, has undergone a leap in complexity and become widely available within just a few years. Such technologies…

人机交互 · 计算机科学 2023-03-17 Nanna Inie , Jeanette Falk , Steven Tanimoto

Generative models are now widely used by graphic designers and artists. Prior works have shown that these models remember and often replicate content from their training data during generation. Hence as their proliferation increases, it has…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Gowthami Somepalli , Anubhav Gupta , Kamal Gupta , Shramay Palta , Micah Goldblum , Jonas Geiping , Abhinav Shrivastava , Tom Goldstein

Communicating design implications is common within the HCI community when publishing academic papers, yet these papers are rarely read and used by designers. One solution is to use design cards as a form of translational resource that…

人机交互 · 计算机科学 2024-03-14 Donghoon Shin , Lucy Lu Wang , Gary Hsieh

Artistic style transfer, a captivating application of generative artificial intelligence, involves fusing the content of one image with the artistic style of another to create unique visual compositions. This paper presents a comprehensive…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Jonayet Miah , Duc M Cao , Md Abu Sayed , Md. Sabbirul Haque

Generative AI based art has proliferated in the past year, with increasingly impressive use cases from generating fake human faces to the creation of systems that can generate thousands of artistic images from text prompts - some of these…

人工智能 · 计算机科学 2022-11-22 Avijit Ghosh , Genoveva Fossas

The revolutionary advancement of Artificial Intelligence Generated Content (AIGC) has fundamentally transformed the landscape of visual content creation and artistic expression. While remarkable progress has been made in image generation…

图形学 · 计算机科学 2025-06-25 Tianshan Zhang , Hao Tang

Generative artificial intelligence (AI) is a widely popular technology that will have a profound impact on society and individuals. Less than a decade ago, it was thought that creative work would be among the last to be automated - yet…

人机交互 · 计算机科学 2023-08-21 Jonas Oppenlaender , Johanna Silvennoinen , Ville Paananen , Aku Visuri
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