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Automatic art analysis aims to classify and retrieve artistic representations from a collection of images by using computer vision and machine learning techniques. In this work, we propose to enhance visual representations from neural…

Computer Vision and Pattern Recognition · Computer Science 2019-04-11 Noa Garcia , Benjamin Renoust , Yuta Nakashima

Complex data analysis inherently seeks unexpected insights through exploratory visual analysis methods, transcending logical, step-by-step processing. However, existing interfaces such as notebooks and dashboards have limitations in…

Human-Computer Interaction · Computer Science 2024-03-22 Zijian Ding , Joel Chan

As AI systems increasingly shape decision making in creative design contexts, understanding how humans engage with these tools has become a critical challenge for interactive intelligent systems research. This paper contributes a challenge…

Human-Computer Interaction · Computer Science 2025-10-29 Sean P. Walton , Ben J. Evans , Alma A. M. Rahat , James Stovold , Jakub Vincalek

Creative tasks require creators to iteratively produce, select, and discard potentially useful ideas. Now, creativity tools include generative AI features (e.g., Photoshop Generative Fill) that increase the number of alternatives creators…

Human-Computer Interaction · Computer Science 2026-05-19 Karim Benharrak , Amy Pavel

Computational art analysis has, through its reliance on classification tasks, prioritised historical datasets in which the artworks are already well sorted with the necessary annotations. Art produced today, on the other hand, is numerous…

Computer Vision and Pattern Recognition · Computer Science 2020-12-02 Nikolai Huckle , Noa Garcia , Yuta Nakashima

Discovering and making sense of relevant literature is fundamental in any scientific field. Node-link diagram-based visualization tools can aid this process; however, existing tools have been evaluated only on small scales. This paper…

Human-Computer Interaction · Computer Science 2022-10-26 Kevin Li , Haoyang Yang , Evan Montoya , Anish Upadhayay , Zhiyan Zhou , Jon Saad-Falcon , Duen Horng Chau

Recent technological advances popularized the use of image generation among the general public. Crafting effective prompts can, however, be difficult for novice users. To tackle this challenge, we developed PromptMap, a new interaction…

Human-Computer Interaction · Computer Science 2025-04-04 Krzysztof Adamkiewicz , Paweł W. Woźniak , Julia Dominiak , Andrzej Romanowski , Jakob Karolus , Stanislav Frolov

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

We present HoloGraphs, a novel approach for physically representing, explaining, exploring, and interacting with dynamic networks. HoloGraphs addresses the challenges of visualizing and understanding evolving network structures by providing…

Social and Information Networks · Computer Science 2025-03-05 Daniel Pahr , Henry Ehlers , Velitchko Filipov

Text-to-image generative models can be tremendously valuable in supporting creative tasks by providing inspirations and enabling quick exploration of different design ideas. However, one common challenge is that users may still not be able…

Human-Computer Interaction · Computer Science 2025-10-06 Yuhan Guo , Xingyou Liu , Xiaoru Yuan , Kai Xu

Sharing artifacts -- such as trained models, pre-built indexes, and the code to use them -- aids in reproducibility efforts by allowing researchers to validate intermediate steps and improves the sustainability of research by allowing…

Information Retrieval · Computer Science 2025-05-09 Sean MacAvaney

Recent advancements in artificial intelligence (AI) and its sub-branch machine learning (ML) promise machines that go beyond the boundaries of automation and behave autonomously. Applications of these machines in creative practices such as…

Human-Computer Interaction · Computer Science 2019-08-06 Ardavan Bidgoli , Eunsu Kang , Daniel Cardoso Llach

This paper considers the problem of efficient exploration of unseen environments, a key challenge in AI. We propose a `learning to explore' framework where we learn a policy from a distribution of environments. At test time, presented with…

Machine Learning · Computer Science 2019-10-30 Hanjun Dai , Yujia Li , Chenglong Wang , Rishabh Singh , Po-Sen Huang , Pushmeet Kohli

Throughout history, maps have been used as a tool to explore cities. They visualize a city's urban fabric through its streets, buildings, and points of interest. Besides purely navigation purposes, street names also reflect a city's culture…

Human-Computer Interaction · Computer Science 2021-06-10 Edyta Paulina Bogucka , Marios Constantinides , Luca Maria Aiello , Daniele Quercia , Wonyoung So , Melanie Bancilhon

As artificial intelligence shifts from pure tool for delegation toward agentic collaboration, its use in the arts can shift beyond the exploration of machine autonomy toward synergistic co-creation. While our earlier robotic works utilized…

Human-Computer Interaction · Computer Science 2026-03-09 Patrick Tresset , Markus Wulfmeier

In numerous artificial intelligence applications, the collaborative efforts of multiple intelligent agents are imperative for the successful attainment of target objectives. To enhance coordination among these agents, a distributed…

Machine Learning · Computer Science 2024-05-15 Shengchao Hu , Li Shen , Ya Zhang , Dacheng Tao

Artificial Intelligence (AI) has been increasingly applied to creative domains, leading to the development of systems that collaborate with humans in design processes. In Graphic Design, integrating computational systems into co-creative…

Human-Computer Interaction · Computer Science 2025-11-25 Joana Rovira Martins , Pedro Martins , Ana Boavida

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

This paper proposes dialogue as a method for evaluating generative AI tools for culturally-situated creative practice, that recognizes the socially situated nature of art. Drawing on sociologist Howard Becker's concept of Art Worlds, this…

Computers and Society · Computer Science 2024-12-19 Rida Qadri , Piotr Mirowski , Aroussiak Gabriellan , Farbod Mehr , Huma Gupta , Pamela Karimi , Remi Denton

Standing at the intersection of science and art, artistic data visualization has gained popularity in recent years and emerged as a significant domain. Despite more than a decade since the field's conceptualization, a noticeable gap remains…

Human-Computer Interaction · Computer Science 2025-02-10 Xingyu Lan , Yifan Wang , Lingyu Peng , Xiaofan Ma