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Self-supervised learning holds the promise of learning good representations from real-world continuous uncurated data streams. However, most existing works in visual self-supervised learning focus on static images or artificial data…

Computer Vision and Pattern Recognition · Computer Science 2025-08-13 Yanlai Yang , Mengye Ren

How can we explain the predictions of a machine learning model? When the data is structured as a multivariate time series, this question induces additional difficulties such as the necessity for the explanation to embody the time dependency…

Machine Learning · Computer Science 2021-06-11 Jonathan Crabbé , Mihaela van der Schaar

Generating natural human motion from a story has the potential to transform the landscape of animation, gaming, and film industries. A new and challenging task, Story-to-Motion, arises when characters are required to move to various…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Zhongfei Qing , Zhongang Cai , Zhitao Yang , Lei Yang

Current storytelling systems focus more ongenerating stories with coherent plots regard-less of the narration style, which is impor-tant for controllable text generation. There-fore, we propose a new task, stylized story gen-eration, namely…

Computation and Language · Computer Science 2021-08-20 Xiangzhe Kong , Jialiang Huang , Ziquan Tung , Jian Guan , Minlie Huang

As a cross-modal task, visual storytelling aims to generate a story for an ordered image sequence automatically. Different from the image captioning task, visual storytelling requires not only modeling the relationships between objects in…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Weiran Chen , Xin Li , Jiaqi Su , Guiqian Zhu , Ying Li , Yi Ji , Chunping Liu

Effective communication between directors and cinematographers is fundamental in film production, yet traditional approaches relying on visual references and hand-drawn storyboards often lack the efficiency and precision necessary during…

Human-Computer Interaction · Computer Science 2025-08-05 Zheng Wei , Hongtao Wu , Lvmin Zhang , Xian Xu , Yefeng Zheng , Pan Hui , Maneesh Agrawala , Huamin Qu , Anyi Rao

We introduce Toyteller, an AI-powered storytelling system where users generate a mix of story text and visuals by directly manipulating character symbols like they are toy-playing. Anthropomorphized symbol motions can convey rich and…

Human-Computer Interaction · Computer Science 2025-01-24 John Joon Young Chung , Melissa Roemmele , Max Kreminski

The field of Explainable Artificial Intelligence (XAI) for Deep Neural Network models has developed significantly, offering numerous techniques to extract explanations from models. However, evaluating explanations is often not trivial, and…

Artificial Intelligence · Computer Science 2024-08-28 Udo Schlegel , Daniel A. Keim

Automated plot generation is the challenge of generating a sequence of events that will be perceived by readers as the plot of a coherent story. Traditional symbolic planners plan a story from a goal state and guarantee logical causal plot…

Computation and Language · Computer Science 2022-12-20 Anbang Ye , Christopher Cui , Taiwei Shi , Mark O. Riedl

Visual stories are an effective and powerful tool to convey specific information to a diverse public. Scrollytelling is a recent visual storytelling technique extensively used on the web, where content appears or changes as users scroll up…

Human-Computer Interaction · Computer Science 2022-07-11 Eric Mörth , Stefan Bruckner , Noeska N. Smit

Time series visualization plays a crucial role in identifying patterns and extracting insights across various domains. However, as datasets continue to grow in size, visualizing them effectively becomes challenging. Downsampling, which…

Human-Computer Interaction · Computer Science 2023-04-04 Jonas Van Der Donckt , Jeroen Van Der Donckt , Michael Rademaker , Sofie Van Hoecke

We reflect on our experiences as designers of COVID-19 data visualizations working in a distributed synchronous design space during the pandemic. This is especially relevant as the pandemic posed new challenges to distributed collaboration…

Human-Computer Interaction · Computer Science 2021-01-06 Tatiana Losev , Sarah Storteboom , Sheelagh Carpendale , Søren Knudsen

In data-driven storytelling contexts such as data journalism and data videos, data visualizations are often presented alongside real-world imagery to support narrative context. However, these visualizations and contextual images typically…

Human-Computer Interaction · Computer Science 2025-07-29 Lin Gao , Leixian Shen , Yuheng Zhao , Jiexiang Lan , Huamin Qu , Siming Chen

Older adults have been hit disproportionally hard by the COVID-19 pandemic. One critical way for older adults to minimize the negative impact of COVID-19 and future pandemics is to stay informed about its latest information, which has been…

Human-Computer Interaction · Computer Science 2022-02-24 Mingming Fan , Yiwen Wang , Yuni Xie , Franklin Mingzhe Li , Chunyang Chen

We present a method for producing documentary-style content using real-time scientific visualization. We produce molecumentaries, i.e., molecular documentaries featuring structural models from molecular biology. We employ scalable methods…

Human-Computer Interaction · Computer Science 2024-04-25 David Kouřil , Ondřej Strnad , Peter Mindek , Sarkis Halladjian , Tobias Isenberg , M. Eduard Gröller , Ivan Viola

Constructing supervised machine learning models for real-world video analysis require substantial labeled data, which is costly to acquire due to scarce domain expertise and laborious manual inspection. While data programming shows promise…

Computer Vision and Pattern Recognition · Computer Science 2023-11-02 Jianben He , Xingbo Wang , Kam Kwai Wong , Xijie Huang , Changjian Chen , Zixin Chen , Fengjie Wang , Min Zhu , Huamin Qu

In the context of the exponentially increasing volume of narrative texts such as novels and news, readers struggle to extract and consistently remember storyline from these intricate texts due to the constraints of human working memory and…

Human-Computer Interaction · Computer Science 2024-11-11 Li Ye , Lei Wang , Shaolun Ruan , Yuwei Meng , Yigang Wang , Wei Chen , Zhiguang Zhou

This work presents an introduction to feature-based time-series analysis. The time series as a data type is first described, along with an overview of the interdisciplinary time-series analysis literature. I then summarize the range of…

Machine Learning · Computer Science 2017-10-03 Ben D. Fulcher

Traditional approaches to data visualization have often focused on comparing different subsets of data, and this is reflected in the many techniques developed and evaluated over the years for visual comparison. Similarly, common workflows…

Human-Computer Interaction · Computer Science 2024-02-27 David Borland , Arran Zeyu Wang , David Gotz

Humans think visually-we remember in images, dream in pictures, and use visual metaphors to communicate. Yet, most creative writing tools remain text-centric, limiting how authors plan and translate ideas. We present Vistoria, a system for…

Human-Computer Interaction · Computer Science 2026-02-06 Kexue Fu , Jingfei Huang , Long Ling , Sumin Hong , Yihang Zuo , Ray LC , Toby Jia-jun Li